The Companies That Promised Long Life But Died Prematurely
The rankings of the failures are provided by LLMs so that I do not offend anyone. I am in longevity for over 20 years stepping from GPU engineering and business into biotech. I have seen many companies launch and fall. In our industry, people do not like to talk about failures. Especially when it comes to products or individuals.
I remember presenting at a longevity event and mentioning several notable failures — one person in the audience actually complained that what I mentioned was not a failure. I was talking about a product that failed in a Phase 3 trial, designed in a way where no proper aging biomarkers were collected, making it impossible to tell if anything worked. The company had to give up on that project and merge with another one. So in this article, 100% of the failures are derived from the LLMs — don't blame me.
It is important to know about and study the history of longevity biotech because very often the new is just the iteration on the forgotten past. LLMs are good at helping review the history.
Promise: SIRT1-activating resveratrol analogs to extend human lifespan — the sirtuin revolution.
Failure: Acquired by GSK for $720M in 2008 in a frenzy of anti-aging hype. Clinical trials failed — SRT501 caused kidney damage in myeloma patients. GSK shut down all Sirtris R&D by 2013. No longevity product ever reached market. The $720M became the most expensive lesson in aging biotech history.
Promise: Google/Alphabet's $2.5B+ anti-aging moonshot with AbbVie partnership. "Cure death" was the headline.
Failure: Over a decade and billions spent with zero approved drugs, near-total opacity, and no published longevity breakthroughs. Layoffs in 2024. Widely considered the most expensive stagnation in biotech history. The "cure for aging" promise remains unfulfilled.
Promise: Wnt pathway modulators to regenerate aging tissues — hair, skin, joints, cognition. Once valued at $12 billion.
Failure: Multiple Phase 2/3 failures in osteoarthritis (lorecivivint), hair loss, and tendon repair between 2021–2023. Valuation collapsed from $12B to near-nothing. Investor lawsuits. Rebranded as Biosplice and pivoted to cancer. The anti-aging regeneration thesis died.
Promise: Craig Venter's genome-sequencing + AI longevity health platform (Health Nucleus). Predict and prevent aging.
Failure: Burned through $300M+. Venter ousted in 2018. Multiple lawsuits. Massive layoffs. Never delivered longevity products. Pivoted to concierge health screening. The biggest name in genomics couldn't solve aging with sequencing alone.
Promise: Senolytic drugs to clear senescent "zombie" cells and reverse age-related diseases. The poster child of the senolytics movement.
Failure: UBX0101 failed Phase 2 for osteoarthritis in 2020 — no benefit over placebo. Stock collapsed 80-90%. Mass layoffs. Pivoted to narrow ophthalmology. The original thesis of systemic anti-aging senolytics in humans died with this trial.
Promise: TORC1 inhibitor RTB101 (rapalog) to boost immune function in the elderly and prevent age-related respiratory illness.
Failure: Phase 3 failed in 2019 — no reduction in respiratory infections. The most direct clinical test of the mTOR-aging hypothesis in humans failed. Company merged into Adicet Bio in 2020; longevity program killed entirely.
Promise: Telomerase activation/inhibition for aging reversal. One of the first companies to commercially pursue the telomere theory of aging.
Failure: Abandoned the entire anti-aging program in the 2000s. Pivoted completely to oncology (imetelstat). The original longevity thesis — that telomerase would reverse human aging — was never validated. A pioneer that walked away.
Promise: $3B partial epigenetic reprogramming for aging reversal. Backed by Jeff Bezos and Yuri Milner. Recruited top scientists globally.
Failure: Three+ years in: zero clinical programs, key scientists departing (2024), no published rejuvenation breakthroughs. The largest single investment in aging with nothing to show. While still technically alive, widely viewed as failing to deliver on its extraordinary promises despite unprecedented capital.
Promise: David Sinclair's umbrella company with 6 daughter companies covering all hallmarks of aging simultaneously.
Failure: Massive 2020-2021 restructuring killed all daughter companies (Senolytic Therapeutics, Spotlight, Continuum, Jumpstart, Iduna, Lua). The "address every hallmark" strategy collapsed. Narrowed to partial epigenetic reprogramming only. A cautionary tale of overambition in aging research.
Promise: Young plasma fractions (GRF6019, GRF6021) for aging reversal and neurodegeneration. Born from the "young blood" parabiosis research.
Failure: Phase 2 trials in Alzheimer's and Parkinson's failed 2020–2021. Acquired by Grifols, which shut down the aging R&D in 2022. The scientific paradigm of young blood fractions for human rejuvenation failed to translate clinically.
Promise: Jim Mellon's longevity holding company. Portfolio approach: metformin, NAD+, senolytics, AI — invest in everything aging.
Failure: Burned through $100M+. Several subsidiaries shut down (FoxBio, LyGenesis delays). Failed IPO attempts. Major write-downs 2023–2024. The "VC holding company" model for longevity proved unsustainable without clinical wins.
Promise: Young blood plasma transfusions for anti-aging at $8,000/liter. Direct-to-consumer "vampiric rejuvenation."
Failure: FDA issued a formal warning in February 2019 against all young-blood anti-aging claims. Shut down. Briefly restarted. Defunct. Became a symbol of unregulated anti-aging quackery that damaged the field's credibility.
Promise: Michael West's induced tissue regeneration (iTR) and PureStem for aging reversal via telomerase reprogramming.
Failure: Stock collapsed below $0.20. Delisted from NYSE in 2023. Zero revenue, zero clinical trials completed. Went bankrupt in 2024. A veteran aging researcher's final company dying without ever testing anything in humans.
Promise: AI-driven drug repurposing from human longevity biobank data. The most data-driven approach to geroscience drug discovery.
Failure: Lead program azelaprag halted after safety problems in Phase 2 (2024). The first major clinical geroscience program to reach advanced testing — and it failed. Stock collapsed. The poster child for AI-meets-aging drug discovery hit reality.
Promise: Sirtuin and insulin-signaling drugs for aging. Co-founded by Cynthia Kenyon and Lenny Guarente — two legends of aging biology.
Failure: Pivoted from anti-aging to diabetes. Ran out of funding. Effectively defunct by 2010–2012. Two Nobel-caliber scientists couldn't translate worm longevity genes into human drugs. The gap between model organisms and humans proved too wide.
Promise: Telomerase activators via small molecules to "cure aging itself." Screened 250,000+ compounds.
Failure: Could never translate a hit into a viable drug candidate. Ran out of funding by 2012. Downsized repeatedly. Essentially dormant. Decades of compound screening produced nothing clinically viable. Telomerase activation by small molecules remains unsolved.
Promise: Mitochondrial-targeted peptide elamipretide for age-related diseases — the energy-of-aging thesis.
Failure: Multiple Phase 3 failures: LHON failed, Barth syndrome rejected by FDA in 2020. Taken private at fire-sale prices in 2022. The mitochondrial peptide approach to aging disease failed in the clinic despite elegant preclinical biology.
Promise: NAD+ precursor supplement "Basis" (nicotinamide riboside + pterostilbene) to slow aging. Celebrity scientific advisors.
Failure: Sued by ChromaDex over IP. FDA warning letter for unapproved drug claims. Clinical trials failed to show meaningful aging reversal. Dropped "anti-aging" language. Downsized. A supplement company dressed up as longevity biotech.
Promise: Noah Davidsohn/George Church gene therapy combo for aging — first in dogs, then humans. Yamanaka factor cocktails.
Failure: Dog longevity program quietly shelved. Failed to produce human clinical data. Pivoted to rare genetic diseases. Layoffs 2023–2024. George Church's name couldn't compensate for the gap between gene therapy hype and aging biology reality.
Promise: Mitochondrial-derived peptides (MOTS-c, humanin analogs) for metabolic aging and age-related disease.
Failure: Multiple clinical failures. Could never translate the biology of mitochondrial peptides into a viable drug. Merged with Morphogenesis/TuHURA in 2024 essentially as a shell. Longevity programs completely abandoned.
| Rank ↕ | Company ↕ | Year ↕ | Technology / Promise ↕ | Failure ↕ |
|---|---|---|---|---|
| 1 | Sirtris Pharmaceuticals | 2004 | SIRT1 activators / resveratrol analogs | Acquired by GSK for $720M; all programs failed; shut down 2013 |
| 2 | Calico Labs (Alphabet) | 2013 | $2.5B+ anti-aging moonshot with AbbVie | Zero approved drugs after a decade; no longevity breakthroughs; layoffs 2024 |
| 3 | Samumed / Biosplice | 2008 | Wnt pathway modulators for tissue regeneration ($12B valuation) | Multiple Phase 2/3 failures; valuation collapsed; pivoted to cancer |
| 4 | Human Longevity Inc. (HLI) | 2013 | Genome sequencing + AI longevity platform | Burned $300M+; Venter ousted; lawsuits; never delivered longevity products |
| 5 | Unity Biotechnology | 2011 | Senolytic drugs (UBX0101, UBX1325) | UBX0101 failed Phase 2 (2020); stock collapsed 80-90%; pivoted to ophthalmology |
| 6 | resTORbio | 2016 | TORC1 inhibitor RTB101 for immune aging | Phase 3 failed 2019; merged into Adicet Bio; longevity program killed |
| 7 | Geron Corporation | 1990 | Telomerase for aging reversal | Abandoned anti-aging; pivoted entirely to oncology (imetelstat) |
| 8 | Altos Labs | 2021 | $3B partial epigenetic reprogramming (Bezos/Milner) | 3+ years, zero clinical programs; key scientists departing; no breakthroughs |
| 9 | Life Biosciences | 2017 | 6 daughter companies covering all hallmarks of aging (Sinclair) | Killed all subsidiaries 2020-2021; narrowed to reprogramming only |
| 10 | Alkahest | 2014 | Young plasma fractions for aging/neurodegeneration | Phase 2 failures; acquired by Grifols; aging R&D shut down 2022 |
| 11 | Juvenescence | 2017 | Longevity holding company (Mellon) | Burned $100M+; subsidiaries shut down; failed IPO; write-downs 2023-2024 |
| 12 | Ambrosia | 2016 | Young blood plasma transfusions ($8K/liter) | FDA warning 2019; shut down; damaged field credibility |
| 13 | AgeX Therapeutics | 2017 | Induced tissue regeneration / telomerase reprogramming | Stock below $0.20; delisted NYSE 2023; bankrupt 2024 |
| 14 | BioAge Labs | 2015 | AI-driven longevity biobank drug discovery | Lead azelaprag halted Phase 2 safety issues; stock collapsed |
| 15 | Elixir Pharmaceuticals | 1999 | Sirtuin/insulin-signaling aging drugs (Kenyon/Guarente) | Pivoted from anti-aging to diabetes; ran out of funding; defunct ~2010 |
| 16 | Sierra Sciences | 1999 | Telomerase activation small molecules | 250K+ compounds screened; no viable drug; dormant after 2012 |
| 17 | Stealth BioTherapeutics | 2006 | Mitochondrial peptide elamipretide | Multiple Phase 3 failures; taken private at fire-sale 2022 |
| 18 | Elysium Health | 2014 | NAD+ supplement "Basis" for aging | Lawsuits; FDA warning; no aging reversal shown; dropped anti-aging claims |
| 19 | Rejuvenate Bio | 2018 | Gene therapy combo for aging (Church lab) | Dog program shelved; pivoted to rare diseases; layoffs 2023-2024 |
| 20 | CohBar Inc. | 2007 | Mitochondrial-derived peptides (MOTS-c) | Multiple clinical failures; merged into shell 2024; programs abandoned |
| 21 | Cortexyme / Quince Therapeutics | 2012 | Gingipain inhibitor for aging-related Alzheimer's | Phase 2/3 failed 2022; FDA clinical hold; liver toxicity; rebranded/pivoted |
| 22 | BioViva | 2015 | Telomerase + follistatin gene therapy (Parrish self-experiment) | No legitimate trials; dismissed by scientific community; defunct after 2022 |
| 23 | Genescient | 2007 | "Methuselah flies" genetics → human nutraceuticals | No clinical validation; failed commercially; shut down |
| 24 | Oisin Biotechnologies | 2014 | Lipid nanoparticle senolytic gene therapy (p16/p53) | No clinical progress in a decade; funding stalled; dormant |
| 25 | Longeveron | 2014 | Mesenchymal stem cells for aging frailty | Phase 2 missed endpoints; stock collapsed 90%+; pivoted away from aging |
| 26 | Turn Biotechnologies | 2017 | mRNA epigenetic reprogramming (ERA) for aging | No clinical entry; pivoted to cosmetic skin; shut down late 2025 |
| 27 | Athersys | 1995 | MultiStem stem cells for stroke/aging regeneration | Phase 3 stroke failed; bankrupt 2023; assets sold |
| 28 | Proteostasis Therapeutics | 2008 | Proteostasis network drugs for aging diseases | CF program failed; reverse merger; defunct |
| 29 | Yumanity Therapeutics | 2014 | Protein homeostasis for neurodegenerative aging | Programs stalled/failed; exited field through reverse merger |
| 30 | Histogen | 2007 | Regenerative growth factors for hair/skin aging | Phase 3 hair loss failed 2020; filed for dissolution 2023 |
| 31 | OvaScience | 2011 | Egg rejuvenation via mitochondria/precursor cells | AUGMENT fertility programs failed; merged into Millendo Therapeutics |
| 32 | Frequency Therapeutics | 2014 | Progenitor cell activation for hearing regeneration | FX-322 failed key trials; merged with Korro Bio |
| 33 | Sangamo Therapeutics | 1995 | Zinc finger epigenetic regulators for age-related disease | Stock collapsed 95%; partnerships terminated; longevity programs killed |
| 34 | Axovant / Sio Gene Therapies | 2014 | Alzheimer's therapies to preserve cognition in aging | Intepirdine failed Phase 3; gene therapy pivots failed; liquidated |
| 35 | Organovo | 2007 | 3D bioprinted tissues/organs for replacement | Failed to commercialize; repeatedly restructured; abandoned organ printing |
| 36 | Libella Gene Therapeutics | 2019 | $1M pay-to-play telomerase gene therapy in Colombia | FDA/SEC scrutiny; trial never legitimately enrolled; dormant |
| 37 | Navitor Pharmaceuticals | 2014 | mTORC1 modulators for aging | Lead program failed Phase 2 depression 2022; longevity thesis abandoned |
| 38 | Gero Discovery | 2015 | AI-driven aging biomarkers and drug discovery | Failed to attract pharma deals; pivoted to consulting; minimal progress |
| 39 | Intervene Immune | 2018 | TRIIM trial — GH + DHEA + metformin for thymic regeneration | TRIIM-X stalled; no commercial product; minimal funding |
| 40 | Telocyte | 2014 | Telomerase gene therapy for Alzheimer's | Never entered clinical trials; no funding raised; dormant |
| 41 | BioTime / Lineage Cell Therapeutics | 1990 | Embryonic stem cell regeneration / "immortal" cell platforms | Abandoned anti-aging ambitions; narrowed to conventional cell therapy |
| 42 | SENS Research Foundation | 2009 | SENS damage-repair rejuvenation biotechnology | Core researchers left; funding collapsed; lab closed 2022; merged into Lifespan.io |
| 43 | Prana / Alterity Therapeutics | 1997 | Metal-protein attenuation for Alzheimer's/neurodegeneration | PBT2 failed clinically; rebranded; never delivered neuro-aging therapy |
| 44 | vTv Therapeutics | 1998 | Azeliragon/RAGE inhibition for Alzheimer's/aging inflammation | Azeliragon failed Phase 3; central aging neurodegeneration program destroyed |
| 45 | StemCells Inc. | 1988 | Neural stem cells for aging/damaged nervous system | Halted clinical programs; failed to secure financing; shut down 2016 |
| 46 | Neuralstem / Seneca Biopharma | 1996 | Neural stem cells for ALS/neurodegeneration | ALS program failed efficacy; bankrupt 2021; merged into Palisade Bio |
| 47 | Cytori Therapeutics / Plus Therapeutics | 1996 | Adipose-derived regenerative cells for cardiovascular aging | Key programs failed; abandoned regenerative identity |
| 48 | GTx Inc. / Oncternal | 1997 | SARMs for sarcopenia, muscle wasting, frailty | Enobosarm failed late-stage trials; merged into Oncternal |
| 49 | Isolagen / Fibrocell Science | 1995 | Autologous fibroblast therapy for skin rejuvenation | LaViv failed commercially; bankruptcy 2009; pivoted to gene therapy |
| 50 | Celularity | 2017 | Placental cell therapies for regeneration/aging | SPAC valuation collapsed; programs stalled; severe financing pressure |
| 51 | Advanced Cell Technology / Ocata | 1994 | Embryonic stem cells for retinal degeneration/regeneration | Failed to deliver broad regenerative promise; acquired/folded into Astellas |
| 52 | Tengion | 2003 | Regenerated bladders, kidneys, and organs | Clinical and development failures; bankruptcy; liquidated |
| 53 | Nuo Therapeutics | 2000 | Aging wound healing | Chapter 11 bankruptcy 2016; restructured as shell |
| 54 | Genervon Biopharmaceuticals | 2001 | GM6 motoneuron factor for aging neurodegeneration | All trials failed; multiple FDA rejections; defunct by 2018 |
| 55 | TauRx Therapeutics | 2002 | Anti-tau aggregation for cognitive aging | Phase 3 LMTX failed 2016; longevity promise died |
| 56 | LADRx (CytoDyn) | 2002 | Leronlimab (CCR5 blockade) claimed anti-aging | All Phase 3 failed; FDA refused; stock to zero 2023 |
| 57 | Gensight Biologics | 2012 | Gene therapy for age-related vision loss | EMA rejection 2023; near-bankruptcy 2024; massive dilution |
| 58 | ChromaDex (Niagen) | 1999 | NR to boost NAD+ and reverse aging | Trials failed to show anti-aging effect; stock crashed 90%; pivoted to sports nutrition |
| 59 | Caladrius / NeoStem | 1980 | Stem cell therapies for ischemia/regeneration | Programs failed; merged into Lisata Therapeutics |
| 60 | BrainStorm Cell Therapeutics | 2000 | Autologous stem cells for ALS/neurodegeneration | NurOwn failed FDA approval; neuro-regeneration promise failed |
| 61 | RepliCel Life Sciences | 2010 | Cell therapies for hair/tendon/skin rejuvenation | Failed to commercialize; capital-starved; no approved product |
| 62 | Pluristem / Pluri | 2001 | Placenta-derived cell therapy for aging degeneration | Multiple late-stage failures; pivoted to food-tech |
| 63 | International Stem Cell Corp. | 2001 | Parthenogenetic stem cells for Parkinson's/regeneration | Failed to deliver approved therapy; commercially marginal |
| 64 | Aastrom / Vericel | 1989 | Autologous cell therapy for vascular/tissue regeneration | Original cell-therapy pipeline failed; restructured into different company |
| 65 | Asterias Biotherapeutics | 2012 | ES cell-derived therapies for spinal cord/regeneration | Failed to commercialize; acquired by Lineage after weak traction |
| 66 | Proclara / NeuroPhage | 2007 | Amyloid/misfolded protein clearance for aging diseases | Failed to progress; absorbed and disappeared |
| 67 | NuSirt Biopharma | 2007 | Leucine combos for metabolic aging | Failed to build clinical franchise; ceased to matter |
| 68 | MitoKor | 1991 | Mitochondrial genomics for aging disease drugs | Failed to translate; disappeared through restructuring |
| 69 | Edison / BioElectron | 2005 | Redox/mitochondrial therapeutics for neurodegeneration | EPI-743 failed; assets sold to PTC Therapeutics |
| 70 | Acucela / Kubota Vision | 2002 | Visual-cycle modulation for age-related macular degeneration | Emixustat failed major trials; core program collapsed |
| 71 | Cellect Biotechnology | 2011 | Stem cell selection for aging regenerative medicine | Failed clinically; delisted; defunct |
| 72 | NovaBay Pharmaceuticals | 2002 | Aging skin/eye products | Multiple delistings; going-concern warnings 2023-2024 |
| 73 | ReNeuron | 1997 | Neural stem cells for age-related brain decline | Phase 2 stroke failed 2020; bankrupt 2022 |
| 74 | Stemedica Cell Technologies | 2005 | Adult stem cells for anti-aging infusions | FDA warnings; investor lawsuits; ceased operations 2023 |
| 75 | Regeneus | 2009 | Stem cell therapy for osteoarthritis/joint aging | Phase 3 failed 2022; delisted; liquidated |
| 76 | Deep Longevity | 2018 | AI aging clocks and supplements | Parent delisted; dissolved; no clinical products |
| 77 | BioMarker Pharmaceuticals | 1997 | Caloric restriction mimetics / gene-expression anti-aging | Failed to advance clinical drug; faded from sector |
| 78 | LifeGen Technologies | 2000 | Genomics of caloric restriction and aging | Acquired by Nu Skin; became supplement R&D; no life-extension therapy |
| 79 | Chronos Therapeutics | 2011 | Aging-related neurodegenerative drugs | Acquired by Cerevance 2017; longevity thesis abandoned |
| 80 | Cellage | 2015 | Senolytic nanoparticle drug delivery | Failed to raise Series A; dormant |
| 81 | Nugenerex / Generex | 1997 | Longevity peptide therapies | SEC fraud allegations; delisted; defunct |
| 82 | Iduna Therapeutics | 2017 | Partial reprogramming for aging (Life Bio subsidiary) | Folded back into Life Biosciences 2021; killed as standalone |
| 83 | Senolytic Therapeutics | 2017 | Senolytic drugs (Life Bio subsidiary) | Shut down during 2020-2021 Life Bio restructuring |
| 84 | CellAge (UK) | 2013 | Senolytic gene circuits to kill aging cells | Acquired by AgeX → AgeX went bankrupt; never tested in humans |
| 85 | Longevity Biotech Solutions | 2010 | Artificial proteins (HYBRids) for aging inflammation | Ran out of funding 2019; no products; founder moved on |
| 86 | BOLD (Back on Longevity Drugs) | 2018 | Drug repurposing for aging (metformin etc.) | Dissolved 2022; failed to raise Series B; no trial started |
| 87 | Aevum Therapeutics | 2017 | RNA-based in vivo reprogramming for aging | Shut down 2024; Series A failed; no human data |
| 88 | Re-Vana Therapeutics | 2014 | Ocular senolytics for cataract/aging | Ran out of funding 2022; no clinical trials |
| 89 | Ribozyome / Gerontogene | 2001 | Gene therapy to repair telomeres | FDA rejected IND; bankrupt 2008 |
| 90 | Replay Therapeutics | 2017 | Reprogramming therapy to reverse epigenetic aging | Bankrupt 2024; anti-aging program killed; assets sold for pennies |
| 91 | NAD+ Research Inc. (ProHealth) | 2003 | NAD+ infusions for anti-aging | FDA crackdown on IV therapy 2021; shut down 2022 |
| 92 | Cellular Dynamics International | 2004 | iPS cells for age-related cell replacement | Acquired by Fujifilm; aging program never materialized |
| 93 | PowerVision | 2002 | Accommodating IOL for age-related presbyopia | Acquired by Alcon; commercialization stalled |
| 94 | MyoKardia | 2012 | Cardiac aging-related disease therapeutics | Acquired by BMS; aging-specific framing dropped entirely |
| 95 | Nkarta (senescence programs) | 2015 | NK cells targeting senescent cells | Senescence indications dropped; pivoted to oncology |
| 96 | Lycored | 2000 | Lycopene supplements for skin aging | Large trial failed to show aging reversal 2018; dropped anti-aging marketing |
| 97 | Senolytic Therapeutics (standalone) | 2016 | Small-molecule senolytics for aging | Never reached clinical stage; acquired and shut down |
Showing 97 companies
I tried to analyze why these companies fail. One of the most common reasons is the failure to build a credible and sustainable business. There are several examples where companies decided to raise a hell lot of money at the very beginning. These companies are usually very slow, started by physically old management (usually, you need to be old and experienced to raise a lot of money) and in just a few years they start falling apart. VCs that incubate these companies try to cash out early and often start new longevity companies.
Running out of money, clinical failure, or strategic pivot by the investors are among the most common failures.
When I started Insilico I wanted to build a very sustainable business. We could not just focus on aging but had to make aging research into both the source of promising therapeutic targets for age-related diseases and then use these diseases to get deeper insights into biology of aging. There were several times when funding was very tough and we had to do more pharma-only research instead of aging but part of the company was always focused on aging.
Today, we are approaching sustainability and have massive experience incorporating aging research into the drug discovery and development process but it is very important to always look back at history and constantly learn from the mistakes of others. We also can not be comfortable even when the times are very good — only the paranoid survive. In longevity, only the most sustainable and scalable companies will survive.
This analysis was compiled by cross-referencing outputs from three frontier large language models: GPT-5.5 (OpenAI), Claude Opus 4.7 (Anthropic), and DeepSeek V4 Flash. Each model was asked independently to identify the top 50 failed longevity biotechnology companies. Results were merged, deduplicated, and ranked by significance (capital raised, prominence, impact on the field). Companies appearing in all three outputs were prioritized. The top 20 were selected based on cross-model consensus and the scale of failure.
Note: Some entries represent "partial failures" — pivots, stagnation, or longevity programs killed within otherwise surviving entities. The criterion is that the original longevity/anti-aging promise failed.