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DeepCeutix - AI Drug Design PlatformDeepCeutix - AI Drug Design Platform

Autonomous Pharmaceutical Intelligence.
London, UK

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All Systems Operational
© 2026 DeepCeutix Ltd. // Engineered in London
© 2026 NVIDIA, the NVIDIA logo are trademarks and/or registered trademarks of NVIDIA Corporation in the U.S. and other countries.

The platform

From a question
to a filed dossier.

DeepC works the way your scientists do, designing formulations, clearing IP, qualifying safety, and producing the artifacts that go into the dossier. Every claim cited at the source.

Translucent glass discs, an abstract representation of DeepC's layered specialist agents
DeepCeutix Logo
Sessions
High-conc anti-IL-13 IgG4 SC Formulation

We're developing a high-concentration anti-IL-13 IgG4 monoclonal antibody for subcutaneous autoinjector delivery in moderate-to-severe atopic dermatitis. Target concentration is 200 mg/mL in a 1 mL fill, single-injection administration. Viscosity must remain below 20 cP at delivery temperature to enable a 25G thin-wall needle. We need a CMC framework memo covering excipient rationale, aggregation pathway risk, immunogenicity flags, fill-finish considerations, and DailyMed precedent from approved high-conc SC mAbs (dupilumab, tezepelumab class).

DEEPC Biologics Formulation & CMC Agent

BF01: 200 mg/mL anti-IL-13 IgG4 SC CMC memo

Four candidate buffer / surfactant / stabilizer combinations with viscosity, aggregation, immunogenicity, and DailyMed precedent for each.
35 more steps
Thinking…(1084 characters)

What you do

Six jobs, one co-scientist.

The sixteen specialists organise around these. Two tiles preview the actual deliverable you would receive.

Job 01

Design a formulation

From physicochemistry, IID precedent, and patent landscape to three to five candidate formulation cards with rationale and risk notes.

F02Oral, modified-release tablet
Recommended

MR Matrix (HPMC K100M)

Composition
ExcipientFunction% w/w
ActiveAPI35
HPMC K100MHydrophilic matrix former30
Lactose monohydrateFiller25
Microcrystalline celluloseFiller / binder8.5
Magnesium stearateLubricant1
Colloidal silicon dioxideGlidant0.5
BCS classII
Target Tmax6-8 h
Target stability24 mo at 25°C / 60% RH
ManufacturingDirect compression
IID precedentNDA 022030Mirapex ER 0.375 mg
Rationale

HPMC K100M selected as the primary release-control matrix at 30% w/w; concentration sits within IID precedent for oral MR products on Mirapex ER (NDA 022030). Lactose monohydrate and MCC chosen for direct-compression compatibility and to stabilise the API in a low-water-activity matrix.

Formulation · Optimization · VCMSee the agents

Job 02

Optimize what you have

Anchor variants to a parent candidate. Target cost, dissolution, stability, or scale without losing what worked.

Formulation OptimizationSee the agent

Job 03

Clear IP, draft a patent

FTO map with claim-by-claim blocking analysis, three non-infringing alternatives, then a USPTO-formatted draft for your counsel.

FTO · Patent DraftingSee the agent

Job 04

Biologic CMC framework

High-concentration mAbs, bispecifics, ADCs, mRNA-LNPs, AAV gene therapy, cell therapy. Anchored to ICH Q5A-E, Q6B, Q13, Q14.

Biologics SuiteSee the suite

Job 05

File a safety dossier

ERA, extractables, leachables, nitrosamines, OEL, PDE. Klimisch-tiered evidence anchored to ICH M7(R2), Q3E, EMA HBEL, USP <1663>/<1664>, PQRI PODP.

Six safety specialistsSee the suite
Per ICH Q3E + USP <1664> + PQRI PODPCase file lea-7421-A
LEACHABLES ASSESSMENT

Lacosamide 10 mg/mL solution for infusion

SponsorAcme Pharmaceuticals plc
Prepared2026-04-22
Sign-off (left blank for Qualified Person)
Name
Signed
Date

Job 06

Analyze your data

Stability trending, dissolution profiling, IVIVC, DoE, toxicology mining. Publication-ready figures with the methodology shown.

Analytics · ResearchSee the agent

Proof

“We benchmarked DeepC against our external toxicology consultancy on a substance-specific risk assessment. DeepC delivered a report our QP rated equal or stronger in around five minutes, versus the roughly one month our incumbent service took.”
Head of CMC·specialty pharma sponsorAnonymised per customer request
Backed by
  • NVIDIA Inception Program
  • EIT Health, European Institute of Innovation and Technology
  • M2M Pharmaceuticals
  • Plug and Play Tech Center
  • Anfarm Hellas

The roster

Sixteen specialists.
One orchestrator.

DeepC reads every question and routes it to the specialist whose deliverable answers it. Three suites for three modalities of work.

FTO AgentFTOOptimization AgentOptimizationPatent Drafting AgentPatentDraftingFormulation AgentFormulationVCM Process Design AgentVCM ProcessDesignResearch AgentResearchAnalytics AgentAnalyticsBiologics Research AgentBiologicsResearchBiologics Formulation & CMC AgentBiologicsForm. & CMCBiologics FTO AgentBiologicsFTOERA AgentERAPDE AgentPDEExtractables AgentExtractablesOEL AgentOELLeachables AgentLeachablesNitrosamines AgentNitrosaminesDeepC
Research AgentResearchFormulation AgentFormulationOptimization AgentOptimizationFTO AgentFTOPatent Drafting AgentPatentDraftingVCM Process Design AgentVCM ProcessDesignAnalytics AgentAnalyticsBiologics Research AgentBiologicsResearchBiologics FTO AgentBiologicsFTOBiologics Formulation & CMC AgentBiologicsForm. & CMCERA AgentERAExtractables AgentExtractablesLeachables AgentLeachablesNitrosamines AgentNitrosaminesOEL AgentOELPDE AgentPDEDeepC

Research suite

07

Formulation, optimization, FTO, patent drafting, VCM process design, analytics, research.

View suite

Biologics suite

03

Biologics research, FTO, formulation and CMC. Antibodies, ADCs, bispecifics, mRNA-LNP, AAV, cell therapy.

View suite

Safety suite

06

ERA, extractables, leachables, nitrosamines, OEL, PDE. Dossier-ready regulatory output.

View suite

Grounded and verified

Every claim earns
its way out.

Physics checked. Anchored to ICH, EMA, USP, PQRI, addressable to the clause. Cited to the primary record.

Read the science

Reality Anchor

Physics, framework, evidence checked in parallel.

CHECK 01PHYSICSPhysicsBond geometry · torsionsolubilityCHECK 02FRAMEWORKFrameworkICH · EMA · USP · PQRICHECK 03EVIDENCEEvidenceKlimisch 1-4multi-sourceTHE ANCHORRealityAnchorPhysics · FrameworkEvidence

Anchored frameworks

ICH, EMA, USP, PQRI, the texts dossiers are filed against.

ICHQ8(R2)Pharmaceutical DevelopmentICHQ9Quality Risk ManagementICHQ3EExtractables & LeachablesICHM7(R2)DNA-reactive impuritiesEMAERA Rev. 1Environmental RiskAssessmentEMAHBELCleaning validation PDEUSP<1663>·<1664>Stress · In-use migrationPQRIPODPParenteral & Ophthalmic
ICHQ8(R2)Pharmaceutical DevelopmentICHQ9Quality Risk ManagementICHQ3EExtractables & LeachablesICHM7(R2)DNA-reactive impuritiesEMAERA Rev. 1Environmental RiskAssessmentEMAHBELCleaning validation PDEUSP<1663>·<1664>Stress · In-use migrationPQRIPODPParenteral & Ophthalmic

Reasoning surface

Regulatory, toxicological, clinical, chemical, and IP corpora behind one agent surface.

REGULATORYPRECEDENTFDA · EMAIID · DMF · EPAR · SmPCREGULATORYFRAMEWORKSICH Q/S/E/MeCFR Titles 21 / 29 / 40BIOLOGICS& ANTIBODIESFDA · EMAOPIGPurple Book · SAbDabLNP AtlasTOXICOLOGY& EXPOSUREREACH · EPANIOSH · OSHA · ECHAPATENTCORPUSA61K · A61PGlobal pharma claimsCLINICALEVIDENCEClinicalTrials.gov · AACT bulkSCIENTIFICLITERATUREPubMedMeSH · DOI · PMIDDeepC

The platform underneath

Knowledge graph, file ingestion, persistent memory, projects, audit.

01

Knowledge graph

When enabled for an organization, DeepC traverses a connected representation of substances, formulations, adverse events, trials, conditions, reactions, patents, and regulatory statuses. Multi-hop questions become tractable.

02

File upload

Drag, drop, paste, or attach PDFs, DOC/DOCX, spreadsheets, JSON, XML, HTML, plain text, and images. PDFs are parsed asynchronously for full-text extraction so the agents can cite from them.

03

Persistent memory

Four kinds of notes survive across conversations: user, feedback, project, reference. Settings, Memory shows everything stored; you can inspect, edit, or remove individual entries, or turn the feature off.

04

Projects + roles

Conversations and uploads group into projects with role-based access. Owner, Editor, and Viewer roles. Comments anchor to specific findings, formulations, claims, or thresholds.

05

Audit + provenance

Every factual claim renders an inline superscript that anchors to a Sources dropdown. Cited and Consulted entries are split. Multi-source claims stack so each underlying source is traceable independently.

Book a demo.

Tell us what you are working on (molecule, indication, stage, open question).

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