Conversational AI Funding: A Quarter-by-Quarter Analysis

Everything we know about the conversational AI market, in one place. Get our report whether you build or invest.
Summary
Conversational AI funding is getting stronger in check size, but the market itself is getting narrower: fewer companies are raising money, while the companies that do get funded are raising substantially larger rounds.
The clearest change from Q2 2025 to Q2 2026 is not total capital. Deal count fell from 53 to 33 while the median round climbed from $5.5 million to $15 million, so the market is supporting bigger winners without expanding the number of funded companies.
Headline funding has become a poor measure of market health. Q2 2026 reached $1.63 billion largely because Sierra raised $950 million, while capital excluding rounds above $50 million was actually 15.5% lower than a year earlier.
Q4 2025 was the broadest quarter in the period. Deal count reached 56, first financings represented half of all deals, and funding outside $50 million-plus rounds increased, before capital started concentrating much more heavily around established companies in 2026.
Q1 2026 made that concentration obvious. Six rounds from ElevenLabs, Parloa, Decagon, Wonderful, Deepgram and Granola accounted for about 73% of the quarter's $2.06 billion in disclosed funding.
Q2 then became smaller but not simply weaker. Deal count fell 43% quarter over quarter, yet the median round more than doubled and $20 million to $100 million financings became much more common. Investors were saying no more often, but writing bigger checks when they said yes.
The entry point tightened at the same time. First financings rose to 50% of deals in Q4 2025 before falling back to 36% in Q2 2026, and those first financings attracted only $65.6 million compared with roughly $1.57 billion for follow-ons.
Voice AI has the strongest sustained category momentum. Its deal share jumped from 13% in Q2 2025 to 33% in Q3 and then remained between 23% and 30%, supported by repeated financings and enterprise deployment rather than a single isolated round.
Enterprise AI Assistants still absorb the most money, although Sierra makes the latest numbers look more extreme than the underlying market. Other companies including Parloa, Decagon, Wonderful and Scaled Cognition were also able to raise nine-figure rounds.
Strategic investors are becoming more visible too. They participated in 27% of Q2 2026 deals, roughly double the share seen in most earlier quarters, with corporate investors appearing especially often around Voice AI and customer-service infrastructure.
The next test is market breadth. If first financings and total deal count recover while larger follow-on rounds remain available, the current concentration will look like a stage of maturation. If deal activity stays near Q2 levels, conversational AI funding will have become a materially narrower market despite the larger checks.
Written by the New Market Pitch teamWe track new markets so founders and investors can move faster. About us

In our report covering the conversational AI market, you will always find fresh funding data, taken straight from our own verified funding database.
All funding deals in the conversational AI market over the last years
Below is the table listing all the deals. You can find our methodology at the end of this page.
If you want a deeper understanding of the market and its current dynamics, get our report covering the Conversational AI Market.
| Company | Category | Date | Stage | Deal size | What they do | Region | Lead investors | Country |
|---|---|---|---|---|---|---|---|---|
| EliseAI | Enterprise AI Assistants | September 2026 | Growth Equity | $350M | AI assistants that handle leasing resident communications and healthcare patient tasks by voice text and email | North America | Andreessen Horowitz; Bessemer Venture Partners | United States |
| Instinct | Consumer AI Assistants | September 2026 | Unknown | $1B | Personal AI agent that completes everyday tasks on behalf of users. | North America | Not disclosed | United States |
| Nuance Labs | Voice AI Platforms | September 2026 | Series A | $50M | Builds a full-duplex audiovisual foundation model that interprets speech, tone, gaze and gesture and responds in real time for human-like conversation. | North America | Lightspeed Venture Partners | United States |
| HeyDiga | Voice AI Platforms | September 2026 | Seed | $6.4M | Provides AI voice and messaging agents that answer and resolve customer conversations for service businesses across phone, WhatsApp and web chat. | Europe | 6 Degrees Capital | Spain |
| Tellia | Enterprise AI Assistants | September 2026 | Seed | $5M | Provides a voice-first agricultural assistant that converts calls, voice notes, WhatsApp and text into structured field records, reports and natural-language answers. | North America | Revent | United States |
| Navana.ai | Voice AI Platforms | September 2026 | Series A | $4.2M | Provides an Indic-language voice AI stack with speech models, voice agents, contact-center automation and conversation analytics for enterprises. | Asia-Pacific | Ronnie Screwvala | India |
| Catch | Enterprise AI Assistants | September 2026 | Seed | $5M | Provides an AI executive assistant that handles inbox, calendar, scheduling, travel, follow-ups and phone calls through natural-language channels. | Middle East | Entrée Capital; Pitango | Israel |
| Ollie | Consumer AI Assistants | September 2026 | Seed | $7.5M | Provides a family AI assistant over text and group chat that coordinates calendars, email, meals, groceries, tasks, appointments and payments. | North America | Khosla Ventures | United States |
| Conveo | Conversation Analytics | September 2026 | Series A | $50M | Runs AI-moderated video and voice consumer interviews and turns them into searchable, continuously updated qualitative insight. | Europe | DST Global Partners; Balderton Capital | Belgium |
| Fambot | Consumer AI Assistants | September 2026 | Seed | $3.5M | Provides a family AI chief of staff that reads school and household communications and texts parents a consolidated daily plan. | North America | NextView Ventures; Baukunst | United States |
| Instinct | Consumer AI Assistants | August 2026 | Series B | $250M | Provides a personal AI assistant reached by text or phone that connects to users' apps and devices and carries out real-world tasks on their behalf. | North America | Index Ventures; Benchmark | United States |
| Ringg AI | Voice AI Platforms | August 2026 | Series A | $10M | Provides enterprise AI agents for conversational workflows across voice calls, WhatsApp, chat and browser-based interactions. | Asia-Pacific | Peak XV Partners | India |
| Twin1 AI | Enterprise AI Assistants | August 2026 | Seed | $20M | Gives enterprise professionals conversational AI digital twins that answer questions, communicate and act on their behalf using their work context. | North America | Bessemer Venture Partners; Tribeca Venture Partners; Aramco Ventures | United States |
| HeyBreez | Voice AI Platforms | August 2026 | Seed | $2.5M | Provides the operational infrastructure used to deploy and manage enterprise voice AI agents, including telephony, callbacks, follow-ups, integrations and multi-step call workflows. | North America | Lunara Partners | United States |
| Incredible | Enterprise AI Assistants | August 2026 | Seed | $2M | Builds a context-aware voice assistant for Mac and Windows that executes spoken instructions directly across users' applications and files. | Europe | Not disclosed | Sweden |
| Wippi | Consumer AI Assistants | August 2026 | Seed | $1.2M | Builds a screen-free conversational AI companion for children that talks, answers questions and delivers interactive stories and learning experiences. | Asia-Pacific | 12 Flags | India |
| Pally | Consumer AI Assistants | August 2026 | Seed | $5.2M | Provides a personal AI assistant reached by text that connects to users' messages and apps to manage communications, bookings and everyday tasks. | North America | Cyber Fund; Y Combinator | United States |
| Omilia | Enterprise AI Assistants | August 2026 | Series B | $67M | Provides a voice-first self-learning conversational AI platform for large enterprises to automate customer-service interactions. | Europe | Expedition Growth Capital | Cyprus |
| Profound | Consumer AI Assistants | August 2026 | Seed | $1.5M | Creates personalized AI representatives that learn a professional's experience and preferences through conversation and represent them for networking, hiring and career opportunities. | Asia-Pacific | Stellaris Venture Partners; 3one4 Capital | India |
| HappyRobot | Enterprise AI Assistants | August 2026 | Series C | $150M | Deploys enterprise AI agents that conduct voice and digital conversations and execute operational workflows across company systems. | North America | Prysm Capital; Eurazeo | United States |
| Instinct | Consumer AI Assistants | August 2026 | Series A | $75M | Provides a personal AI assistant reached by text or phone that connects to users' apps and devices and carries out real-world tasks on their behalf. | North America | Kleiner Perkins | United States |
| Walaw | Enterprise AI Assistants | July 2026 | Seed | ≈$1.1M | Provides an AI receptionist for health and wellness clinics that handles patient calls, appointment booking and routine front-desk conversations. | North America | Telegraph Ventures | Canada |
| Smallest.ai | Voice AI Platforms | July 2026 | Series A | $13M | Develops low-latency speech and voice AI models designed for natural real-time conversations between users and AI agents. | North America | Seligman Ventures | United States |
| Encore AI | Enterprise AI Assistants | July 2026 | Series A | $30M | Mines successful customer conversations to train and deploy enterprise voice and text agents that operate autonomously or alongside human teams. | North America | Team8 | United States |
| Fish Audio | Voice AI Platforms | July 2026 | Seed | $52M | Provides text-to-speech, speech-to-text, voice cloning and low-latency voice-model infrastructure used by developers, enterprises and voice-agent products. | North America | Coreline Ventures; Capital Today | United States |
| telli | Enterprise AI Assistants | July 2026 | Seed | $15M | Provides AI agents for B2C customer operations across voice, chat, SMS, WhatsApp and email. | Europe | redalpine | Germany |
| Sable | Enterprise AI Assistants | July 2026 | Series A | $45M | Provides a real-time AI employee that speaks with customers while using vision and browser control to run product demonstrations and related interactions. | North America | Sequoia Capital; 8VC | United States |
| Rime | Voice AI Platforms | July 2026 | Series A | $24M | Builds conversational speech and voice-interaction models used to power enterprise voice agents and automated calls. | North America | M13 | United States |
| Cue Technologies Limited (Cue) | Enterprise AI Assistants | July 2026 | Unknown | $5M | Provides autonomous customer-service AI agents across messaging, email and voice, with human handoff when required. | Africa | Knife Capital; FAM Investments | South Africa |
| Hostie AI, Inc. | Enterprise AI Assistants | July 2026 | Series A | $12M | Provides an AI virtual concierge that handles restaurant calls, texts, reservations, takeout and other guest conversations. | North America | Obvious Ventures | United States |
| Gradium | Voice AI Platforms | July 2026 | Seed | ≈$30M | Develops low-latency speech-to-text, text-to-speech, translation and voice models for real-time conversational AI applications. | Europe | Not disclosed | France |
| Ringg AI | Voice AI Platforms | July 2026 | Series A | $5.5M | Provides a communications orchestration platform for deploying voice AI agents across sales, support, collections and operational calling workflows. | Asia-Pacific | Arkam Ventures | India |
| Flyboard | Enterprise AI Assistants | July 2026 | Seed | ≈$2.2M | Builds and operates AI voice agents that automate high-volume sales and operational phone workflows for businesses. | Europe | b2venture | Spain |
| Callie Care | Consumer AI Assistants | July 2026 | Seed | $500K | Provides a proactive phone-first AI companion that calls older adults for conversation, reminders, everyday assistance and wellness check-ins. | North America | Not disclosed | United States |
| Scaled Cognition | Enterprise AI Assistants | June 2026 | Series A | $100M | Builds reliable enterprise conversational AI agents for high-stakes customer-service interactions and actions. | North America | Khosla Ventures | United States |
| Tomo | Consumer AI Assistants | June 2026 | Seed | $5M | Provides a personal conversational AI assistant delivered primarily through text messages for goals, habits and everyday decisions. | North America | Bain Capital Ventures | United States |
| Chaty AI | Enterprise AI Assistants | June 2026 | Seed | $1.2M | Provides conversational voice and web assistants that answer questions and complete bookings for tours and attractions operators. | Asia-Pacific | Not disclosed | Australia |
| Kotoba Technologies | Voice AI Platforms | June 2026 | Seed | $10M | Develops low-latency speech-to-speech, speech-recognition and speech-synthesis models for conversational voice applications in East Asian languages. | North America | Kindred Ventures | United States |
| Coval | Conversation Analytics | June 2026 | Series A | $28M | Provides simulation, evaluation and observability infrastructure for testing and monitoring voice and chat AI agents. | North America | Norwest | United States |
| Attention | Conversation Analytics | June 2026 | Series B | $30M | Analyzes sales conversations and uses their content to update CRM records, trigger follow-ups and automate revenue-team actions. | North America | RTP Global | United States |
| Valence AI | Conversation Analytics | June 2026 | Seed | $5M | Analyzes emotional signals in live speech and supplies real-time conversation intelligence to voice agents and contact-center systems. | North America | Differential Ventures | United States |
| Prosper AI | Voice AI Platforms | June 2026 | Series A | $30M | Provides healthcare voice AI agents that converse with patients and insurers while completing scheduling, verification and billing workflows. | North America | Andreessen Horowitz | United States |
| Bland AI | Voice AI Platforms | June 2026 | Series C | $50M | Builds full-stack enterprise voice AI agents for long, complex inbound and outbound phone conversations. | North America | Dell Technologies Capital | United States |
| Equal AI | Consumer AI Assistants | June 2026 | Series B | $30M | Provides a consumer AI call assistant that answers, converses with and screens incoming callers on the user's behalf. | Asia-Pacific | Prosus Ventures; Tomales Bay Capital | India |
| fonio.ai | Voice AI Platforms | June 2026 | Seed | $17M | Provides AI voice and messaging agents that autonomously handle customer communications for businesses. | Europe | 20VC | Austria |
| AethexAI | Voice AI Platforms | June 2026 | Seed | $3M | Builds localized voice AI agents, speech models and orchestration for enterprise phone interactions in emerging markets. | Europe | 4DX Ventures | United Kingdom |
| Sono | Voice AI Platforms | June 2026 | Seed | $1.5M | Operates AI voice agents that autonomously handle inbound and outbound customer-service and sales calls. | Europe | Maki.vc | Finland |
| Town | Consumer AI Assistants | June 2026 | Series A | $55M | Provides a personalized AI assistant that learns users' work patterns and acts across email, calendar, messaging and documents. | North America | Andreessen Horowitz | United States |
| Gradient Labs | Enterprise AI Assistants | June 2026 | Series A | $13M | Builds specialist conversational AI agents that automate customer support and regulated customer operations for financial-services firms. | Europe | Octopus Ventures; CommerzVentures | United Kingdom |
| Sela AI | Enterprise AI Assistants | June 2026 | Series A | $15M | Provides purpose-built AI voice agents that conduct borrower outreach, qualification and handoffs for mortgage lenders. | North America | Not disclosed | United States |
| Arc | Voice AI Platforms | May 2026 | Seed | $10.8M | Builds voice AI agents that autonomously take and manage customer orders at quick-service restaurant drive-thrus. | North America | Andreessen Horowitz | United States |
| Humanly | Enterprise AI Assistants | May 2026 | Series B | $25M | Provides conversational AI recruiting assistants that screen, interview, schedule, and engage job candidates through chat, phone, and video interactions. | North America | SEEK Investments | United States |
| Vapi | Voice AI Platforms | May 2026 | Series B | $50M | Provides infrastructure and orchestration software for developers and enterprises to build, deploy, and operate conversational voice AI agents. | North America | Peak XV Partners | United States |
| Mozart | Enterprise AI Assistants | May 2026 | Seed | $600K | Provides conversational AI agents that conduct debt-collection and sales interactions over voice and messaging channels such as WhatsApp. | Latin America | Orbit Ventures | Uruguay |
| Sierra | Enterprise AI Assistants | May 2026 | Series D+ | $950M | Provides enterprise AI agents that conduct customer-service conversations across voice and messaging and complete associated customer workflows. | North America | Tiger Global; GV | United States |
| Shapes, Inc. | Consumer AI Assistants | April 2026 | Seed | $8M | Runs a consumer social-AI app where customizable AI characters converse with users and human friends in group chats. | North America | Lightspeed | United States |
| Avoca | Enterprise AI Assistants | April 2026 | Series B | $82.4M | Provides conversational AI front-office agents for service businesses that answer calls and messages, book jobs and follow up customers. | North America | Meritech Capital; General Catalyst | United States |
| Outcraft AI | Enterprise AI Assistants | April 2026 | Seed | ≈$2.4M | Provides autonomous revenue agents that conduct and manage customer conversations across voice, SMS, email and WhatsApp. | Europe | Practica Capital | Lithuania |
| Solidroad | Conversation Analytics | April 2026 | Series A | $25M | Uses AI to evaluate customer-support conversations at scale, automate QA and generate coaching and training simulations. | North America | Hedosophia | United States |
| GuruSup | Enterprise AI Assistants | April 2026 | Seed | ≈$1.5M | Provides autonomous AI customer-service agents that converse and resolve support requests across chat, WhatsApp, email and voice. | Europe | 4Founders Capital | Spain |
| Vox Talk AI | Voice AI Platforms | April 2026 | Seed | ≈$1.6M | Provides multilingual AI voice operators for alarm-monitoring centers to verify alerts, call keyholders and log incident outcomes. | Europe | Delta Partners; ACT Venture Capital | Ireland |
| Phonely | Voice AI Platforms | April 2026 | Series A | $16M | Provides AI voice agents that answer business calls, resolve inquiries, route callers and book appointments. | North America | Base10 Partners | United States |
| Lucida AI | Consumer AI Assistants | April 2026 | Seed | $5.4M | Provides a voice-first AI language coach for real-time spoken practice and personalized pronunciation, fluency and grammar feedback. | Europe | Velocity Capital | Turkey |
| Narwhal Labs | Enterprise AI Assistants | April 2026 | Unknown | ≈$26.8M | Provides autonomous AI agents that conduct customer communications across voice, SMS, email and WhatsApp. | Europe | Not disclosed | United Kingdom |
| Handhold | Enterprise AI Assistants | April 2026 | Seed | ≈$3.5M | Provides AI account managers that converse with software buyers from inbound qualification through demos, onboarding and renewal. | Europe | Entourage Capital | Estonia |
| Natter | Conversation Analytics | April 2026 | Series A | $23M | Runs AI-moderated 1:1 video conversations at enterprise scale and synthesizes them into decision-ready insights. | North America | Renegade Partners | United States |
| Miravoice | Voice AI Platforms | April 2026 | Seed | $6.3M | Runs structured, long-form AI voice interviews and phone surveys at scale for market research and polling. | North America | Unusual Ventures | United States |
| Gnani.ai | Voice AI Platforms | March 2026 | Series B | $10M | Provides a full-stack enterprise voice AI platform combining speech recognition, synthesis, speech-to-speech technology and conversational voice agents. | Asia-Pacific | Aavishkaar Capital | India |
| InStep AI | Enterprise AI Assistants | March 2026 | Seed | $1.2M | Conversational AI assistant for property businesses that handles and qualifies high-volume customer enquiries. | Europe | Fuel Ventures | United Kingdom |
| Granola | Conversation Analytics | March 2026 | Series C | $125M | AI meeting intelligence product that captures conversational context, produces notes and lets users query accumulated meeting knowledge. | Europe | Index Ventures | United Kingdom |
| Littlebird | Consumer AI Assistants | March 2026 | Seed | $11M | Desktop AI assistant that continuously builds personal work context and lets users query and act on meetings, messages, documents and browsing through conversation. | North America | Lotus Studio | United States |
| Ringtime | Enterprise AI Assistants | March 2026 | Seed | $2.1M | Voice-native conversational AI agents that manage recruitment conversations, screening and matching by phone and WhatsApp. | Europe | Volta Ventures | Belgium |
| Reson8 | Voice AI Platforms | March 2026 | Seed | $5.8M | Develops customizable speech-recognition models and context adapters for European languages, dialects and industry-specific terminology. | Europe | Balderton Capital | Netherlands |
| Recho, Inc. | Voice AI Platforms | March 2026 | Series A | $1.3M | Builds enterprise voice AI agents using in-house speech recognition, speech synthesis and dialogue-control technology. | Asia-Pacific | Not disclosed | Japan |
| Ezra AI Labs | Enterprise AI Assistants | March 2026 | Seed | $3.2M | Provides structured voice AI interviewers that conduct and evaluate recruiting conversations for hiring teams. | North America | Penny Jar Capital; LMNT Ventures | United States |
| CiaoDott | Enterprise AI Assistants | March 2026 | Seed | ≈$1.7M | Vertical voice AI assistant for medical centers that autonomously handles patient calls, bookings and common enquiries. | Europe | The Techshop | Italy |
| Minimal AI | Enterprise AI Assistants | March 2026 | Seed | $3.6M | Builds autonomous conversational customer-support agents for e-commerce merchants. | Europe | Not disclosed | Netherlands |
| VerbaFlo | Enterprise AI Assistants | March 2026 | Seed | $7M | Conversational AI agents for residential real estate that automate leasing, operations and resident engagement across chat, WhatsApp, email and phone. | Europe | Pi Labs | United Kingdom |
| Wonderful | Enterprise AI Assistants | March 2026 | Series B | $150M | Enterprise platform for deploying production AI agents across voice, chat, email and embedded conversational workflows. | Europe | Insight Partners | Netherlands |
| Lemrock | Retrieval Connectors | March 2026 | Seed | ≈$7M | Provides middleware connecting retailers' catalog, pricing, availability and transaction systems to conversational AI assistants. | Europe | Galion.exe | France |
| Amigo AI | Enterprise AI Assistants | March 2026 | Series A | $11M | Clinical AI agents that converse with patients to handle intake, triage, chronic-care and virtual-care workflows. | North America | Madrona | United States |
| Sandbar | Consumer AI Assistants | March 2026 | Series A | $23M | Builds Stream, a voice wearable paired with a conversational assistant for private voice interaction, context capture and task execution. | North America | Adjacent; Kindred Ventures | United States |
| Nurix AI | Enterprise AI Assistants | March 2026 | Unknown | $14.6M | Builds human-like voice and chat AI agents for enterprise customer service, sales and operational conversations. | Asia-Pacific | Not disclosed | India |
| Zapia | Consumer AI Assistants | March 2026 | Seed | $7M | Consumer AI assistant for Latin America that executes tasks through natural-language conversation, including messaging and commerce workflows. | Latin America | Prosus Ventures | Uruguay |
| Origa | Voice AI Platforms | February 2026 | Seed | $450K | Provides voice AI agents for complex, multi-turn pre-sales and lead-qualification conversations in high-value B2C sectors. | North America | Antler Singapore | United States |
| Companion Labs | Consumer AI Assistants | February 2026 | Seed | $2.5M | Builds Mello, a multilingual consumer AI companion centered on conversations with specialized AI personalities and entertainment-led experiences. | Asia-Pacific | Peak XV Partners | India |
| Quill Meetings | Enterprise AI Assistants | February 2026 | Seed | $6.5M | Provides a privacy-first AI meeting assistant and Chief of AI Staff that captures conversational context and uses it to coordinate workflows and AI tools. | North America | Basis Set Ventures | United States |
| Dytto | Enterprise AI Assistants | February 2026 | Seed | ≈$1.8M | Provides a chat-based AI assistant for accountants that connects firm and client data and handles administrative questions, drafting and workflow tasks. | Europe | Entourage Capital; Fortino Ventures | Belgium |
| VoiceLine | Voice AI Platforms | February 2026 | Series A | ≈$11.8M | Provides a voice-first AI platform that turns frontline workers' spoken updates into structured CRM data, reports and follow-up actions. | Europe | Alstin Capital; Peak | Germany |
| Slang AI | Enterprise AI Assistants | February 2026 | Series B | $28M | Provides agentic voice AI for restaurants and hospitality that answers calls, manages reservations and handles guest conversations. | North America | U.S. Venture Partners | United States |
| General Magic | Enterprise AI Assistants | February 2026 | Seed | $7.2M | Provides conversational AI agents for insurance brokerages and carriers that answer questions, collect documents and coordinate customer-service workflows. | North America | Radical Ventures | Canada |
| Grotto AI | Conversation Analytics | February 2026 | Seed | $10M | Provides real-time conversation intelligence and coaching for apartment leasing agents during prospect calls and tours. | North America | ICONIQ | United States |
| Agaton | Conversation Analytics | February 2026 | Seed | $10M | Analyzes sales and service conversations to identify buying and churn signals and turn them into coaching and revenue actions. | Europe | Inception Fund; Alstin Capital | Sweden |
| Patientdesk AI | Enterprise AI Assistants | February 2026 | Seed | $1M | Provides a patient-aware voice AI front desk for dental practices handling calls, qualification, appointments, insurance verification and payments. | North America | Y Combinator; e2vc | United States |
| Jump | Enterprise AI Assistants | February 2026 | Series B | $80M | Provides an AI meeting assistant and workflow agent for financial advisers that automates meeting preparation, notes, follow-ups and client actions. | North America | Insight Partners | United States |
| Luron AI | Voice AI Platforms | February 2026 | Seed | $1M | Provides multilingual enterprise voice agents that answer and route calls, qualify leads and book appointments. | North America | Not disclosed | United States |
| Toyo | Enterprise AI Assistants | February 2026 | Seed | $4.3M | Provides a message-based AI assistant whose agents execute business operations and growth tasks from natural-language instructions. | Europe | Frontline Ventures | United Kingdom |
| WINN.AI | Enterprise AI Assistants | February 2026 | Series A | $18M | Provides a real-time AI sales-call assistant that guides representatives during conversations and automates call-related CRM work. | Middle East | Insight Partners; Mangusta Capital; S Capital | Israel |
| Contented | Conversation Analytics | February 2026 | Seed | ≈$2.5M | Captures meetings and spoken conversations and converts them into structured business documents, compliance records and actionable insights. | Asia-Pacific | Altered Capital | New Zealand |
| Simple AI | Voice AI Platforms | February 2026 | Seed | $14M | Provides voice AI agents that autonomously handle inbound consumer sales and support calls. | North America | First Harmonic | United States |
| Newo.ai | Voice AI Platforms | February 2026 | Series A | $25M | Provides white-label voice and messaging AI receptionists that answer calls, book appointments and handle SMB customer conversations. | North America | Ratmir Timashev | United States |
| Shizuku AI | Consumer AI Assistants | February 2026 | Seed | $15M | Builds multilingual consumer AI companions and virtual characters centered on voice, proactive conversation and persistent personalities. | North America | Andreessen Horowitz | United States |
| Veritus | Enterprise AI Assistants | February 2026 | Seed | $10.1M | Builds voice-first omnichannel AI agents for lenders that conduct borrower follow-up, verification and payment-plan conversations. | North America | Crosslink Capital; Threshold | United States |
| Linda AI | Enterprise AI Assistants | February 2026 | Seed | ≈$3.1M | Provides an AI dental receptionist that handles patient calls, bookings, rescheduling, deposits and other front-desk conversations. | Europe | 6 Degrees Capital | Ireland |
| Naoma AI | Enterprise AI Assistants | February 2026 | Seed | $440K | Provides a conversational AI video sales agent that gives live product demos and answers buyer questions in real time. | North America | ULTRA.VC | United States |
| ElevenLabs | Voice AI Platforms | February 2026 | Series D+ | $500M | Provides speech, voice-generation and conversational-agent infrastructure for interactive voice experiences and enterprise AI agents. | Europe | Sequoia Capital | United Kingdom |
| Uplift AI | Voice AI Platforms | January 2026 | Seed | $3.5M | Builds speech and voice AI models and APIs for regional-language voice applications and conversational agents. | Asia-Pacific | Y Combinator | Pakistan |
| Decagon | Enterprise AI Assistants | January 2026 | Series D+ | $250M | Provides enterprise AI concierge agents that resolve customer conversations across voice, chat, email and messaging. | North America | Coatue Management; Index Ventures | United States |
| Jelou | Enterprise AI Assistants | January 2026 | Series A | $10M | Provides conversational AI agents that execute payments, identity checks, credit and other transactional workflows directly inside messaging conversations. | North America | Wellington Access Ventures | United States |
| HeyBreez | Voice AI Platforms | January 2026 | Seed | $1.3M | Provides a no-code orchestration layer combining telephony, routing, media and AI processing for production voice agents. | North America | Wamda Capital | United States |
| Level3AI | Enterprise AI Assistants | January 2026 | Seed | $13M | Builds enterprise AI agents for end-to-end customer engagement through voice, chat and email. | Asia-Pacific | Lightspeed | Singapore |
| Bolna | Voice AI Platforms | January 2026 | Seed | $6.3M | Provides a self-service orchestration platform for enterprises to build, deploy and monitor multilingual voice AI agents. | Asia-Pacific | General Catalyst | India |
| Elyos AI | Enterprise AI Assistants | January 2026 | Series A | $13M | Builds AI front-office agents for trades businesses that answer calls, manage customer conversations and execute booking and follow-up workflows. | Europe | Blackbird Ventures | United Kingdom |
| Nami Technology (NamiTech) | Voice AI Platforms | January 2026 | Unknown | $4M | Develops enterprise voice AI spanning speech recognition, conversation intelligence, voice agents and voice-processing components. | Asia-Pacific | Toho Gas | Vietnam |
| Olelo Intelligence | Conversation Analytics | January 2026 | Seed | $1M | Analyzes automotive service calls in real time for sales coaching and also provides AI phone agents for unattended conversations. | North America | Hawaiʻi Angels | United States |
| Parloa | Enterprise AI Assistants | January 2026 | Series D+ | $350M | Provides an enterprise platform for creating, deploying and managing conversational AI customer-service agents across voice and digital channels. | Europe | General Catalyst | Germany |
| Revox | Voice AI Platforms | January 2026 | Seed | $3M | Provides developer-first infrastructure and APIs for reliable outbound AI voice agents. | Europe | Seedcamp | France |
| VoiceRun | Voice AI Platforms | January 2026 | Seed | $5.5M | Provides a code-first full-stack platform for building, deploying and operating enterprise voice AI agents. | North America | Flybridge Capital Partners | United States |
| Listen Labs | Conversation Analytics | January 2026 | Series B | $69M | Runs AI-moderated customer interviews and analyzes the resulting conversations into research insights and reports. | North America | Ribbit Capital | United States |
| Deepgram | Voice AI Platforms | January 2026 | Series C | $130M | Provides real-time speech recognition, speech generation, audio intelligence and voice-agent APIs for conversational AI applications. | North America | AVP | United States |
| Flip | Enterprise AI Assistants | January 2026 | Series A | $20M | Provides enterprise AI agents that automate customer-service phone conversations for consumer-facing brands. | North America | Next Coast Ventures; Ridge Ventures | United States |
| Presto Phoenix, Inc. | Enterprise AI Assistants | January 2026 | Growth Equity | $10M | Provides enterprise voice AI agents that automate drive-through ordering for quick-service restaurants. | North America | Metropolitan Partners Group | United States |
| Tucuvi | Enterprise AI Assistants | January 2026 | Series A | $20M | Provides healthcare organizations with autonomous voice AI agents that conduct patient conversations and execute care-management workflows. | Europe | Cathay Innovation; Leadwind (Kfund) | Spain |
| Arrowhead | Enterprise AI Assistants | January 2026 | Seed | $3M | Builds human-like voice AI sales agents that conduct complex financial-services sales conversations. | Asia-Pacific | Stellaris Venture Partners | India |
| Open | Enterprise AI Assistants | January 2026 | Seed | $7M | Provides an enterprise AI customer-support agent that handles conversations across phone, chat, email, SMS and WhatsApp. | North America | Y Combinator; X by Unifonic | United States |
| PolyAI | Voice AI Platforms | December 2025 | Series D+ | $86M | Provides enterprise voice AI agents for automated, human-like customer-service conversations across phone and other channels. | Europe | Georgian; Hedosophia; Khosla Ventures | United Kingdom |
| SuperBryn | Conversation Analytics | December 2025 | Seed | $1.2M | Provides evaluation, observability and self-learning reliability infrastructure for enterprise voice-agent conversations. | Asia-Pacific | Kalaari Capital (CXXO) | India |
| Recho, Inc. | Voice AI Platforms | December 2025 | Series A | $2M | Develops proprietary speech recognition, speech synthesis and dialog-control infrastructure for enterprise voice agents. | Asia-Pacific | SBI Investment | Japan |
| Flair Labs | Enterprise AI Assistants | December 2025 | Seed | $4M | Provides mortgage-focused voice AI assistants that conduct borrower calls, qualification, follow-ups, scheduling and verification workflows. | North America | Leo Capital | United States |
| HeyDiga | Voice AI Platforms | December 2025 | Seed | ≈$1.2M | Provides generative-AI voice agents that automate business phone conversations and execute customer-service tasks. | Europe | KFund; Felipe Navío; Juan Urdiales | Spain |
| Cor | Enterprise AI Assistants | December 2025 | Seed | ≈$1.3M | Builds a conversational AI onboarding coach that joins users live, watches their screen and guides them through software workflows. | Asia-Pacific | Rampersand | Australia |
| Vambe | Enterprise AI Assistants | December 2025 | Series A | $14M | Provides conversational AI sales and service agents that automate customer interactions across WhatsApp and other messaging channels. | Latin America | Monashees | Chile |
| Pine | Consumer AI Assistants | December 2025 | Series A | $25M | Provides a consumer AI agent that handles digital chores by conversing with service providers over phone and other channels and completing tasks end to end. | North America | Not disclosed | United States |
| fonio.ai | Voice AI Platforms | December 2025 | Seed | ≈$3.5M | Provides AI phone assistants that answer business calls and handle customer-service, scheduling and related call workflows. | Europe | Not disclosed | Austria |
| Yoodli | Enterprise AI Assistants | December 2025 | Series B | $40M | Provides AI roleplay partners that simulate workplace conversations and deliver personalized communication coaching and feedback. | North America | WestBridge Capital | United States |
| Gradium | Voice AI Platforms | December 2025 | Seed | $70M | Builds real-time speech models and infrastructure that power natural, low-latency voice agents and voice interfaces. | Europe | FirstMark Capital; Eurazeo | France |
| Annie | Enterprise AI Assistants | November 2025 | Seed | $4M | Provides an AI dental front-office coworker that answers calls, web chats and SMS, books appointments, captures leads and runs patient follow-up. | North America | Las Olas Venture Capital; Chicago Ventures | United States |
| MyChatBot | Enterprise AI Assistants | November 2025 | Seed | $500K | Provides omnichannel commerce AI agents and chatbots that automate sales and customer conversations across web and messaging channels. | Europe | SMRK VC Fund | Ukraine |
| Synthio Labs | Voice AI Platforms | November 2025 | Seed | $5M | Provides clinical-grade conversational voice AI for life-sciences companies to engage clinicians and patients and equip field teams with voice copilots. | North America | Elevation Capital | United States |
| GetVocal | Enterprise AI Assistants | November 2025 | Series A | $26M | Provides governed conversational AI agents for enterprise customer-service and customer-experience operations with human-AI handoffs. | Europe | Creandum | France |
| Pype AI | Enterprise AI Assistants | November 2025 | Seed | $1.2M | Builds healthcare-specific voice and chat AI front-desk agents that answer patient queries, schedule appointments and conduct follow-ups. | Asia-Pacific | Kalaari Capital | India |
| No Barrier | Voice AI Platforms | November 2025 | Seed | $2.7M | Provides real-time speech-to-speech AI medical interpretation for provider-patient conversations across dozens of languages. | North America | A-Squared Ventures; Esplanade Ventures | United States |
| OSHIAI Co., Ltd. | Consumer AI Assistants | November 2025 | Seed | ≈$1.1M | Operates a consumer AI partner and companion service where users converse with personalized or creator-linked AI characters that remember interactions. | Asia-Pacific | Not disclosed | Japan |
| Dialog | Enterprise AI Assistants | November 2025 | Seed | ≈$4.4M | Provides an AI shopping agent trained on retailer and catalog data that converses with shoppers to recommend products and drive purchases. | Europe | Galion.exe | France |
| Dealism | Enterprise AI Assistants | November 2025 | Seed | $15M | Builds AI sales agents for multi-turn customer conversations that adapt responses to intent, emotion and buying context. | Asia-Pacific | GL Ventures | Singapore |
| Netic | Enterprise AI Assistants | November 2025 | Series B | $23M | Provides AI revenue agents for service businesses that handle inbound and outbound customer interactions across voice, text and chat and book appointments. | North America | Founders Fund | United States |
| The Librarian | Enterprise AI Assistants | November 2025 | Seed | $2M | Provides a messaging-first AI executive assistant that handles scheduling, email, documents and follow-ups through text or voice instructions. | North America | Golden Gate Ventures | United States |
| Vida | Voice AI Platforms | November 2025 | Series A | $4M | Provides an operating system for enterprises to create, deploy and manage conversational AI phone agents. | North America | Trammell Venture Partners | United States |
| Spiich Labs | Enterprise AI Assistants | November 2025 | Seed | ≈$690K | Provides a conversational AI sales assistant that handles CRM updates, meeting preparation and follow-ups through natural-language commands. | Europe | Ampli Ventures | Sweden |
| WisdomAI | Enterprise AI Assistants | November 2025 | Series A | $50M | Provides a conversational AI data analyst that answers enterprise business questions in natural language over governed structured and unstructured data. | North America | Kleiner Perkins | United States |
| Uare.ai | Consumer AI Assistants | November 2025 | Seed | $10.3M | Creates personalized “Individual AI” digital counterparts that converse using a person’s memories, knowledge, preferences and voice. | North America | Mayfield; Boldstart Ventures | United States |
| Wonderful | Enterprise AI Assistants | November 2025 | Series A | $100M | Provides localized enterprise AI agents that handle customer-facing conversations across voice, chat and email. | Europe | Index Ventures | Netherlands |
| Robyn AI, Inc. | Consumer AI Assistants | November 2025 | Seed | $5.5M | Provides an emotionally intelligent consumer AI companion designed for ongoing personalized text and voice conversations. | North America | M13 | United States |
| 1mind | Enterprise AI Assistants | November 2025 | Series A | $30M | Builds multimodal AI sales teammates that converse with buyers, demonstrate products, answer objections and support onboarding. | North America | Battery Ventures | United States |
| IVRy | Voice AI Platforms | November 2025 | Series D+ | ≈$26M | Provides conversational voice AI for automated business phone response, call handling and call analysis. | Asia-Pacific | Not disclosed | Japan |
| Subtle Computing | Voice AI Platforms | November 2025 | Seed | $6M | Develops voice-isolation and speech models that make conversational voice interfaces reliable and private in noisy or shared environments. | North America | Entrada Ventures | United States |
| Freya | Voice AI Platforms | November 2025 | Seed | $3.5M | Builds enterprise voice AI agents that conduct end-to-end customer-service, sales and operational phone conversations. | North America | Unknown | United States |
| Giga | Enterprise AI Assistants | November 2025 | Series A | $61M | Builds voice-based AI customer-support agents that reason, act and resolve complex enterprise support issues in real time. | North America | Redpoint Ventures | United States |
| Cactus | Enterprise AI Assistants | November 2025 | Seed | $7M | Provides an always-on conversational AI copilot for home-service businesses that answers calls, qualifies leads, books jobs and follows up. | North America | Wellington Management; Y Combinator | United States |
| WIZ.AI | Voice AI Platforms | November 2025 | Series B | Not Disclosed | Provides localized multilingual enterprise voice agents for automated customer engagement and call-center conversations. | Asia-Pacific | SMBC Asia Rising Fund | Singapore |
| HoloMD | Enterprise AI Assistants | November 2025 | Seed | $1.6M | Provides a human-supervised AI mental-health companion that converses with psychiatric patients between visits and surfaces insights to clinicians. | North America | Not disclosed | United States |
| Popai Health | Conversation Analytics | November 2025 | Seed | $11M | Analyzes patient phone conversations for clinical, operational and social signals, generating structured documentation and workflow actions. | Middle East | Team8; New Enterprise Associates | Israel |
| Hippocratic AI | Enterprise AI Assistants | November 2025 | Series C | $126M | Builds safety-focused patient-facing generative AI healthcare agents for intake, scheduling, screening, chronic-care and post-discharge conversations. | North America | Avenir Growth | United States |
| octonomy | Enterprise AI Assistants | November 2025 | Seed | $20M | Provides agentic AI coworkers that conduct and resolve complex enterprise technical-support and service conversations across chat, email and voice. | Europe | Macquarie Capital Venture Capital | Germany |
| Aunoa | Enterprise AI Assistants | October 2025 | Unknown | ≈$1.8M | Develops enterprise conversational AI agents for customer service, lead capture and scheduling across messaging and voice channels. | Europe | Faraday Venture Partners | Spain |
| Uniphore | Enterprise AI Assistants | October 2025 | Series D+ | $260M | Enterprise business AI cloud with agents and conversational AI. | North America | Not disclosed | United States |
| Sesame | Consumer AI Assistants | October 2025 | Series B | $250M | Develops lifelike personal AI voice companions designed for continuous natural-language conversation. | North America | Not disclosed | United States |
| Hyro | Enterprise AI Assistants | October 2025 | Growth Equity | $45M | Provides conversational AI agents for healthcare organizations that automate patient-facing voice and digital interactions. | North America | Healthier Capital | United States |
| OpenEvidence | Enterprise AI Assistants | October 2025 | Series C | $200M | Medical AI search and chatbot for clinicians. | North America | Not disclosed | United States |
| Fundamento | Voice AI Platforms | October 2025 | Seed | $1.9M | Provides multilingual voice AI agents for financial institutions across lending, collections, customer service and upselling interactions. | North America | IIFL Fintech Fund | United States |
| Dialogue AI | Conversation Analytics | October 2025 | Seed | $6M | Provides an AI-native customer-research platform that recruits participants, conducts conversational interviews and synthesizes findings. | North America | Lightspeed Venture Partners | United States |
| Northsea | Conversation Analytics | October 2025 | Seed | ≈$770K | Runs AI-moderated, adaptive interview-style customer research conversations and automates the resulting analysis. | Europe | CapitalT | Netherlands |
| Strella | Conversation Analytics | October 2025 | Series A | $14M | Conducts adaptive AI-moderated voice interviews and synthesizes the conversations into customer-research insights. | North America | Bessemer Venture Partners | United States |
| Jack & Jill | Enterprise AI Assistants | October 2025 | Seed | $20M | Operates conversational AI recruiting agents that interview job seekers and employers to match candidates directly with roles. | Europe | Creandum | United Kingdom |
| Second Nature | Enterprise AI Assistants | October 2025 | Series B | $22M | Provides conversational AI role-play partners that simulate sales and service conversations for employee training and coaching. | Middle East | Sienna VC | Israel |
| SLNG.ai | Voice AI Platforms | October 2025 | Seed | $3.9M | Provides model-agnostic voice AI infrastructure including speech recognition, speech synthesis, voice cloning and low-latency conversational components. | Europe | Earlybird Venture Capital | United Kingdom |
| Liberate | Enterprise AI Assistants | October 2025 | Series B | $50M | Provides conversational and reasoning AI agents that handle insurance sales, service and claims workflows across voice and digital channels. | North America | Battery Ventures | United States |
| The AI Toy Company (Bondu) | Consumer AI Assistants | October 2025 | Seed | $5.3M | Develops a screen-free conversational AI companion for children centered on natural spoken interaction, stories and interactive play. | North America | Makers Fund | United States |
| Smallest.ai | Voice AI Platforms | October 2025 | Seed | $8M | Builds full-stack voice AI infrastructure, including speech models and conversational voice agents for enterprise contact centers. | North America | Sierra Ventures | United States |
| Cookiy AI | Conversation Analytics | October 2025 | Seed | $7M | Runs agentic voice conversations with consumers and converts them into structured research and customer-insight data. | Asia-Pacific | Not disclosed | Singapore |
| GreyLabs AI | Voice AI Platforms | October 2025 | Series A | ≈$10M | Provides voice AI agents and speech analytics for financial institutions across sales, service, collections and verification. | Asia-Pacific | Elevation Capital | India |
| Flai | Enterprise AI Assistants | October 2025 | Seed | $4.5M | Provides AI communication assistants for auto dealerships that handle customer conversations across phone, SMS and email. | North America | First Round Capital | United States |
| praxipal | Enterprise AI Assistants | October 2025 | Seed | $6.7M | Provides an AI receptionist for medical practices that handles patient calls, scheduling and routine inquiries through natural voice conversation. | Europe | HV Capital | Germany |
| Confido Health | Voice AI Platforms | September 2025 | Series A | $10M | Provides healthcare providers with AI voice agents that answer, resolve and document patient phone calls. | North America | Blume Ventures | United States |
| Notch.cx | Enterprise AI Assistants | September 2025 | Seed | $7M | Provides autonomous conversational AI agents that resolve enterprise customer-support interactions end-to-end. | Middle East | Lightspeed Venture Partners | Israel |
| Vaani AI Research | Voice AI Platforms | September 2025 | Seed | $400K | Builds a full-stack voice-agent platform and speech infrastructure for production conversational AI, particularly across Indic languages. | Asia-Pacific | Venture Catalysts | India |
| DOO | Enterprise AI Assistants | September 2025 | Unknown | $1.7M | Provides Arabic-dialect conversational AI agents that automate enterprise customer support across messaging and digital channels. | Middle East | Merak Capital | Saudi Arabia |
| Vocca | Voice AI Platforms | September 2025 | Seed | $5.5M | Provides healthcare organizations with AI phone agents for appointment booking, reminders and patient-service conversations. | Europe | Speedinvest; firstminute capital | France |
| Prosper AI | Voice AI Platforms | September 2025 | Seed | $5M | Builds healthcare-specific AI voice agents that handle patient-access, billing, benefits and insurer phone conversations. | North America | Emergence Capital | United States |
| DRUID AI | Enterprise AI Assistants | September 2025 | Series C | $31M | Provides an enterprise platform for building, orchestrating and deploying conversational and agentic AI assistants for customers and employees. | Europe | Cipio Partners | Romania |
| Parahelp | Enterprise AI Assistants | September 2025 | Series A | $18M | Provides an AI support agent that converses through existing help desks and autonomously resolves complex software-support tickets. | North America | Alt Capital | United States |
| Perplexity | Consumer AI Assistants | September 2025 | Series D+ | ≈$200M | AI answer engine for search and research. | North America | Not disclosed | United States |
| Poke (The Interaction Company of California) | Consumer AI Assistants | September 2025 | Seed | $15M | Provides a proactive consumer AI assistant inside messaging that converses with users and acts across email, calendars, files and online services. | North America | General Catalyst | United States |
| Inkeep | Enterprise AI Assistants | September 2025 | Seed | $13M | Provides a platform for teams to build and deploy conversational AI agents for customer support, product, sales and other customer-facing workflows. | North America | Khosla Ventures; GreatPoint Ventures; Y Combinator | United States |
| Hello Patient | Voice AI Platforms | September 2025 | Series A | $22.5M | Provides healthcare practices with conversational AI agents that handle patient communications end-to-end across voice, text and chat. | North America | Scale Venture Partners | United States |
| MEGA | Voice AI Platforms | September 2025 | Seed | $2M | Provides compliance-focused AI voice agents for automated order-to-cash, collections and payment conversations. | Europe | Spintop Ventures | Denmark |
| Sierra | Enterprise AI Assistants | September 2025 | Series D+ | $350M | Provides enterprises with AI agents that conduct customer-service conversations and take actions across voice and digital channels. | North America | Greenoaks | United States |
| HappyRobot | Enterprise AI Assistants | September 2025 | Series B | $44M | Provides conversational AI workers that conduct phone, email and chat interactions and execute operational workflows for logistics and industrial enterprises. | North America | Base10 Partners | United States |
| Supersonik | Enterprise AI Assistants | September 2025 | Seed | $5M | Provides an autonomous multilingual conversational AI agent that joins live video calls and conducts personalized software demonstrations. | Europe | Andreessen Horowitz | Spain |
| You.com | Enterprise AI Assistants | September 2025 | Series C | $100M | AI search and agent platform for enterprises and consumers. | North America | Cox Enterprises | United States |
| Intella | Voice AI Platforms | September 2025 | Series A | $12.5M | Builds Arabic-first speech intelligence and conversational AI for enterprise customer interactions across regional dialects. | Middle East | Prosus Ventures | Saudi Arabia |
| Aurelian | Enterprise AI Assistants | August 2025 | Series A | $14M | Provides a multilingual AI voice assistant that conversationally triages and resolves non-emergency calls for public-safety communications centers. | North America | NEA | United States |
| Vox AI | Voice AI Platforms | August 2025 | Seed | $8.7M | Builds autonomous multilingual voice AI for drive-thru ordering, restaurant phone interactions and related conversational QSR workflows. | Europe | Headline | Netherlands |
| Loman AI | Voice AI Platforms | August 2025 | Seed | $3.5M | Provides an AI phone agent for restaurants that answers calls, takes orders, books reservations and handles guest questions conversationally. | North America | Next Coast Ventures | United States |
| Leaping AI | Voice AI Platforms | August 2025 | Seed | $4.7M | Builds self-improving multilingual voice AI agents that automate customer-service, qualification and scheduling calls for contact centers. | North America | Nexus Venture Partners | United States |
| EliseAI | Enterprise AI Assistants | August 2025 | Series D+ | $250M | Conversational AI assistants for housing and healthcare operations. | North America | Andreessen Horowitz | United States |
| Continua | Consumer AI Assistants | August 2025 | Seed | $8M | Builds a conversational AI agent that joins SMS, iMessage and Discord group chats to answer questions and coordinate shared tasks. | North America | GV | United States |
| Lorikeet | Enterprise AI Assistants | August 2025 | Series A | $35M | Provides omnichannel AI customer concierges that conduct conversations and resolve customer-service workflows across chat, email and voice. | Asia-Pacific | QED Investors | Australia |
| Rifa AI | Voice AI Platforms | August 2025 | Seed | $1.1M | Builds enterprise voice and chat AI agents for regulated customer interactions in healthcare, insurance, collections and financial services. | North America | Seaborne Capital | United States |
| Caseflood.ai | Enterprise AI Assistants | July 2025 | Seed | $3.2M | Provides law firms with AI voice agents that conduct intake conversations, follow up with prospects and book consultations. | North America | Not disclosed | United States |
| Aiphoria (now Acclaim) | Voice AI Platforms | July 2025 | Series A | $34M | Develops enterprise voice-first AI agents for customer support, sales, collections, recruiting and other communication-heavy workflows. | Europe | Ratmir Timashev | Cyprus |
| Julius AI | Enterprise AI Assistants | July 2025 | Seed | $10M | Provides a conversational AI data analyst that analyzes, models and visualizes user datasets from plain-English questions. | North America | Bessemer Venture Partners | United States |
| Sawt | Voice AI Platforms | July 2025 | Seed | $1M | Provides Arabic-native AI voice agents for automated customer-support, booking and sales calls. | Middle East | T2; STV | Saudi Arabia |
| Sunny Health AI | Consumer AI Assistants | July 2025 | Seed | $2.8M | Provides a conversational healthcare concierge that interprets patient requests and helps find and book appropriate clinicians. | North America | Zetta Venture Partners | United States |
| Chipp | Dialog Orchestration Tools | July 2025 | Seed | $2M | Provides a no-code platform for companies to build, train, brand and deploy conversational AI agents. | North America | Homegrown Capital | United States |
| Slingshot AI | Consumer AI Assistants | July 2025 | Series A | $53M | Develops Ash, a conversational AI companion designed to provide mental-health and therapeutic support. | North America | Radical Ventures; Forerunner Ventures | United States |
| BizTrip AI | Enterprise AI Assistants | July 2025 | Seed | $1M | Provides a conversational corporate-travel assistant that plans, books and manages trips from natural-language requests. | North America | AI Fund | United States |
| Hyper | Voice AI Platforms | July 2025 | Seed | $6.3M | Provides voice AI that screens and resolves non-emergency calls to public-safety agencies while escalating genuine emergencies. | North America | Eniac Ventures | Canada |
| Lovable | Enterprise AI Assistants | July 2025 | Series A | $200M | Provides a conversational AI software-building assistant that turns natural-language instructions into working apps and websites. | Europe | Accel | Sweden |
| Wittify.ai | Dialog Orchestration Tools | July 2025 | Seed | $1.5M | Provides a no-code Arabic-first platform for deploying AI voice, chat and omnichannel assistants across more than 25 dialects. | Middle East | Not disclosed | Saudi Arabia |
| OpenEvidence | Enterprise AI Assistants | July 2025 | Series B | $210M | Provides physicians with a conversational AI assistant for medical evidence search, clinical questions and decision support. | North America | GV; Kleiner Perkins | United States |
| Navana.ai | Voice AI Platforms | July 2025 | Unknown | $800K | Provides a full-stack voice-AI platform for Indian enterprises, including voice agents, speech recognition and contact-centre intelligence. | Asia-Pacific | Antler India | India |
| Inntelo AI | Enterprise AI Assistants | July 2025 | Seed | ≈$680K | Provides hotel AI concierges that converse with guests by phone and messaging and convert requests into operational tasks. | Europe | Haatch; British Business Investments | United Kingdom |
| Voqo AI | Voice AI Platforms | July 2025 | Seed | ≈$520K | Provides AI voice agents that handle and follow up real-estate calls, route enquiries and schedule appointments. | Asia-Pacific | Blackbird Ventures | Australia |
| aiOla | Voice AI Platforms | July 2025 | Series A | $25M | Provides enterprise speech and voice AI that converts noisy, jargon-heavy spoken interactions into structured, actionable information. | Middle East | Not disclosed | Israel |
| Tandem | Enterprise AI Assistants | July 2025 | Seed | $3.8M | Embeds natural-language AI assistants inside software so users can delegate configuration, onboarding and other in-app tasks. | Europe | Tribe Capital | France |
| ZeroEntropy | Retrieval Connectors | July 2025 | Seed | $4.2M | Builds retrieval and reranking infrastructure that lets AI assistants and RAG applications query large knowledge bases. | North America | Initialized Capital | United States |
| Gradient Labs | Enterprise AI Assistants | July 2025 | Series A | $13M | Provides conversational AI agents for regulated financial-services customer operations across frontline support and related workflows. | Europe | Redpoint Ventures | United Kingdom |
| Brainfish | Enterprise AI Assistants | July 2025 | Seed | $6.4M | Provides AI customer-support agents and copilots that answer product questions and proactively guide users. | Asia-Pacific | Prosus Ventures | Australia |
| Portola | Consumer AI Assistants | July 2025 | Series A | $20M | Develops Tolan, a conversational AI companion represented as an animated alien friend that learns from ongoing interactions. | North America | Khosla Ventures | United States |
| Build Concierge | Enterprise AI Assistants | July 2025 | Seed | ≈$5M | Automates service-business customer conversations and bookings across phone, email, text, WhatsApp and chat. | Europe | Not disclosed | United Kingdom |
| Wonderful | Enterprise AI Assistants | July 2025 | Seed | $34M | Provides localized enterprise AI agents that conduct customer-service interactions across voice, chat and other channels. | Europe | Index Ventures | Netherlands |
| Airweave | Retrieval Connectors | July 2025 | Seed | $6M | Provides an open-source context-retrieval layer connecting apps and databases to searchable knowledge for AI agents and RAG. | North America | FCVC | United States |
| AI Hay | Consumer AI Assistants | July 2025 | Series A | $10M | Operates a Vietnamese consumer AI assistant for conversational knowledge search and question answering. | Asia-Pacific | Argor Capital | Vietnam |
| Remark | Enterprise AI Assistants | July 2025 | Series A | $16M | Provides conversational AI product experts that guide online shoppers with brand- and product-specific recommendations. | North America | Inspired Capital | United States |
| TopK | Retrieval Connectors | July 2025 | Seed | $5.5M | Builds an AI-native hybrid retrieval engine for RAG and agent applications across structured and unstructured enterprise data. | North America | Not disclosed | United States |

In our research about conversational AI, we turn what is vague and complex into simple, useful visuals. Market maps like this one show you at a glance where every startup stands.
Is conversational AI funding actually getting stronger right now?
Conversational AI funding looks stronger today if we look at check sizes, but weaker if we ask how many companies are actually getting funded.
We counted 53 deals and $917.2 million of disclosed capital in Q2 2025. By Q2 2026, capital had climbed to $1.63 billion while deal count had fallen to 33. The median round went the other way, rising from $5.5 million to $15 million.
That combination tells us much more than the headline funding total. Investors are currently willing to put much more money behind companies they like, but the pool of funded companies has narrowed.
The market also finished the period with roughly the same first-financing share it started with, around 36%. So we are not looking at a story where every part of conversational AI steadily improved. The strongest change has happened in round size.
| Indicator | Q2 2025 | Q2 2026 | Change |
|---|---|---|---|
| Deals | 53 | 33 | -37.7% |
| Disclosed capital | $917.2M | $1.632B | +77.9% |
| Capital excluding >$50M rounds | $526.2M | $444.5M | -15.5% |
| Median round | $5.5M | $15.0M | +172.7% |
| Average round | $17.3M | $49.5M | +186.1% |
| First-financing share | 35.8% | 36.4% | +0.6 pp |
| Follow-on share | 62.3% | 63.6% | +1.3 pp |
| Later-stage deal share | 15.1% | 21.2% | +6.1 pp |
Which quarter was the real turning point for conversational AI funding?
Q4 2025 was the healthiest conversational AI funding quarter of the period, even though Q1 2026 went on to raise far more money.
Q3 had already started to broaden. First financings jumped from 36% to 47% of deals, while Voice AI went from 13% to 33% of transactions. But the quarter's 41% increase in capital depended heavily on a handful of very large financings, including Sierra's $350 million round and Lovable's $200 million Series A.
Q4 looked cleaner underneath. Deal count rose from 51 to 56, funding excluding rounds above $50 million increased 16% to $559.4 million, and first financings reached 50% of all deals. The three biggest rounds accounted for 38% of quarterly capital, much less than the 59% concentration we saw in Q3.
Sesame's $250 million Series B still distorted Consumer AI funding that quarter, so Q4 was hardly free of outliers. But across the market, more companies were raising and more money was reaching deals outside the very top.
That broadening stopped in 2026. Q4 is where the funding market was at its widest before capital started moving much more aggressively toward established winners.
Was the Q1 2026 conversational AI funding boom mostly megarounds?
Yes, the Q1 2026 conversational AI funding boom was overwhelmingly driven by large scale-up rounds.
Total disclosed capital jumped 64% in one quarter to $2.06 billion, while deal count moved only from 56 to 58. Once we remove rounds above $50 million, funding actually fell 28%.
Six financings of at least $100 million did most of the work. ElevenLabs raised $500 million, Parloa $350 million, Decagon $250 million, Wonderful $150 million, Deepgram $130 million and Granola $125 million. Together those six rounds reached about $1.51 billion, or 73% of all Q1 funding.
There was real commercial progress behind several of these companies. ElevenLabs said when announcing its Series D that it had finished 2025 above $330 million in ARR, while Parloa, Decagon and Wonderful were all pitching enterprise AI products already being deployed with large customers.
For investors, Q1 looked like a chance to put serious money behind companies that had already broken through. It was a huge quarter for conversational AI capital, but a much less dramatic quarter for the number of businesses getting funded.
| Q1 2026 company | Round size | Area |
|---|---|---|
| ElevenLabs | $500M | Voice AI |
| Parloa | $350M | Enterprise AI assistants |
| Decagon | $250M | Enterprise AI assistants |
| Wonderful | $150M | Enterprise AI assistants |
| Deepgram | $130M | Voice AI |
| Granola | $125M | Conversation intelligence |
| Six-round total | $1.505B | 73.2% of quarterly funding |

In our market report about conversational AI, we always try to gather several sources and make estimates that make sense, so you can work with solid numbers.
Did conversational AI funding really collapse in Q2 2026?
Conversational AI deal activity fell hard in Q2 2026, but the companies that did raise were getting unusually large rounds.
Deal count dropped 43% from Q1, from 58 to 33. That is a big decline and we should not soften it.
Yet several measures moved in the opposite direction. Capital excluding rounds above $50 million increased 10%, the median round more than doubled, and deals between $20 million and $100 million jumped from roughly 12% to 36% of transactions.
Sierra's $950 million financing obviously dominates the $1.63 billion headline total. On its own, the round represented 58% of all capital raised during the quarter.
But Sierra cannot explain the whole quarter. A single $950 million round does not push the median from $7.1 million to $15 million. Underneath it, we see a smaller funding market where the companies making it through are increasingly capable of raising $20 million, $30 million, $50 million or more.
For now, Q2 looks more selective than weak across the board.
Are investors writing much bigger conversational AI checks now?
Conversational AI investors are writing much bigger checks now, and this is the most consistent trend we found across the five quarters.
The median round increased every quarter: $5.5 million, $6.4 million, $6.7 million, $7.1 million and then $15 million. Total funding moved around wildly during the same period, but the typical deal never reversed direction.
The bottom end also became much less important. Financings below $5 million represented 47% of Q2 2025 transactions and only 24% one year later. Meanwhile, Q2 2026 had eight deals between $20 million and $50 million and four between $50 million and $100 million.
The average round rose even faster, from $17.3 million to $49.5 million, although we would not lean too heavily on that figure because megarounds pull averages around so easily.
The steady median is harder to dismiss. Investors may be funding fewer conversational AI companies these days, but they are clearly more comfortable putting substantial amounts behind the ones that pass the bar.
Is conversational AI funding getting concentrated around a few winners?
Conversational AI funding has become more concentrated at the top, especially in 2026.
In Q2 2025, the largest round represented 15% of quarterly funding and the five largest together represented 54%. Q2 2026 ended with the largest round at 58% and the top five at 76%.
Q1 was also highly concentrated, although in a different way. Instead of one dominant financing, eight rounds above $50 million absorbed 80% of all capital. That quarter had several large winners rather than one overwhelming outlier.
At the same time, we are seeing a thicker group just below the very top. $20 million to $100 million financings became much more common in the latest quarter, so concentration does not mean every company outside the leaders is stuck raising tiny Seed rounds.
The funding ladder has simply become much steeper. A relatively small set of companies can now access amounts that dramatically change an entire quarter.

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Are new conversational AI startups getting squeezed out?
New conversational AI startups are still getting funded, but the entry point is clearly tighter now than it was at the end of 2025.
First financings climbed from 36% of deals in Q2 2025 to 47% in Q3 and 50% in Q4. Then the direction changed: 43% in Q1 2026 and 36% in Q2.
The amount of money going to these new entrants fell much faster. First financings attracted only $65.6 million in Q2 2026, while follow-on rounds took $1.57 billion. The median first financing was $2.7 million compared with $25 million for a follow-on.
We should keep one methodological caveat in mind here. We classify financing status from publicly traceable funding histories, so this should be read as a strong directional measure rather than a perfect reconstruction of every company's capital history.
Even with that caveat, the pattern is hard to miss. The burst of new-company funding we saw in late 2025 did not continue into 2026.
Are investors moving away from early-stage conversational AI?
Conversational AI investors are still doing plenty of early-stage deals, although most of the money now goes to companies further along.
Seed remained the largest individual stage by deal count throughout the period. Even in Q2 2026, 16 of 33 deals were Seeds and another nine were Series A rounds.
The gap appears when we follow the dollars. Series B and later rounds absorbed 83% of Q1 2026 capital and 75% in Q2. The typical Series A also became much larger: its Q2 2026 median reached $25 million, versus $16.5 million in Q2 2025.
Company age points in roughly the same direction, although the evidence is weaker. Median age stayed at two years for the first four quarters and reached three years in Q2 2026. Founding-date coverage was also lower in that final quarter, so we would not build a big thesis around the one-year increase.
Young conversational AI companies can still get funded. The really large pools of capital, though, are increasingly reserved for businesses that have already shown product adoption and fundraising traction.
Is Voice AI the hottest part of conversational AI funding right now?
Voice AI currently has the clearest sustained momentum inside conversational AI.
Voice AI Platforms represented only 13% of deals in Q2 2025. That share jumped to 33% in Q3 and then stayed between 23% and 30% in every quarter afterward. Capital share moved around much more because individual rounds such as ElevenLabs' $500 million financing can transform a quarter, but the deal-count trend persisted.
Commercial activity helps explain why investors keep coming back. ElevenLabs reported more than $330 million in ARR at the end of 2025 and said in May 2026 that it had already passed $500 million. The company attributed much of that growth to enterprises deploying voice agents in customer support, sales, hiring and marketing.
Vapi provides another concrete example. Amazon Ring chose Vapi after evaluating more than 40 voice-AI vendors and moved its inbound calling workflow onto the platform. Vapi then raised a $50 million Series B with M12, Microsoft's venture fund, participating.
Bland AI raised another $50 million in Q2, while Deepgram had already raised $130 million earlier in the year.
Voice AI funding today therefore rests on more than one giant deal. We see repeated financings, enterprise deployments and strategic investors turning up around the same part of the market.
| Category | Q2 2025 deal share | Q2 2026 deal share | Q2 2026 median | What we see now |
|---|---|---|---|---|
| All conversational AI | 100% | 100% | $15.0M | Fewer, larger deals |
| Enterprise AI Assistants | 50.9% | 39.4% | $15.0M | Still the largest category |
| Voice AI Platforms | 13.2% | 30.3% | $10.4M | Sustained deal growth |
| Consumer AI Assistants | 17.0% | 15.2% | $8.0M | No clear acceleration |
| Conversation Analytics | 13.2% | 15.2% | $25.0M | Reappearing at larger sizes |
| Dialog Orchestration Tools | 5.7% | 0% | - | Faded from the dataset |
| Retrieval Connectors | 0% | 0% | - | Sporadic activity |

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Is Enterprise AI funding strength basically a Sierra story?
Sierra makes the latest Enterprise AI funding numbers look extreme, but Enterprise AI Assistants were already the biggest conversational AI category before Sierra raised $950 million.
Enterprise assistants accounted for about half of all deals in each of the first four quarters. In Q2 2026, their deal share fell to 39%, yet they captured 77% of the money. Sierra explains most of that mismatch.
The company also gives us a useful look at why investors were willing to write such a large check. When announcing the financing, Sierra said its agents were serving more than 40% of the Fortune 50 and powering billions of customer interactions. Two years earlier, the company had only four design partners.
Other enterprise-agent businesses were raising at scale at the same time. Parloa closed a $350 million Series D, Decagon raised $250 million, Wonderful raised $150 million and Scaled Cognition raised a $100 million Series A.
So Sierra magnifies the numbers dramatically, while the broader appetite for enterprise customer-service agents is visible across several companies.
Is Conversation Analytics actually making a comeback?
Conversation Analytics is making a credible comeback in conversational AI funding, although it is still a small enough category to move around quickly.
The category had no deals in Q3 2025. It returned with six in Q4, another six in Q1 2026 and five in Q2.
Round sizes also moved up. The median went from $6.5 million in Q4 to $10 million in Q1 and $25 million in Q2. Granola's $125 million Series C was one of the clearest examples of investors putting serious money behind software built around conversational context.
Five or six deals per quarter is still a small sample, so we would give this trend less confidence than Voice AI. A couple of financings can change the category percentages quickly.
Still, three consecutive quarters of activity after a zero-deal quarter is more interesting than a random one-off spike.
Was the Consumer AI Assistant funding boom in late 2025 real?
The late-2025 Consumer AI Assistant boom mostly came from one exceptional Sesame financing.
Consumer AI captured almost 24% of conversational AI capital in Q4 2025, up sharply from 8% in Q3. Yet there were only six Consumer AI deals that quarter.
Sesame's $250 million Series B did most of the lifting. One quarter later, Consumer AI's funding share fell to 3%, then recovered to about 6% in Q2 2026.
Deal share never showed anything close to the same surge. Consumer AI moved between roughly 9% and 17% of transactions across the five quarters.
Sesame may become a very large business, but its round did not trigger a broad rush of capital into consumer conversational assistants. As of now, the category looks active rather than ascendant.

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Is Europe taking conversational AI funding away from North America?
Europe became much more important in conversational AI funding, but North America is still the larger deal market.
Europe captured 59% of global capital in Q1 2026, helped by large financings for ElevenLabs, Parloa, Wonderful and Granola. Europe also produced 19 deals that quarter, so the increase had some real breadth behind it.
Then Q2 swung all the way back to 93% of capital for North America. Deal count changed much less dramatically: 20 North American deals versus 10 in Europe.
Large rounds explain much of the apparent whiplash. ElevenLabs' $500 million round strongly lifted Europe in Q1, while Sierra's $950 million financing pulled the Q2 total back toward North America.
The geography of actual company formation is more stable than the capital chart suggests. North America led deal count in every quarter, while Europe consistently remained the clear second hub.
Are the same VC firms dominating conversational AI funding?
Conversational AI funding still has a fairly wide group of lead investors, with no clear sign that a handful of VC firms have locked up the market.
We found 64 unique disclosed leads in Q2 2025, followed by 51, 56 and 60 across the next three quarters. Q2 2026 fell to 33, but the quarter itself contained only 33 deals.
Repeat-lead activity stayed low throughout. The quarterly count of leads appearing more than once was six, two, three, five and one.
Some familiar names keep showing up across the period, including Khosla Ventures, General Catalyst, Index Ventures, Y Combinator, Prosus Ventures and Base10. That gives conversational AI a recognizable core investor group without turning the market into a closed club.
The precise diversity count is probably a little overstated because the raw data sometimes uses different labels for the same firm, such as Andreessen Horowitz and Andreessen Horowitz (a16z).
Even after allowing for that, we do not see a convincing move toward a tiny group of firms leading everything.
Why are corporate investors suddenly backing more conversational AI companies?
Corporate investors are showing much more interest in conversational AI now, especially where voice agents plug directly into communications, CRM and contact-center software.
Strategic investors participated in nine Q2 2026 deals, or 27% of all financings. The previous four quarters had stayed between roughly 8% and 14%.
Five of those nine strategically backed deals were Voice AI Platforms. The combinations make commercial sense: M12 joined Vapi's round, HubSpot Ventures invested in Bland AI, and Genesys backed Scaled Cognition after the two companies had already announced a partnership around Genesys Cloud.
These were not mostly tiny experimental rounds either. The Q2 group included four Series A deals, two Series B deals and a Series C alongside two Seeds.
One quarter is too little to call a permanent change. But the jump is large enough to watch closely, particularly because the corporate investors sit directly next to the products these startups are selling.
| Quarter | Strategic-backed deals | Share of all deals | Median strategic-backed round |
|---|---|---|---|
| Q2 2025 | 7 | 13.2% | $17.0M |
| Q3 2025 | 4 | 7.8% | $16.5M |
| Q4 2025 | 8 | 14.3% | $45.0M |
| Q1 2026 | 8 | 13.8% | $10.5M |
| Q2 2026 | 9 | 27.3% | $25.0M |

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What is the biggest problem in conversational AI funding right now?
The biggest weakness in conversational AI funding right now is the shrinking number of companies making it into the funded market.
Large checks are clearly available. Q2 still produced several substantial Series A, Series B and later-stage rounds even after we strip out Sierra.
The entry side is less reassuring. Deal count reached only 33 in Q2 after running between 51 and 58 for the previous four quarters. First financings had also fallen back from their Q4 peak.
Seed funding has not disappeared. Seed remained the most common individual stage. The question is whether enough new companies are entering today to replace and challenge the group currently absorbing most of the capital.
One quarter cannot tell us that the market has entered a lasting slowdown. If the next few quarters bring back more first financings while large follow-ons stay healthy, Q2 will look like a temporary pause. If transaction count stays low, the narrowing will become much harder to dismiss.
What is conversational AI funding actually telling us?
Conversational AI funding currently looks stronger at the company level than at the market-breadth level. Businesses that convince investors can raise much more money than they could a year earlier, while fewer businesses are reaching that point.
The most durable change is round size. The median moved upward in every quarter and finished at $15 million. Headline capital totals are far less reliable because a Sierra, ElevenLabs or Sesame can completely reshape a quarter.
The 2025 and 2026 funding markets also feel different. Late 2025 brought a real expansion in first financings and deal breadth. In 2026, large follow-ons and later-stage rounds took a much greater share of the money.
Voice AI has the strongest category momentum today. Its deal share moved to a higher level and stayed there, while companies such as ElevenLabs, Vapi, Bland AI and Deepgram are showing that investors can find both large financings and real enterprise deployment in the same category.
Strategic capital is worth watching next. Q2's jump to 27% of deals may still prove temporary, but corporate investors are appearing in places where they have obvious product and distribution reasons to care.
The market's next test is simple: can conversational AI keep supporting these much larger rounds while reopening the pipeline for more new companies? That will tell us whether the current concentration is just a stage in the market's maturation or the beginning of a much narrower funding environment.
Our methodology
This analysis studies conversational AI fundraising from April 1, 2025 through June 30, 2026, covering five complete calendar quarters from Q2 2025 to Q2 2026. We use the financing records to compare deal activity, disclosed capital, round sizes, financing status, stages, categories, geography and investor participation over time.
We focused on qualifying private-company equity financings announced during the period. Debt, grants, loans, public offerings and financings where an equity component could not be isolated were excluded. Conversational AI also had to be central to the company's business at the time of financing rather than a secondary product feature.
Each distinct financing counted as one deal. Duplicate reporting of the same round was consolidated, while extensions, additional closes and tranches were checked individually. Parahelp's $3.2 million Seed and $18 million Series A, for example, were counted separately because the company explicitly described them as distinct financings with different leads.
We recorded financing dates, stages, investors, previous funding, founding dates and operating milestones only when public evidence supported them. We did not infer an undisclosed stage from round size, assume that a prominent investor led a financing, or estimate undisclosed round amounts.
First-financing and follow-on classifications are based on publicly traceable funding histories. They are useful directional measures, but they should not be read as a perfect reconstruction of every company's full capital history. The same principle applies to founding dates, lead-investor counts and other fields where public disclosure varies by company.
We separately reviewed unusually large financings because they can distort quarterly totals. That is why the analysis repeatedly compares headline capital with capital excluding rounds above $50 million, alongside median round size and deal count. We also ran a separate quality-control pass on the 17 financings of at least $100 million.
Category trends such as Voice AI Platforms, Enterprise AI Assistants, Consumer AI Assistants and Conversation Analytics are based on the company's core product and market positioning at the time of financing. Borderline companies were left out rather than forced into the dataset.
Key sources included company and investor announcements alongside reputable financial and technology reporting. Important primary sources included Sierra on its $950 million financing and enterprise deployment scale, Sierra on its earlier $350 million financing, ElevenLabs on its $500 million Series D, ElevenLabs on passing $500 million in ARR, Vapi on its $50 million Series B, Bland AI on its $50 million Series C, and Scaled Cognition on its $100 million Series A.
Other important sources included Parloa on its $350 million Series D, Decagon on its $250 million financing, Deepgram on its $130 million Series C, Granola on its $125 million Series C, Wonderful on its $150 million Series B, Lovable on its $200 million Series A, Parahelp on its separate Seed and Series A financings, and TechCrunch on Sesame's $250 million Series B.
Finally, recent operating evidence was used only to interpret the financing patterns, not to overwrite the deal totals calculated from the dataset. When a figure could not be established confidently, we kept the uncertainty visible rather than filling the gap with an assumption.

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