Which startups have raised the most funding in the biotechnology market?
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In our biotechnology market deck, you will find everything you need to understand the market
The biotechnology market is one of the deepest startup funding markets, with capital flowing into AI drug discovery, oncology, diagnostics, cell therapy, gene therapy, and next-generation platform biology.
This list ranks biotechnology startups by cumulative funding raised, and we update it every month to keep the dataset useful for investors, founders, and market researchers.
The ranking shows a market shaped by very large platform rounds, strong specialist investors, and public-market financing for clinical-stage companies.
And if you want to better understand this new industry, you can download our pitch covering the biotechnology market.
A quick summary table
| Metric | Value |
|---|---|
| Most funded startup | Altos Labs, with $3.0B raised |
| Second most funded startup | Isomorphic Labs, with $2.7B raised |
| Largest funding round | Altos Labs, with a $3.0B launch round in January 2022 |
| Median funding | About $495M across the top 100 biotechnology startups |
| Share of funding captured by the top 10 | About 36% of total funding in this ranking |
| Median time since last round | About 2 years and 8 months, based on the listed last round dates |
| Startups that raised funding in the last 12 months | 23 startups, based on rounds from July 2025 to June 2026 |
| AI biotechnology startups above $1B | Five major names: Isomorphic Labs, Eikon Therapeutics, Generate Biomedicines, Xaira Therapeutics, and XtalPi |
| Oncology biotechnology funding concentration | At least 10 leading oncology-focused companies raised roughly $10B combined |
| Biotechnology IPO exposure | IPO-stage companies represent a large share of the top 30 funded startups |

This chart, featured in our biotechnology market deck, illustrates yearly venture capital funding for biotechnology startups
Top startups in the biotechnology market ranked by total funding raised
Here is an updated table that ranks the top startups in the biotechnology 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're interested in knowing how much these startups are worth, you can check our list of the top startups in the biotechnology market ranked by valuation.
| # | Startup | What They Do | Total Raised ($) | Total Rounds | Last Round Date | Last Round Amount ($) | Last Round Type | Key Investors | Current Stage | Confidence |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Altos Labs | Cellular rejuvenation therapeutics research | $3.0B | 1 | January 2022 | $3.0B | Launch / Seed | Yuri Milner, Jeff Bezos, ARCH Venture Partners | Active | Strong |
| 2 | Isomorphic Labs | AI drug discovery | $2.7B | 2 | May 2026 | $2.1B | Series B | Thrive Capital, Alphabet, GV | Active | Full |
| 3 | GRAIL | Multi-cancer blood testing | $2.4B | 6 | June 2026 | $110M | Strategic Equity Financing | Samsung C&T, Samsung Electronics | IPO | Strong |
| 4 | Caris Life Sciences | AI precision oncology profiling | $1.9B | 5 | June 2025 | $494M | IPO | Braidwell, OrbiMed, Coatue | IPO | Strong |
| 5 | Intarcia Therapeutics | Implantable drug delivery | $1.8B | 19 | August 2017 | $525M | Series J | RA Capital, Venrock, Gates Foundation | Acquired | Partial |
| 6 | Kailera Therapeutics | Obesity therapeutics | $1.7B | 3 | April 2026 | $719M | IPO | Atlas Venture, Bain Capital, RTW Investments | IPO | Full |
| 7 | MGI Tech | Sequencing and multiomics platforms | $1.7B | 3 | September 2022 | $518M | IPO | IDG Capital, CPE, CITIC | IPO | Strong |
| 8 | FogPharma / Parabilis Medicines | Helicon peptide cancer medicines | $1.6B | 8 | June 2026 | $75M | Concurrent private placement | Regeneron | IPO | Full |
| 9 | Eikon Therapeutics | Protein-dynamics drug discovery | $1.5B | 5 | February 2026 | $381M | IPO | Public-market investors | IPO | Full |
| 10 | Freenome | Multiomics cancer blood tests | $1.3B | 7 | February 2024 | $254M | Series E | Roche, a16z, existing investors | Active | Full |
| 11 | ElevateBio | Cell and gene therapy platform | $1.2B | 4 | May 2023 | $401M | Series D | AyurMaya / Matrix, Woodline, Novo Nordisk | Active | Full |
| 12 | Abogen Biosciences | mRNA vaccines and therapeutics | $1.1B | 5 | May 2022 | Undisclosed | Series C extension | SoftBank Vision Fund, 5Y Capital, Temasek | Active | Strong |
| 13 | Treeline Biosciences | Precision oncology medicines | $1.1B | 4 | September 2025 | $200M | Series A Extension | ARCH Venture Partners, OrbiMed, KKR | Active | Partial |
| 14 | Generate Biomedicines | AI protein therapeutics | $1.1B | 4 | February 2026 | $400M | IPO | Public investors | IPO | Full |
| 15 | Lyell Immunopharma | CAR-T therapies for cancer | $1.0B | 5 | March 2026 | $50M | Post-IPO private placement | GSK, ARCH Venture Partners, Foresite Capital | IPO | Partial |
| 16 | Xaira Therapeutics | AI drug discovery platform | $1.0B | 1 | April 2024 | $1.0B | Series A | ARCH Venture Partners, Foresite Capital, NEA | Active | Full |
| 17 | Odyssey Therapeutics | Autoimmune precision medicines | $979M | 5 | May 2026 | $279M | IPO | OrbiMed, General Catalyst, Ascenta Capital | IPO | Strong |
| 18 | MapLight Therapeutics | CNS disorder drug discovery | $959M | 5 | October 2025 | $296M | IPO + private placement | Forbion, Goldman Sachs Alternatives, Novo Holdings | IPO | Strong |
| 19 | CG Oncology | Bladder cancer immunotherapy | $936M | 8 | December 2024 | $238M | Follow-on offering | Foresite Capital, TCGX, Longitude Capital | IPO | Full |
| 20 | Kriya Therapeutics | Gene therapy platform | $921M | 5 | September 2025 | $320M | Series D | Patient Square Capital, Premji Invest, Narya Capital | Active | Strong |
| 21 | Invivyd | Viral antibody therapies | $863M | 6 | October 2025 | $30M | ATM equity issuance | RA Capital, Janus Henderson, public investors | IPO | Strong |
| 22 | Neumora Therapeutics | Precision brain disease medicines | $862M | 3 | September 2023 | $250M | IPO | ARCH Venture Partners, Amgen, Mubadala Capital | IPO | Full |
| 23 | XtalPi | AI drug discovery | $861M | 4 | June 2024 | $127M | IPO | SoftBank Vision Fund, OrbiMed, Sequoia China | IPO | Partial |
| 24 | Everest Medicines | Asia-focused biopharma commercialization | $811M | 3 | October 2020 | $451M | IPO | Public-market investors | IPO | Strong |
| 25 | Rakuten Medical | Photoimmunotherapy cancer platform | $757M | 5 | January 2026 | $100M | Series F | TaiAx, Hikma, General Catalyst | Active | Partial |
| 26 | Shanghai Henlius Biotech | Biologic medicines and biosimilars | $757M | 4 | September 2019 | $410M | IPO | Public investors, Fosun, Shenzhen GTJA Investment Group | IPO | Partial |
| 27 | Brii Biosciences | Infectious disease therapies | $734M | 4 | July 2021 | $320M | IPO | Invesco, GIC, ARCH Venture Partners | IPO | Strong |
| 28 | RayzeBio | Targeted radiopharmaceutical cancer drugs | $708M | 5 | September 2023 | $290M | IPO | Venrock, Viking Global, Wellington Management | Acquired | Full |
| 29 | Samsung Bioepis | Biosimilar medicines developer | $700M | 2+ | 2016 | $345M | Share issue | Samsung Biologics, Biogen | Acquired | Low |
| 30 | Upstream Bio | Inflammatory disease antibodies | $693M | 3 | October 2024 | $293M | IPO | OrbiMed, Maruho, Enavate Sciences | IPO | Full |
| 31 | Cellares | Automated cell therapy manufacturing | $682M | 4 | June 2026 | $327M | Series D | BlackRock, Eclipse, Prime Radiant Partners | Active | Full |
| 32 | Element Biosciences | DNA sequencing platforms | $678M | 5 | July 2024 | $277M | Series D | Wellington, Samsung, Venrock | Active | Full |
| 33 | Mirador Therapeutics | Immunology precision medicines | $650M | 2 | January 2026 | $250M | Series B | ARCH Venture Partners, Fidelity, T. Rowe Price | Active | Strong |
| 34 | Insitro | ML drug discovery | $643M | 3 | March 2021 | $400M | Series C | CPP Investments, Andreessen Horowitz, BlackRock | Active | Full |
| 35 | LianBio | Asia-focused drug development | $638M | 3 | November 2021 | $325M | IPO | Perceptive Advisors, RA Capital, Venrock | Shutdown | Strong |
| 36 | Maze Therapeutics | Genetics-based precision medicines | $636M | 4 | January 2025 | $140M | IPO | Third Rock Ventures, ARCH Venture Partners, Matrix Capital | IPO | Full |
| 37 | ArsenalBio | Programmable cell therapies | $630M | 3 | September 2024 | $325M | Series C | ARCH Venture Partners, Regeneron Ventures, NVentures | Active | Full |
| 38 | Bicara Therapeutics | Dual-action cancer biologics | $628M | 4 | September 2024 | $315M | IPO | Braidwell, TPG, RA Capital | IPO | Full |
| 39 | Tessera Therapeutics | Gene writing genetic medicines | $610M | 3 | April 2022 | $300M | Series C | ADIA, Alaska Permanent Fund, T. Rowe Price | Active | Strong |
| 40 | Formation Bio | AI-native drug development | $608M | 3 | June 2024 | $372M | Series D | a16z, Sanofi, Sequoia | Active | Partial |
| 41 | Ultima Genomics | Low-cost genome sequencing | $600M | 1 | May 2022 | $600M | Venture Financing | General Atlantic, Andreessen Horowitz, Khosla Ventures | Active | Strong |
| 42 | Genor Biopharma | Antibody oncology drugs | $588M | 3 | October 2020 | $372M | IPO | Public investors | IPO | Strong |
| 43 | ArriVent Biopharma | Lung cancer therapeutics | $555M | 4 | July 2025 | $75M | Public offering | Sofinnova, General Catalyst, OrbiMed | IPO | Full |
| 44 | ACELYRIN | Immunology drug development | $550M | 3 | September 2022 | $300M | Series C | Access Biotechnology, AyurMaya, Westlake Village BioPartners | Acquired | Strong |
| 45 | Harbour BioMed | Antibody oncology therapeutics | $543M | 5 | December 2020 | $221M | IPO | BlackRock Fund, HBM Healthcare, Hillhouse Capital | IPO | Strong |
| 46 | Zenas BioPharma | Immunology therapies | $543M | 3 | September 2024 | $225M | IPO | SR One, NEA, Enavate Sciences | IPO | Strong |
| 47 | Alumis | Precision immunology oral therapies | $529M | 3 | March 2024 | $259M | Series C | Foresite Capital, Samsara BioCapital, venBio Partners | IPO | Full |
| 48 | Insilico Medicine | Generative AI drug discovery | $510M | 5 | March 2025 | $110M | Series E | Value Partners, SPDB Group, Warburg Pincus | Active | Strong |
| 49 | Inscripta | Genome engineering tools | $502M | 12 | December 2022 | $28M | Later equity round | Paladin Capital, Fidelity, T. Rowe Price | Active | Partial |
| 50 | Stemcentrx | Cancer stem-cell ADCs | $500M | 4 | August 2015 | $250M | Series G | Founders Fund, Fidelity, ARTIS Ventures | Acquired | Partial |
| 51 | Laronde | Endless RNA medicines | $490M | 2 | August 2021 | $440M | Series B | Flagship Pioneering, T. Rowe Price, BlackRock | Acquired | Full |
| 52 | Metagenomi | Next-generation gene editing | $460M | 5 | February 2024 | $94M | IPO | Leaps by Bayer, Novo Holdings, PFM Health Sciences | IPO | Partial |
| 53 | Synthego | CRISPR genome engineering tools | $460M | 7 | February 2022 | $200M | Series E | Perceptive Advisors, SoftBank Vision Fund 2, Wellington Management | Acquired | Strong |
| 54 | Genuity Science | Genomic data analytics platform | $455M | 3 | November 2018 | $200M | Series C | ISIF, Temasek, Sequoia Capital | Shutdown | Partial |
| 55 | eGenesis | Gene-edited transplant organs | $454M | 4 | September 2024 | $191M | Series D | Lux Capital, Khosla Ventures, existing investors | Active | Strong |
| 56 | TORL BioTherapeutics | Antibody cancer therapies | $450M | 4 | October 2025 | $96M | Series C | Deep Track Capital, RA Capital, Perceptive Advisors | Active | Partial |
| 57 | Avenzo Therapeutics | Oncology drug candidates | $446M | 4 | September 2025 | $60M | Series B | OrbiMed, SR One, Longwood Fund | Active | Partial |
| 58 | TauRx Pharmaceuticals | Alzheimer’s tau-targeting therapies | $434M | 6 | November 2022 | $119M | Warrant Exercise | Existing shareholders, Dundee Corporation, GEM Asset Management | Active | Partial |
| 59 | Areteia Therapeutics | Oral eosinophilic asthma therapy | $425M | 2 | February 2024 | $75M | Series A extension | Bain Capital Life Sciences, GV, ARCH Venture Partners | Active | Full |
| 60 | Apollo Therapeutics | Portfolio biopharma drug development | $422M | 3 | September 2023 | $227M | Series C | Patient Square Capital, M&G plc, Rock Springs Capital | Active | Strong |
| 61 | Neurona Therapeutics | Regenerative neural cell therapies | $418M | 9 | April 2025 | $102M | Private financing | Fidelity, The Column Group, Viking Global Investors | Acquired | Partial |
| 62 | Benchling | Life sciences R&D cloud | $412M | 9 | November 2021 | $100M | Series F | Altimeter, Franklin Templeton, Tiger Global | Active | Strong |
| 63 | Valo Health | AI drug discovery | $400M | 3 | March 2021 | $110M | Series B Final Close | Flagship Pioneering, PSP Investments, Koch Disruptive Technologies | Active | Partial |
| 64 | DNAnexus | Cloud genomic data platform | $390M | 6 | March 2022 | $200M | Series H | Blackstone Growth, Northpond, GV | Active | Partial |
| 65 | Carmot Therapeutics | Metabolic disease drug developer | $386M | 16 | May 2023 | $150M | Series E | Deep Track Capital, RA Capital, 5AM Ventures | Acquired | Partial |
| 66 | Haihe Biopharma | Oncology drug developer | $374M | 4 | September 2025 | $42M | Private Placement | Deluxe Family Co. | Active | Partial |
| 67 | ReCode Therapeutics | Genetic medicines delivery platform | $371M | 7 | September 2025 | $29M | Additional financing | Pfizer Ventures, EcoR1, OrbiMed | Active | Strong |
| 68 | Human Longevity | AI longevity health platform | $370M | 4 | August 2024 | $40M | Series B | TVM Capital Healthcare, Panacea Venture, Emerging Technology Partners | Active | Partial |
| 69 | Thrive Earlier Detection | Multi-cancer blood screening | $367M | 2 | July 2020 | $257M | Series B | Casdin Capital, Section 32, Bain Capital Life Sciences | Acquired | Full |
| 70 | AvenCell | Switchable CAR-T therapies | $362M | 2 | October 2024 | $112M | Series B | Novo Holdings, F-Prime, Blackstone Life Sciences | Active | Full |
| 71 | ADARx Pharmaceuticals | RNA-targeting therapeutics | $353M | 7 | August 2023 | $200M | Series C | Bain Capital Life Sciences, TCGX, BlackRock | Active | Partial |
| 72 | Helix | Population genomics testing | $350M | 3 | June 2021 | $50M | Series C | Warburg Pincus, DFJ Growth, Temasek | Active | Partial |
| 73 | Thousand Oaks Biopharmaceuticals | Biologics CDMO and media | $346M | 3 | December 2021 | $240M | Growth Financing | Goldstone Investment, CDH Investments, GL Ventures | Active | Strong |
| 74 | AltruBio | Immune disease therapeutics | $340M | 7 | May 2024 | $225M | Series B | BVF Partners, RA Capital Management, Cormorant Asset Management | Active | Partial |
| 75 | Avistone Pharmaceuticals | Precision oncology therapeutics | $340M | 2 | January 2024 | $140M | Series B | SDIC CS Capital, IDG Capital, Bain Capital | Active | Strong |
| 76 | Capstan Therapeutics | In vivo cell engineering | $340M | 3 | March 2024 | $175M | Series B | RA Capital, Forbion, JJDC | Acquired | Full |
| 77 | DELFI Diagnostics | Cancer liquid biopsy tests | $332M | 4 | December 2025 | Undisclosed | Later equity financing | Menlo Ventures, OrbiMed, DFJ Growth | Active | Strong |
| 78 | Forge Biologics | Gene therapy CDMO | $330M | 4 | September 2022 | $90M | Series C | Drive Capital, Aisling Capital, strategic investor | Acquired | Strong |
| 79 | Obsidian Therapeutics | Engineered cell therapies | $325M | 3 | April 2024 | $161M | Series C | Wellington Management, TCGX, GV | Active | Full |
| 80 | Karius | Infectious disease diagnostics | $320M | 4 | May 2024 | $100M | Series C | Khosla Ventures, 5AM Ventures, Gilde Healthcare | Active | Strong |
| 81 | SOTIO Biotech | Clinical immuno-oncology therapies | $316M | 1 | December 2021 | $316M | Owner Funding | PPF Group | Active | Strong |
| 82 | Chime Biologics | Biologics CDMO services | $315M | 2 | March 2021 | $190M | Series A+ | VMS Group, Fidelity International, Panacea Venture | Active | Full |
| 83 | DNA Script | Enzymatic DNA printing | $315M | 10 | September 2023 | $4M | Later financing | T. Rowe Price, Baillie Gifford, Casdin Capital | Active | Strong |
| 84 | Owkin | AI biology research platform | $304M | 4+ | November 2021 | $180M | Strategic equity | Sanofi, Bpifrance, GV | Active | Partial |
| 85 | Normax Biomed | mRNA vaccines manufacturing | $303M | 1 | July 2022 | $303M | Share subscription facility | Global Emerging Markets | Active | Low |
| 86 | Orna Therapeutics | Circular RNA therapies | $301M | 2 | August 2022 | $221M | Series B | Merck, MPM Capital, BioImpact Capital | Acquired | Strong |
| 87 | ReNAgade Therapeutics | RNA medicines platform | $300M | 1 | May 2023 | $300M | Series A | MPM BioImpact, F2 Ventures | Acquired | Full |
| 88 | Amolyt Pharma | Rare endocrine peptide therapeutics | $293M | 3 | January 2023 | $138M | Series C | Sofinnova Partners, ICG, Novo Holdings | Acquired | Full |
| 89 | CardioDx | Cardiovascular genomic diagnostics | $282M | 11 | January 2017 | $18M | Later equity financing | Longitude Capital, J.P. Morgan, Bright Capital | Shutdown | Partial |
| 90 | Vividion Therapeutics | Undruggable target therapeutics | $267M | 3 | February 2021 | $135M | Series C | Logos Capital, Boxer Capital, ARCH Venture Partners | Acquired | Full |
| 91 | Senda Biosciences | Programmable mRNA delivery medicines | $266M | 3 | August 2022 | $123M | Series C | Flagship Pioneering, Samsung Life Science Fund, Qatar Investment Authority | Acquired | Strong |
| 92 | Frontier Medicines | Drugging undruggable proteins | $256M | 4 | June 2024 | $20M | Series C Extension | Deep Track Capital, ArrowMark Partners | Active | Full |
| 93 | Mojave Pharma | Neuropsychiatric drug development | $220M | 1 | October 2017 | $220M | Series C | Not disclosed | Shutdown | Low |
| 94 | Shanghai Cell Therapy Group | Cell therapy R&D services | $211M | 2 | March 2021 | $77M | Series D | CCB International, Haier Capital, Jiuzhou Venture | Active | Partial |
| 95 | GenapSys | Portable DNA sequencing platform | $206M | 4 | May 2021 | $70M | Series D | Farallon Capital, Soleus Capital, PBM Capital | Shutdown | Partial |
| 96 | Castle Creek Biosciences | Rare disease gene therapies | $193M | 4 | May 2022 | $113M | Preferred stock | Paragon Biosciences, Fidelity, Valor Equity Partners | Active | Partial |
| 97 | Beijing Biostar Technologies | Synthetic biology cancer drugs | $180M | 3+ | October 2024 | $45M | IPO | Matrix Partners China, Efung Capital, CCB International | IPO | Partial |
| 98 | Botamedi | Algae-derived therapeutics | $159M | 1 | May 2018 | $159M | PE round | Shining Sun Technology | Active | Low |
| 99 | 3D Medicines | Cancer immunotherapy medicines | $140M | 1 | October 2020 | $140M | Private financing | Efung Capital, China Capital Management, Ruiyi Investment | IPO | Partial |
| 100 | Voronoi | Kinase inhibitor drugs | $92M | 3 | June 2023 | $35M | Post-IPO Equity | Nice Investment Partners, Honest Ventures, ES Investor | IPO | Low |

This market map, featured in our biotechnology market deck, highlights top companies and startups in the biotechnology market
Key funding trends in the biotechnology market
Insights
- The top 10 biotechnology startups raised about $19.5B combined, which shows how strongly capital is concentrated in platform biology, oncology, diagnostics, and AI drug discovery.
- Altos Labs alone raised more than the bottom 17 companies combined, which shows how one exceptional launch round can reshape a biotechnology funding ranking.
- AI drug discovery is now one of the deepest capital pools in biotechnology, with Isomorphic Labs, Generate Biomedicines, Insitro, Insilico Medicine, Xaira, and Eikon raising about $7.4B combined.
- Oncology remains the strongest biotechnology funding theme, with GRAIL, Caris, FogPharma, Freenome, CG Oncology, Odyssey, ArsenalBio, Bicara, RayzeBio, and Zenas raising roughly $10.3B.
- Cell and gene therapy platforms remain highly fundable, with ElevateBio, Cellares, ArsenalBio, Kriya, AvenCell, Capstan, and Chime Biologics raising about $4.2B in aggregate.
- Diagnostics and sequencing companies show unusual scale for life sciences tools, with GRAIL, Caris, Freenome, Element Biosciences, MGI Tech, Ultima Genomics, Karius, DNA Script, and DELFI raising about $8.8B.
- Several biotechnology companies crossed $1B with fewer than five rounds, which suggests investors are willing to fund compressed paths when the platform targets very large markets.
- Recent mega-rounds in 2024, 2025, and 2026 show that late-stage biotechnology investors still back differentiated platforms, even in a more selective funding environment.
- Specialist investors appear again and again near the top of the ranking, especially ARCH, OrbiMed, RA Capital, Foresite, Flagship, and Bain Capital Life Sciences.
- Precision immunology is becoming a major biotechnology funding theme, with Alumis, Zenas, Mirador, Areteia, Apollo, and Odyssey together raising more than $4.0B.

As this chart shows, and as featured in our biotechnology market deck, search interest in biotech has been trending upward
A few word about our methodology
As you can see, we built a database that ranks startups in the biotechnology market based on their total cumulative fundraising. To create this ranking, we reviewed many sources and cross-checked information across multiple places.
Whenever possible, we prioritized official company communications, since they are the most reliable source for funding amounts. When those were not available, we relied on reputable industry sources such as TechCrunch, Crunchbase, Financial Times or Forbes (to name a few).
We excluded random blogs, unverified websites, and any sources that could not be validated.
When funding rounds were announced in other currencies such as euros, Swiss francs, Singapore dollars, Australian dollars, or rupees, we converted them into approximate USD equivalents for consistency.
Sometimes different sources report slightly different numbers, or the exact round size is not fully disclosed. In those cases, we flag the uncertainty and assign a confidence label to each startup, visible in the last column.
Here is what they mean.
Full confidence: The company’s equity fundraising history can be reconstructed completely from public sources. The rounds, dates, amounts, and key investors are clearly identified, with no meaningful gaps.
Strong confidence: The fundraising history is largely complete and reliable. There may be a small missing detail, such as incomplete investor information or a minor round with limited data, but the overall record is clear.
Partial confidence: The main fundraising rounds can be identified, but the record is incomplete or somewhat mixed. Some rounds may be missing or certain funding events may be difficult to separate clearly.
Low confidence: Public information is too limited, inconsistent, or ambiguous to reliably reconstruct the company’s equity fundraising history.
When the confidence level is too low, we take a conservative approach and exclude the company from the ranking. We don’t want to include data that cannot be reliably verified.
This reflects how we conduct all our research, including the work behind our report covering the biotechnology market.
In a world where LLMs hallucinate and unreliable information is everywhere, our goal is simple: provide data you can trust.
If you want the full detail on a specific calculation, feel free to contact us and we will gladly explain.
Finally, know that we update the dataset once per month, so come back here if you need fresh information.

This chart, featured in our biotechnology market deck, looks at Vertex’s strategy in biotechnology
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