What are the top vibe coding startups by total funding raised?

Top startups in the vibe coding market ranked by total funding raised

Here is an updated table that ranks the top startups in the vibe coding market based on the total amount of funding they have raised to date.

The table also includes the total number of funding rounds, the date and size of the latest round, the financing type (e.g. Series A, equity financing), key investors, the startup's current status (active, IPO, acquired, or shut down), and a confidence score based on the data collected (we excluded startups with very low data confidence, to make sure everything is reliable).

If you need to dig deeper and get more detailed data, please check our report covering the vibe coding market.

1. Series A amount is third-party reported; the company confirmed $32M across two rounds.
2. An earlier $500K YC investment may overlap; Woz's acquisition is not confirmed closed.
3. Minimum: an earlier pre-seed round has no public amount.
4. The reported $1M is not confirmed as equity.

Why are investors putting so much money into vibe coding startups?

Investors are putting billions into vibe coding startups because AI is opening software development to millions of people who previously needed programming skills, while giving professional developers increasingly powerful ways to automate their work.

There are two big opportunities behind the investment boom. The first is application creation. Lovable, Replit, Emergent and Rocket.new let users describe what they want and turn those instructions into working software. A founder can build a prototype, a small business can create an internal tool, and someone with no coding experience can launch a web application.

The second opportunity is automating professional software engineering. Cognition, Factory, Poolside and Blitzy are developing systems that can work through coding tasks, navigate existing codebases and handle increasingly complex engineering workflows. Their potential customers already spend substantial amounts on software development, making productivity improvements commercially valuable.

Developer adoption is helping investors take these opportunities seriously. Stack Overflow's 2026 Developer Survey found that 65.9% of 17,464 respondents used AI coding assistants or coding agents at work. Among those using these tools, 73% reported daily usage. The survey also found that 26.2% used AI agents or automated workflows.

Enterprise adoption is progressing as well. McKinsey's August 2026 survey found that approximately 20% of organizations were scaling software coding agents, rising to 31% among larger enterprises. Another 32% said their organizations had decided against buying at least one software product or feature because they believed they could build it internally using agentic coding tools.

That last finding reveals a particularly interesting opportunity. AI coding startups could earn money by helping companies develop software while simultaneously putting pressure on traditional software vendors whose products become easier to reproduce.

Is vibe coding the same as AI coding agents?

No. Vibe coding usually means creating applications through natural-language instructions, while AI coding agents are increasingly capable of completing larger software engineering tasks with less human intervention.

Lovable, Emergent, Anything and Vibecode illustrate the application-building approach. Users describe an idea, generate an initial product and refine it through conversations with AI. The emphasis is on making software creation accessible.

Cognition and Factory pursue a different customer problem. Their agents work on professional engineering tasks, including navigating existing codebases, modifying multiple files, debugging and testing software. Poolside takes another route by developing coding-focused foundation models that can support these workflows.

There is also an intermediate category. Replit combines an accessible application-building experience with a development environment. Warp, Zed Industries and StackBlitz provide tools that help professional developers work with AI inside familiar development workflows.

The business models can consequently look quite different. Application builders can earn subscriptions and usage revenue from entrepreneurs, individuals and businesses. Enterprise coding agents can sell into engineering departments with much larger software budgets. Model developers can potentially supply several products and platforms.

The categories are increasingly overlapping, but the distinction remains useful when comparing companies and understanding why investors are backing such different products.

Which vibe coding startups have raised the most funding?

Cognition leads our vibe coding funding ranking with $3.6B, followed by Poolside with $1.6B, Lovable with $953M and Replit with $857M. Factory completes the first five with $420M.

The gap between these companies and the rest of the market is substantial. After Factory, the next four companies are Augment Code ($252M), Emergent ($230M), Imbue (more than $212M) and Blitzy ($204M).

What makes the ranking particularly interesting is the variety of companies represented near the top. Cognition and Factory focus on autonomous engineering, Poolside develops coding models, Lovable builds applications through natural language, and Replit combines application creation with a browser-based development environment.

The first ten companies have accumulated approximately $8.46B in funding, compared with approximately $9.20B across all 48 startups. This means that more than 92% of the funding represented in the ranking sits with just ten companies.

Rank	Startup	Total raised
1	Cognition	$3.6B
2	Poolside	$1.6B
3	Lovable	$953M
4	Replit	$857M
5	Factory	$420M
6	Augment Code	$252M
7	Emergent	$230M
8	Imbue	$212M+
9	Blitzy	$204M
10	StackBlitz	$135M

How much of the vibe coding funding goes to the top five startups?

The first five companies account for approximately $7.43B, or 80.8% of the $9.20B represented across the ranking. The remaining 43 startups share approximately $1.77B.

Cognition and Poolside alone have raised $5.2B, representing approximately 57% of the total. Adding Lovable and Replit takes the first four to $7.01B, or around 76%.

The drop after the leading companies is particularly noticeable. Factory has raised $420M, while Augment Code has accumulated $252M. Below the first nine companies, StackBlitz is next with $135M.

At the other end, 13 startups have raised $5M or less. These include Continue, Command Code, Tempo Labs, Roomote, Bloom, OpenBuilder, Newly, Empromptu, Trickle, Bilt, Floot and Codebuff.

This distribution tells us that venture capital is concentrating heavily around a handful of companies investors believe could capture substantial portions of the software creation market. There is still room for smaller businesses, but the financing gap is enormous.

Which vibe coding startups have raised more than $200M?

Nine companies in the ranking have raised at least $200M, with Cognition, Poolside, Lovable and Replit accounting for the largest individual totals. Their products span coding models, autonomous engineering and accessible application development.

Cognition and Poolside are particularly interesting because their funding reflects the enormous cost and ambition of developing sophisticated AI coding systems. Lovable and Replit demonstrate that investors are equally willing to finance platforms that make application creation easier.

Factory and Blitzy target enterprise engineering teams, while Augment Code focused on AI coding assistance before Harness acquired selected assets. Imbue develops reasoning models and autonomous coding agents, and Emergent targets conversational full-stack application creation.

Rank	Startup	Total raised	Latest round
1	Cognition	$3.6B	$2.0B
2	Poolside	$1.6B	$1.0B
3	Lovable	$953M	$400M
4	Replit	$857M	$400M
5	Factory	$420M	$200M
6	Augment Code	$252M	$227M
7	Emergent	$230M	$130M
8	Imbue	$212M+	$12M
9	Blitzy	$204M	$200M

What are the biggest funding rounds in the vibe coding market?

Cognition's $2.0B Series E is the largest latest financing in our ranking, followed by Poolside's $1.0B strategic equity round. Lovable and Replit have each raised $400M in their latest rounds.

Augment Code's $227M Series B also stands out, ahead of Factory and Blitzy, which each secured $200M financings. Emergent's $130M Series C is another substantial investment.

One particularly unusual financing is 8090 Labs' $135M Series A. The company raised this amount in a single round, with Salesforce Ventures, WndrCo and Craft Ventures among its investors.

The difference between the largest and smallest rounds is enormous. Cognition's latest financing alone is larger than the cumulative funding of most companies in the ranking.

Poolside deserves particular attention. Nvidia's $1B investment was accompanied by a separate $6B licensing arrangement involving Poolside's model-development technology. The licensing arrangement is a commercial transaction, not equity fundraising, and is therefore kept separate from the amount raised.

Startup	Latest round date	Amount	Round type
Cognition	September 2026	$2.0B	Series E
Poolside	August 2026	$1.0B	Strategic Equity
Lovable	August 2026	$400M	Series C
Replit	March 2026	$400M	Series D
Factory	September 2026	$200M	Growth Equity
Augment Code	April 2024	$227M	Series B
Imbue	October 2023	$12M	Series B Extension
Emergent	July 2026	$130M	Series C
Blitzy	May 2026	$200M	Growth Equity
StackBlitz	January 2025	$106M	Series B

Who are the biggest investors in vibe coding startups?

Y Combinator has the broadest presence among the key investors identified in our ranking, appearing alongside Emergent, Vorflux, Paradev, Vibecode and Floot. Several major venture capital firms also have investments across multiple companies.

Accel, Battery Ventures, Khosla Ventures, Northzone, Sequoia Capital and GV each appear in three companies' investor lists.

The interesting part is the variety of businesses these investors are backing. Khosla Ventures appears alongside Factory, Emergent and Sekai, covering enterprise engineering, application creation and social mini applications. Sequoia Capital backs Factory, Warp and Zed Industries, while Northzone appears with Blitzy, SolveAI and Riff.

Other major investors include Andreessen Horowitz and Founders Fund at Cognition, Nvidia Ventures at Poolside, and Menlo Ventures at Lovable and All Hands AI.

We also find Salesforce Ventures, which has exposure to both 8090 Labs and Rocket.new, and Emergence Capital, which appears alongside StackBlitz and Cline.

The investor base is broad, but a recurring group of experienced technology funds is clearly building exposure to the market.

Which venture capital firms are backing the most vibe coding startups?

Y Combinator is the most frequently represented investor, with five appearances in our ranking. Khosla Ventures, Sequoia Capital, Northzone, Battery Ventures, Accel and GV follow with three appearances each.

Y Combinator's investments cover several different approaches to AI software creation. Emergent targets conversational full-stack application building, Vorflux focuses on autonomous engineering, Paradev develops a parallel-agent workspace, Vibecode builds mobile applications, and Floot focuses on deployment and hosting infrastructure.

Khosla Ventures has backed Factory, Emergent and Sekai. Its investments cover both enterprise engineering and products aimed at much broader application-creation audiences.

Sequoia Capital's exposure includes Factory, Warp and Zed Industries. Northzone backs Blitzy, SolveAI and Riff, while Battery Ventures appears with Factory, Blitzy and G5 Labs.

GV also has an interesting spread through StackBlitz, Warp and SolveAI.

These repeated investments suggest that experienced venture firms see several possible winners emerging from the same broad shift. They are backing application builders, developer tools and autonomous engineering platforms rather than betting everything on one product format.

Is Cognition becoming the biggest name in AI software engineering?

Cognition has built an exceptionally strong position in autonomous software engineering, combining $3.6B in funding with rapid reported commercial growth. Its Devin product is increasingly being used for real engineering work inside large organizations.

The company's September 2026 Series E brought in $2B, with Andreessen Horowitz and Accel leading alongside existing investors including Founders Fund, General Catalyst and Avenir. Cognition announced the financing at a $48B valuation.

Commercial traction has been particularly striking. In May 2026, Cognition reported a $492M revenue run rate and enterprise usage more than ten times higher than at the start of the year. By September, the company reported that its revenue run rate had grown to approximately $900M. Bloomberg subsequently reported that the business was on track to reach a $1B annualized revenue rate.

Devin is being used across different types of engineering work, including software development at Nvidia, GE Aerospace, Citi and Mercedes-Benz. The company has also developed partnerships with major technology services providers, including Cognizant and Infosys.

The important question now is whether Devin can consistently handle increasingly complex work without creating additional review and maintenance costs. Large organizations will pay for genuine engineering productivity, but they will quickly notice if autonomous agents introduce unreliable code or require too much supervision.

Cognition has established a formidable commercial position. The next challenge is maintaining that growth while proving that autonomous software engineering can work reliably across a much wider range of production environments.

Is Poolside really worth the huge investment from Nvidia?

Poolside has attracted an extraordinary level of financial backing, and Nvidia's involvement gives it access to one of the most powerful companies in AI infrastructure. However, the structure of the latest transaction deserves closer attention.

Poolside raised $1B in an August 2026 strategic equity round, with Nvidia among the key investors. The arrangement also included a separate $6B licensing deal for Poolside's Model Factory technology, alongside job offers for more than 100 employees working on its Laguna models.

These amounts serve different purposes. The $1B investment represents equity financing, while the licensing arrangement is a separate commercial transaction. Counting the $6B as money raised would dramatically overstate the company's equity funding.

The deal also changes Poolside's strategic position. Nvidia gains access to technology used to develop coding models and brings additional engineering talent into its own open-weight model efforts. Poolside retains its independent corporate structure and founders.

For Poolside, the opportunity is considerable. It has raised substantial capital to develop models specifically optimized for software engineering, and Nvidia's distribution and infrastructure could help its technology reach a much larger audience.

The risk is that Poolside now faces a difficult balancing act. It must continue developing its own business while a major technology partner gains access to important parts of its model-development capabilities. Its long-term value will depend on what the remaining independent company can build and sell.

Can Lovable become one of the biggest software companies?

Lovable has a serious chance of becoming a major software platform because it is moving beyond AI-generated websites and toward helping people build and operate entire businesses.

The Swedish startup has raised $953M, including a $400M Series C in August 2026 led by Menlo Ventures and the Scaleup Europe Fund, managed by EQT.

Its growth has been remarkable. Lovable announced that users had created more than 60 million projects and that applications built on the platform were receiving nearly one billion visits per month. It also reported that employees at approximately two-thirds of Fortune 500 companies were using its product.

Revenue is another important development. TechCrunch reported in September 2026 that Lovable had passed $600M in annualized revenue, up from approximately $500M in June.

The company is also expanding the product beyond the initial application-generation experience. Hosting, deployment, integrations, payments and search optimization give users more reasons to stay on the platform after building their first application.

This is where Lovable could build a particularly valuable business. If customers use it to operate applications that generate revenue, they may become much more dependent on its infrastructure and services.

The challenge will be maintaining reliability and customer satisfaction as those applications become more important. Lovable has demonstrated extraordinary adoption, but its ability to retain customers over several years will ultimately determine how large the platform becomes.

Is Replit still a major competitor in the vibe coding market?

Yes. Replit remains one of the most established companies in AI-powered software creation, with $857M raised and a $400M Series D in March 2026.

Founded in 2016, Replit has a much longer history than many of the startups that have recently entered the vibe coding market. Its original proposition was a browser-based coding environment that made programming accessible without requiring users to install and configure complex development tools.

AI has expanded that proposition considerably. Replit Agent allows users to describe applications and delegate development tasks to AI, bringing application generation, coding and deployment into a more integrated environment.

Georgian led the March 2026 financing, which valued Replit at $9B. G Squared, Prysm Capital, Coatue, Andreessen Horowitz and other investors also participated.

The company has an interesting advantage in its existing developer ecosystem. People can start with simple application creation and progressively use more sophisticated development capabilities as their requirements grow.

Competition from Lovable and Emergent is intense, however. Replit must keep improving the application-building experience while remaining useful to developers who want more control over their code and infrastructure.

Its long history and broad product offering give it a credible position, but it will need to keep moving quickly as AI-native competitors introduce new features.

Are enterprise AI coding agents attracting more money than AI app builders?

Enterprise coding agents have attracted some of the largest individual financings, but AI application builders are also securing major investments. The distinction comes down to the customer problem each business is trying to solve.

Cognition, Factory and Blitzy target professional software engineering teams. Their products are designed to automate complex tasks, reduce development time and help enterprises manage large codebases.

Lovable, Replit and Emergent target a broader group of users, including entrepreneurs, small businesses and people who have never programmed before. Their products make it easier to create software from an idea.

The financing figures show that both approaches can attract substantial capital. Cognition has raised $3.6B, Factory $420M and Blitzy $204M. Lovable has raised $953M, Replit $857M and Emergent $230M.

Enterprise adoption is also increasing. McKinsey's 2026 survey found that 31% of large organizations were scaling software coding agents. At the same time, the survey found that 32% of organizations had rejected at least one software purchase because they believed they could build the required functionality internally using agentic coding tools.

The enterprise opportunity could become particularly valuable when companies use these tools for recurring development work. Application builders, meanwhile, have access to a much larger potential population of users.

Both markets have room to grow, although enterprise engineering products may benefit from larger contracts and deeper integration into existing workflows.

Which vibe coding startups are making software creation easier for non-programmers?

Lovable, Replit, Emergent and Rocket.new are among the clearest examples of startups trying to make application development accessible to people without programming experience.

Their products let users describe what they want, generate an initial application and refine it through natural-language instructions. This removes much of the initial technical work involved in building a web application.

Several other companies target more specific needs. Anything supports mobile and web application creation, while Rork focuses on native mobile apps. Vibecode and Bloom also emphasize mobile-first application development.

Sekai takes a different approach with AI-generated social mini applications. Dazl and Vybe target business application creation through natural language, while Superblocks focuses on internal business applications.

The opportunity extends well beyond hobby projects. A small business can create an internal management tool, an entrepreneur can test a new product, and a team can develop a workflow application without waiting for a dedicated engineering team.

However, the real test comes after the first version has been generated. Users still need secure databases, authentication, payments, integrations, hosting and reliable updates.

The companies that make these steps easy will have a much stronger commercial proposition than those that simply generate attractive prototypes.

Which vibe coding startups are building tools for professional developers?

Cognition, Factory, Poolside, Blitzy, Augment Code, Imbue and Codegen are among the startups in our ranking most closely associated with professional software engineering and autonomous coding workflows.

Other companies focus on the tools developers use every day. Warp provides an AI-powered terminal, Zed Industries develops a collaborative code editor, and StackBlitz offers browser-based development infrastructure. Tempo Labs focuses on visual React application development.

Open-source products also have an important place in the market. Cline raised $32M for its autonomous coding agent, giving developers flexibility over models and workflows. Continue, which raised $5M before its acquisition by Cursor, also developed an open-source approach to AI-assisted software development.

All Hands AI and Cosine are pursuing autonomous coding agents, while Niteshift focuses on enterprise software coding agents.

The developer market is attractive because professional programmers have recurring needs. They need tools for understanding codebases, writing tests, debugging, reviewing changes and shipping software.

A product that becomes part of these daily workflows can develop strong retention. The competition is intense, though, particularly as major model providers increasingly offer their own coding agents.

Which vibe coding startups raised funding most recently?

Several of the largest recent financings have taken place in 2026, including Cognition's $2B Series E, Poolside's $1B strategic equity round and Lovable's $400M Series C.

Smaller companies have also continued to raise capital. LightSprint secured $6M in October 2026, while Factory and G5 Labs announced financings in September. Cosine and Bilt also raised capital during that month.

The July financing activity was particularly interesting. Emergent raised $130M in its Series C, while Vorflux and Paradev secured $15M and $12M respectively.

The range of round sizes shows that companies at very different stages are attracting investors. Established platforms are raising large growth rounds, while newer startups are still securing the initial capital needed to build and distribute their products.

Startup	Latest round date	Amount	Round type
LightSprint	October 2026	$6M	Seed
Cognition	September 2026	$2.0B	Series E
Factory	September 2026	$200M	Growth Equity
G5 Labs	September 2026	$14M	Seed
Cosine	September 2026	~$11M	Early-stage VC
Bilt	September 2026	$1M	Pre-Seed
Poolside	August 2026	$1.0B	Strategic Equity
Lovable	August 2026	$400M	Series C
Vorflux	July 2026	$15M	Seed
Paradev	July 2026	$12M	Seed
Emergent	July 2026	$130M	Series C
8090 Labs	June 2026	$135M	Series A
Sekai	June 2026	$20M	Series A
Blitzy	May 2026	$200M	Growth Equity
Agemo	May 2026	$9M	Seed
Rork	April 2026	$15M	Seed
OpenBuilder	April 2026	$2M	Seed
Newly	March 2026	~$2M	Pre-Seed
Command Code	February 2026	$5M	Seed
Legato	January 2026	$7M	Seed

What happened to the vibe coding startups that were acquired?

Three companies in our ranking have since been acquired or had selected assets acquired: Augment Code, Codegen and Continue. All three remain part of the historical funding ranking because their previous equity financing is still relevant. Augment Code is still classified as active, because Harness bought selected assets rather than the whole company.

Augment Code raised $252M, including a $227M Series B in April 2024. In October 2026, Harness acquired selected Augment Code assets, including the Cosmos and Auggie CLI products and the Code Context Engine. The transaction brought the relevant technology and team into Harness's autonomous software development platform.

Codegen raised $16M before being acquired by ClickUp in December 2025. Its standalone service was discontinued in January 2026, while its agent orchestration technology became part of ClickUp's AI development capabilities.

Continue raised $5M before its acquisition by Cursor. Its open-source approach to AI-assisted development illustrates how a smaller developer-tool company can create strategic value for a larger platform.

These transactions show that some startups can create value through acquisition rather than continuing to raise capital independently. For larger software companies, acquiring established coding technology can also accelerate the development of their own AI capabilities.

Can small vibe coding startups compete with companies that have raised billions?

Yes, but smaller vibe coding startups will probably need to win through specialization, product quality and distribution rather than trying to match the resources of the largest companies.

Cognition has raised $3.6B, while several companies near the bottom of our ranking have raised between $1M and $10M. The financial gap is enormous, especially when competing in areas that require expensive model training and computing infrastructure.

However, not every startup needs to build a general-purpose coding platform. Tempo Labs focuses on visual React development, Rork targets native mobile applications, Vybe builds internal business applications, and Floot focuses on deployment and hosting infrastructure.

These narrower markets can offer opportunities to build products that larger platforms may not prioritize. A specialized tool can become valuable if it solves a problem particularly well and fits naturally into the customer's existing workflow.

The biggest challenge is distribution. Developer tools are highly competitive, and customers can switch quickly when another product offers better performance or pricing.

Smaller companies will need a clear reason for customers to keep using their products, even as the biggest platforms continue adding similar capabilities.

Are the most funded vibe coding startups also making the most money?

Some of the largest-funded vibe coding startups are already reporting impressive revenue, but fundraising and commercial performance still need to be evaluated separately.

Lovable is a particularly strong example. Its annualized revenue passed $600M in September 2026, according to its co-founder in comments reported by TechCrunch. The company also reported nearly one billion monthly visits to applications built on its platform.

Cognition has made similarly striking progress. The company reported a $492M revenue run rate in May 2026, followed by approximately $900M in September. Bloomberg subsequently reported that the business was on track for a $1B annualized revenue rate.

Emergent has also reported substantial adoption, with more than 12 million applications built on its platform since launch. However, application creation figures should not be confused with paying customers or recurring revenue.

Replit provides another interesting case. Its March 2026 financing announcement included a projection that the company was on track to reach $1B in annualized revenue by the end of the year. That remains a company target rather than a confirmed financial result.

We are seeing genuine commercial traction among several of the leading companies, particularly Cognition and Lovable. The next question is how much of that revenue can be retained and converted into profitable growth as competition intensifies.

Can vibe coding startups compete with OpenAI, Anthropic and Google?

Yes, but startups that rely primarily on access to an underlying AI model will face increasing pressure as OpenAI, Anthropic and Google build more capable coding products of their own.

The 2026 Stack Overflow Developer Survey shows how strong the competition has become. Among respondents who had used coding assistants or agents in the previous year, Claude Code was used by 65.5%, GitHub Copilot by 58.7%, and OpenAI Codex by 29.5%.

The challenge is particularly clear for developer tools such as Cline, Continue, Warp and Zed Industries. Their products need to offer meaningful advantages through integrations, workflow customization, developer experience or control over model selection.

Application builders have a somewhat different opportunity. Lovable and Replit can build businesses around hosting, deployment, application management and integrations, giving customers reasons to stay even when the underlying models become more widely available.

Cognition and Factory also have an opportunity to build deeper enterprise workflows. Their value comes from coordinating complex engineering tasks, managing development environments and integrating with existing company systems.

The startups that remain independent and competitive will need to own valuable parts of the customer experience. Simply providing a convenient interface to a model will become harder to defend.

Which vibe coding startups could become the next market leaders?

Cognition, Poolside, Lovable, Replit and Factory have the strongest combination of financing resources and strategic positioning in our ranking, although their opportunities are quite different.

Cognition has built a substantial business around autonomous engineering, with significant enterprise usage and reported revenue growth. Lovable has demonstrated that accessible application creation can support a very large commercial platform. Replit benefits from its established developer ecosystem, while Factory is targeting enterprise engineering workflows.

Poolside has significant backing and a specialized model-development strategy, although its Nvidia relationship will shape how much of its technology and commercial opportunity remains independently controlled.

Emergent is another company worth watching. Its $230M in funding, 12 million reported applications built and rapid growth show that conversational full-stack application creation is attracting substantial demand.

Among smaller companies, Rork, Anything, Sekai and Rocket.new are interesting because they target specific application-building opportunities rather than trying to compete across the entire software development market.

We expect competition to become increasingly intense as model capabilities improve and large platforms add more features. The strongest long-term positions will belong to companies that can retain customers, deliver reliable software and build recurring revenue around workflows people genuinely depend on.

Which startups have raised the most money in the vibe coding market?

Cognition leads our ranking, followed by Poolside, Lovable, Replit and Factory. Together, these five companies account for approximately $7.43B in funding, representing 80.8% of the total across the 48 companies.

The ranking shows how strongly investors are concentrating their capital around a relatively small group of AI software companies. The largest commitments have gone to autonomous engineering platforms, coding foundation models and application builders with ambitions to become much broader software platforms.

However, the rest of the market remains active. Companies such as Emergent, Blitzy, Rork, Cline and Rocket.new are developing products for different parts of software creation, leaving room for more specialized competitors.

The biggest opportunity is likely to come from turning AI-generated code into software that people and businesses actually use, maintain and pay for over time. The companies that achieve that will have a much stronger position than those whose products are used mainly for experiments and prototypes.