AI drug pipeline tracker
Drugs that a public source explicitly says AI, machine learning or computational design helped discover or design, and where each one stands. Where a trial is registered, the card shows the phase from ClinicalTrials.gov. Where it isn't, the card shows what the company says and labels it that way.
Inclusion rule: a drug is listed only if an online source explicitly says AI, machine learning or computational design was used to discover or design that specific drug, and its card links to that source. Each card names its AI source: a paper, the company or a post on X.Two cards are labeled exception (Zovegalisib and Lirafugratinib). They stay on the board although no source ties AI to them specifically.
The pharma AI partner map shows who big pharma works with on AI, from drug discovery companies to AI platforms, health data groups and research centers.
What big tech has announced in biology
AI drug discovery company profiles
Data as of . This section sits outside the Pharma AI Tracker, which records what large pharma companies say about their own AI work.
Headline numbers
- 40programs on the board
- 17companies
- 30in human trials or approved
- 28with a trial registry record, any tier
- Preclinical 7 programs
- IND 3 programs
- Phase 1 20 programs
- Phase 2 4 programs
- Phase 3 5 programs
- Approved 1 program
Combined phases count in the lower phase, so Phase 1/2 counts as Phase 1. 7 of 40 programs have a confirmed phase source from the company, a partner, a regulator or a paper. 24 rest on a trial registry record and 9 on a post on X only. The 28 with a trial registry record count every card that has one: the 24 registry cards plus 4 confirmed cards that also have a trial (GB-4362, ISM8969, Zasocitinib, Lirafugratinib). 40 of 40 link to an AI source: 9 to a paper, 31 to the company and 0 to a post on X.
Pipeline board
Showing 40 of 40 programs.
Preclinical 7
-
ISM9546 (VAV1 molecular glue degrader)
Insilico Medicine: company profilePreclinical candidate per company
Treats: Autoimmune diseases including rheumatoid arthritis and IBD
- Modality
- Small molecule (oral molecular glue)
- AI role
- Molecule design
- AI source
- Company
X only. Since
Source -
XtalPi topical hair loss candidate
XtalPi: company profileIND-enabling per company
Treats: Androgenetic alopecia
- Modality
- Small molecule (topical)
- AI role
- Molecule design
- AI source
- Company
X only. Since
Source -
ISM1354 (GIPR antagonist)
Insilico Medicine: company profilePreclinical candidate per company
Treats: Obesity
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
X only. Since
Source -
XtalPi HIV entry candidate
XtalPi with Viva-Thera: company profilePreclinical candidate per company
Treats: HIV
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
X only. Since
Source -
MP-5342 (LDHA inhibitor)
XtalPi with META Pharmaceuticals: company profileIND-enabling per company
Treats: Autoimmune disease
- Modality
- Small molecule (oral)
- AI role
- Molecule design
- AI source
- Company
X only. Since
Source -
ISM9077 (Target Y inhibitor)
Insilico Medicine: company profilePreclinical candidate per company
Treats: Ocular, inflammatory and aging-related diseases
- Modality
- Small molecule
- AI role
- Target and molecule design
- AI source
- Company
X only. Since
Source -
MTS-128
METiS TechBio (licensed to Boulevard Bio): company profilePreclinical per company
Treats: Autoimmune disease
- Modality
- Trispecific T-cell engager
- AI role
- Molecule design
- AI source
- Company
Confirmed. Since
Source
No programs match.
IND 3
-
KQTD-126 (pan-TRK inhibitor)
XtalPi: company profileIND submitted (US), not yet in effect per company
Treats: Chronic intestinal pain (IBS and IBD)
- Modality
- Small molecule (gut-restricted)
- AI role
- Molecule design
- AI source
- Company
X only. Since
Source -
NTS231 (NRF2 degrader)
Nutshell Therapeutics: company profileIND in effect (FDA) per company
Treats: Cancers with aberrant NRF2 activation
- Modality
- Small molecule degrader
- AI role
- Molecule design
- AI source
- Company
Confirmed. Since
Source -
Rentosertib inhaled formulation
Insilico Medicine: company profileIND in effect (China CDE) per company
Treats: Idiopathic pulmonary fibrosis
- Modality
- Small molecule (inhaled)
- AI role
- Molecule design
- AI source
- Company
Confirmed. Since
Source
No programs match.
Phase 1 20
-
ABS-201
Absci: company profilePhase 1/2 registry
Company reports Phase 1/2a; Phase 2 STORYLINE planned
Treats: Androgenetic alopecia, a common form of hair loss (women's cohort opened)
- AI role
- AI-designed therapeutic
- AI source
- Company
Registry. Since
Registry -
GB-5267 (MUC16 CAR T)
Generate:Biomedicines (trial sponsor Roswell Park): company profilePhase 1 registry
Treats: Platinum-resistant ovarian cancer
- Modality
- Cell therapy (CAR T)
- AI role
- Protein design
- AI source
- Company
Registry. Since
Registry -
REC-7735 (PI3Ka H1047R)
Recursion Pharmaceuticals: company profilePhase 1/2 registry
Treats: Solid tumors (PI3Ka H1047R-mutant; breast cancer focus per earlier pipeline updates)
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
BHB810
BigHat Biosciences: company profilePhase 1/2 registry
Treats: CDH17-positive gastrointestinal cancers (gastric, gastroesophageal junction, colorectal, pancreatic)
- Modality
- Antibody-drug conjugate
- AI role
- Antibody design
- AI source
- Company
Registry. Since
Registry -
REC-1245
Recursion Pharmaceuticals: company profilePhase 1/2 registry
Treats: Unresectable, locally advanced or metastatic cancers; relapsed or refractory lymphomas
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
REC-617 (CDK7 inhibitor)
Recursion (trial sponsor Exscientia AI Ltd, a Recursion subsidiary): company profilePhase 1/2 registry
Treats: Advanced solid tumors
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
GB-4362 (MMAE neutralizer)
Generate:Biomedicines: company profilePhase 1 registry
Treats: Locally advanced or metastatic urothelial cancer (reducing enfortumab vedotin MMAE toxicity)
- Modality
- Biologic (MMAE-neutralizing protein, given with enfortumab vedotin and pembrolizumab)
- AI role
- Molecule design
- AI source
- Company
Confirmed. Since
Registry -
ISM8207 (QPCTL inhibitor)
Insilico Medicine (with Fosun): company profilePhase 1 registry
Treats: Advanced solid tumors and relapsed or refractory B-cell lymphoma
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Paper
Registry. Since
Registry -
ISM8969 (NLRP3 inhibitor)
Insilico Medicine (co-development with Hygtia Therapeutics): company profilePhase 1 registry
Treats: Chronic neuroinflammation, including Parkinson's disease (company goal); the Phase 1 trial enrolls healthy adults and obese adults at cardiovascular risk
- Modality
- Small molecule (oral, brain-penetrant)
- AI role
- Molecule design
- AI source
- Company
Confirmed. Since
Registry -
REC-4539 (LSD1 inhibitor)
Recursion (trial sponsor Exscientia AI Ltd, a Recursion subsidiary): company profilePhase 1 registry
Treats: Small cell lung cancer and other select solid tumors
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
SGR-1505 (MALT1 inhibitor)
Schrodinger: company profilePhase 1 registry
Treats: Mature B-cell neoplasms
- AI role
- Molecule discovery
- AI source
- Paper
Registry. Since
Registry -
MEN2501
Insilico Medicine (licensed to Menarini; trial sponsor Stemline Therapeutics): company profilePhase 1 registry
Treats: Platinum-resistant ovarian cancer
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
ENV-308
Enveda: company profilePhase 1 per company
Treats: Metabolic health, weight maintenance after GLP-1 treatment
- Modality
- Small molecule (oral)
- AI role
- Molecule design
- AI source
- Company
X only. Since
Source -
IAM1363 (HER2 TKI)
Iambic Therapeutics: company profilePhase 1 registry
Company reports Phase 1/1b
Treats: HER2-altered cancers
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
SGR-3515 (WEE1 inhibitor)
Schrodinger: company profilePhase 1 registry
Treats: Advanced solid tumors
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
GB-0669 (anti-SARS-CoV-2 antibody)
Generate:Biomedicines: company profilePhase 1 registry
Treats: COVID-19 (prevention/treatment)
- Modality
- Monoclonal antibody
- AI role
- Molecule design
- AI source
- Paper
Registry. Since
Registry -
ISM3412
Insilico Medicine: company profilePhase 1/2 registry
Treats: Locally advanced or metastatic solid tumors (MTAP-deleted)
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
ABS-101 (anti-TL1A)
Absci: company profilePhase 1 per company
Treats: Inflammatory bowel disease (TL1A)
- Modality
- Antibody
- AI role
- Antibody design
- AI source
- Company
X only. Since
Source -
REC-3565 (MALT1 inhibitor)
Recursion (trial sponsor Exscientia AI Ltd, a Recursion subsidiary): company profilePhase 1 registry
Treats: Relapsed or refractory B-cell malignancies, including CLL/SLL and Waldenström's macroglobulinemia
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry -
ISM6331
Insilico Medicine: company profilePhase 1/2 registry
Treats: Mesothelioma and solid tumors
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry
No programs match.
Phase 2 4
-
ENV-294
Enveda: company profilePhase 2 registry
Treats: Atopic dermatitis; asthma
- AI role
- Molecule discovery
- AI source
- Company
Registry. Since
Registry -
HLX-1502
Healx: company profilePhase 2 registry
Treats: Neurofibromatosis type 1
- AI role
- Drug repurposing
- AI source
- Company
Registry. Since
Registry -
Garutadustat (ISM5411, PHD inhibitor)
Insilico Medicine: company profilePhase 2 registry
Treats: Ulcerative colitis
- AI role
- Molecule design
- AI source
- Paper
Registry. Since
Registry -
EVX-01
Evaxion: company profilePhase 2 registry
Treats: Melanoma
- Modality
- Personalized cancer vaccine
- AI role
- Vaccine design
- AI source
- Paper
Registry. Since
Registry
No programs match.
Phase 3 5
-
GB-0895
Generate:Biomedicines: company profilePhase 3 registry
Treats: Severe asthma
- Modality
- Antibody
- AI role
- Protein design
- AI source
- Company
Registry. Since
Registry -
Rentosertib
Insilico Medicine: company profilePhase 3 registry
Treats: Idiopathic pulmonary fibrosis
- Modality
- Small molecule
- AI role
- Target and molecule design
- AI source
- Paper
Registry. Since
Registry -
Zasocitinib (TAK-279, TYK2 inhibitor)
Takeda (originated at Nimbus using Schrodinger platform): company profilePhase 3 registry
Treats: Plaque psoriasis
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Paper
Confirmed. Since
Registry -
Zovegalisib
Relay Therapeutics: company profilePhase 3 registry
Treats: PIK3CA-mutant HR+/HER2- advanced breast cancer
- Modality
- Small molecule
- AI role
- Computational design
- Inclusion
- Exception
- AI source
- Paper
Registry. Since
Registry -
MDR-001 (GLP-1 agonist)
MindRank: company profilePhase 3 registry
Treats: Overweight or obesity
- Modality
- Small molecule
- AI role
- Molecule design
- AI source
- Company
Registry. Since
Registry
No programs match.
Approved 1
-
Lirafugratinib (Lyrfigtu)
Discovered by Relay Therapeutics. Developed by Elevar Therapeutics
FDA approved, per FDA
Treats: Previously treated unresectable locally advanced or metastatic cholangiocarcinoma with an FGFR2 fusion or rearrangement
- Modality
- Small molecule (FGFR2 inhibitor)
- AI role
- Computational design
- Inclusion
- Exception
- AI source
- Paper
Discovered with Relay's Dynamo platform, using motion-based computational design (long-timescale molecular dynamics).
Confirmed. Since
Registry
No programs match.
"Since" is the date of the dated source that reports the current phase. The phase may have started earlier.
How to read the board
- IND means an investigational new drug application, the filing a company makes before the first human trial. IND-enabling work counts as preclinical.
- A "registry" label means the phase comes from the trial record on ClinicalTrials.gov. If the company's own post names a different phase, the card says so.
- "Per company" means no trial record was found, so the phase is what the source post says.
- Each card names how its phase source is backed. Confirmed means a primary official source: the company, a partner, a regulator or a paper. Registry means the phase comes from a ClinicalTrials.gov record. X only means the only source is a post on X.
- "AI source" links to the strongest source that says AI, machine learning or computational design helped discover or design the drug. Paper means a peer-reviewed paper, Company means the developer's own release or page, and X means a post on X. The drug page quotes the AI wording.
- Therapeutic areas are my grouping of the indication text. Programs with no stated indication sit under Other. Cards leave out a modality or indication the source does not give.
Spot an error or a missing source? Tell me and I'll fix it.