Agent Hub
Purpose-built AI agents for every function in a biotech — organized by functional area and workstream so you can find the right agent for the job instantly.
⚙️Corporate & G&A12 agents
Finance / FP&A
Budgeting, forecasting, spend management, and non-dilutive fundingFunding Scout
Identifies SBIR/STTR grants, NIH program announcements, and foundation funding. Scores opportunities, drafts specific aims, and builds application timelines.
- Search grant databases by therapeutic area and mechanism
- Score opportunities by fit, award size, and effort
- Analyze past winner patterns for strategic advantage
Spend Optimizer
Reviews expense data, flags policy violations, generates weekly spend briefs, identifies savings opportunities, and forecasts budget variance.
- Generate weekly spend briefs by department and vendor
- Flag policy violations and anomalies automatically
- Identify duplicate SaaS tools and underutilized subscriptions
Legal & IP
Contract review, patent landscaping, and IP strategyContract Concierge
Analyzes NDAs, MSAs, SOWs, and licensing agreements. Extracts material terms, flags risks, recommends routing, and drafts redlines.
- Extract all material terms from any contract
- Flag high-risk clauses (uncapped liability, IP issues, auto-renewal traps)
- Recommend approval routing based on contract type and value
Patent Scout
Maps the patent landscape for any compound class or target, supports freedom-to-operate analysis, monitors competitor filings, and advises on exclusivity strategies — CoM, method of use, formulation, and regulatory data exclusivity.
- Patent landscape mapping (composition of matter, method of use, formulation)
- Freedom-to-operate framework and risk stratification
- Competitor patent monitoring and filing trend analysis
BD & Licensing / Partnering
Sourcing, evaluating, and executing partnerships and dealsPeople / HR / Talent
Hiring, onboarding, and people operationsInvestor Relations & Corporate Comms
Investor materials, board communications, and external commsCommunications Drafter
Drafts investor updates, board memos, press releases, job descriptions, all-hands talking points, and scientific lay summaries.
- Draft investor quarterly updates with pipeline, financials, and asks
- Write press releases for clinical milestones
- Create job descriptions with inclusive, compelling language
Investor Intel
Generates pre-meeting briefs for CEO investor conversations — investor profile, prior meeting summary, calibrated talking points, and likely Q&A — so every conversation starts warm, not cold.
- Pre-meeting brief: investor profile, prior conversation summary, talking points
- Synthesize investor thesis and portfolio signals into actionable intelligence
- Generate likely questions + suggested responses calibrated to this investor
Board Navigator
Drafts CEO letters, pipeline RAG narratives, decision memos, and board minutes — turning every board meeting into a governance event with clear decisions, owners, and follow-through.
- CEO letter and opening memo for every board meeting
- Pipeline status narratives in RAG format (Red/Amber/Green per program)
- Strategic decision memos framing options with tradeoffs
Deck Builder
Produces slide-by-slide content outlines for investor presentations, corporate overviews, pipeline updates, and conference materials — narrative-first so teams spend time on design, not blank slides.
- Full corporate overview / investor pitch deck (12–16 slides)
- Pipeline update decks for existing investors (quarterly cadence)
- Conference presentations tailored to JP Morgan, ASCO, BIO, partnering events
IR/PR Comms
Drafts press releases, shareholder letters, milestone announcements, and crisis communications with the disclosure precision life sciences requires and the clarity investors and media actually read.
- Press releases for clinical milestones, financing, regulatory designations, and partnerships
- Shareholder and investor letters (quarterly and event-driven)
- Website and pipeline copy refresh
Company Update Engine
Produces the recurring written outputs that keep investors informed, teams aligned, and external audiences current — from monthly investor emails to all-hands narratives to conference one-pagers.
- Monthly investor email updates (400 words, one specific ask)
- All-hands communications — quarterly updates, difficult topics, leadership transitions
- Pipeline table and website copy updates
🔬Research & Discovery6 agents
Target ID & Validation
Nominating and de-risking targets using genetics, omics, and literature evidenceLiterature Scout
Synthesizes published literature on any target, compound, or mechanism. Grades evidence quality, maps knowledge gaps, and delivers decision-ready research summaries.
- Synthesize literature with Oxford CEBM evidence grading
- Map competitive compound landscapes from published data
- Flag contradictions, replication failures, and methodological weaknesses
Target Intel
Maps the known compound landscape for any drug target — chemotypes, bioactivity, ADMET liabilities, patent positioning, and white space for differentiation.
- Target validation and druggability assessment
- Competitive compound landscape mapping by chemotype
- SAR pattern analysis and activity cliff identification
Hit / Lead Screening
Triaging screening output and prioritizing candidates for follow-upLead Optimization & Molecular Design
Designing and refining candidate moleculesAssay Development
Designing, optimizing, and documenting laboratory assaysResearch Data Management / ELN
Capturing, structuring, and retrieving experimental data🧪Preclinical & Translational4 agents
PK/PD Modeling
Modeling exposure, dose, and response to inform translationToxicology & Safety
Predicting and characterizing safety liabilities preclinicallyBiomarker Discovery
Identifying biomarkers for target engagement and patient selectionBioinformatics / Omics
Running and interpreting sequencing and omics pipelines at scale🏥Clinical Development & Operations10 agents
Protocol & Clinical Design
Designing protocols and development plans grounded in evidenceProtocol Designer
Designs clinical trial protocols from scratch or critiques existing ones — endpoint selection with FDA acceptance evidence, statistical power, inclusion/exclusion criteria, and feasibility scoring against ICH E8(R1).
- Design Phase 1–3 trial protocols with endpoint precedent from approved trials
- Statistical power calculations with explicit assumptions
- Inclusion/exclusion criteria optimization for enrollment feasibility
Adaptive Trial Designer
Designs group sequential, platform, seamless Phase 2/3, and Bayesian adaptive trials with pre-specified stopping rules, type I error control, and simulation requirements that satisfy FDA and EMA scientific advice expectations.
- Group Sequential Design (O'Brien-Fleming, Pocock, Lan-DeMets alpha spending)
- Platform and master protocol design (basket, umbrella, MAMS)
- Seamless Phase 2/3 design with combination test statistics
Site Identification & Feasibility
Selecting countries and sites likely to enroll on timeSite Selection Scorer
Scores investigator sites across 5 dimensions — therapeutic area expertise, enrollment track record, patient access, operational reliability, and activation speed — producing a ranked Tier 1/2/3 site list.
- 5-dimension site scoring framework (100-point scale)
- Competing trial conflict analysis per investigator
- Geographic optimization against patient population density
Site Activation Tracker
Manages the site startup checklist — IRB/IEC approvals, CTAs, regulatory documents, training — and drafts site communications, escalation emails, and site initiation visit agendas to compress activation timelines.
- Essential document checklist tracking (1572, CVs, IRB, CTA, lab certs)
- Activation milestone tracker with critical path identification
- Draft site activation reminders and escalation emails
Patient Recruitment & Retention
Finding, enrolling, and keeping eligible patientsEnrollment Forecaster
Models enrollment rates from ClinicalTrials.gov historical data, applies adjustment factors for eligibility and biomarker selection, and produces scenario forecasts with explicit P50/P80 timelines.
- Benchmark enrollment rates from comparable historical trials (with NCT IDs)
- Adjust for eligibility stringency, biomarker selection, and competing trials
- Optimistic / base / conservative scenario modeling with stated assumptions
Patient Cohort Mapper
Translates trial eligibility criteria into addressable patient numbers using ICD-10 mapping, eligibility filter cascades, and biomarker prevalence data — answering the enrollment feasibility question before site selection.
- ICD-10 code mapping from indication description
- Eligibility filter cascade: diagnosed → treated → eligible → addressable
- Biomarker prevalence adjustment (PDL1, KRAS, MSI-H, HER2, etc.)
Recruitment Campaign Designer
Designs patient recruitment strategies matched to the indication and patient type, drafts IRB-approvable recruitment materials, analyzes screen failure root causes, and builds retention plans.
- Multi-channel recruitment strategy tailored to indication and patient type
- Draft IRB-approvable patient-facing materials (posters, digital ads, physician letters)
- Screen failure root cause analysis with amendment recommendations
Study Management & Monitoring
Risk-based monitoring and central oversight of trial conductCRO / Vendor Oversight
Governing CROs and vendors against scope, budget, and qualityMedical Monitoring
Ongoing medical review of safety and eligibility during conduct📊Data Management & Biostatistics7 agents
Data Management / EDC
Capturing and cleaning clinical data to lockEDC Data Manager
Designs CDASH v2.0-compliant CRFs, authors Data Management Plans, builds edit check specifications, manages external data reconciliation, and coordinates database lock procedures across all data streams.
- CDASH v2.0 compliant CRF design and annotation
- Data Management Plan authoring (all 12 sections)
- Edit check specification development (range, consistency, cross-form checks)
CDISC Standards Architect
Designs the full CDISC standards implementation plan — CDASH to SDTM to ADaM — including controlled terminology management, Pinnacle21 validation strategy, and FDA/EMA submission package organization.
- CDISC implementation plan from CDASH through SDTM to ADaM
- Controlled terminology (CT) version management and mapping
- Pinnacle21 validation strategy and common error prevention
Statistical Programming
Producing analysis datasets and outputs from raw dataData Review / Reconciliation
Cross-source reconciliation and review before lockData Review Coordinator
Designs tiered data review programs (DRP), manages query lifecycle tracking, coordinates SAE reconciliation, identifies CSM signals from data patterns, and builds database lock readiness checklists across all data streams.
- Tiered Data Review Program design (Central Statistical, Clinical, Site-level)
- Query lifecycle management with aging reports and resolution tracking
- SAE reconciliation coordination (clinical EDC vs. safety database)
Data Lock Coordinator
Manages the database lock process from T-20 weeks through lock and post-lock amendments — tracking all data streams, coordinating readiness assessments across EDC, external data, SAE reconciliation, and medical coding — through submission dataset delivery.
- Data lock timeline planning (T-20 weeks backward from lock date)
- Multi-stream readiness assessment (EDC, lab, ePRO, ECG, PK, biomarker, SAE)
- Interim analysis snapshot coordination and blinding controls
TLF Generation
Producing tables, listings, and figures for reporting📋Regulatory Affairs10 agents
Regulatory Strategy
Shaping the regulatory path and precedent-based decisionsRegIntel
Analyzes regulatory pathways, designation opportunities, and agency precedents. Builds pre-IND meeting packages, risk registers, and data package strategies.
- Regulatory pathway analysis with approval precedents
- Breakthrough, Fast Track, Orphan, and RMAT designation strategy
- Pre-IND and Type A/B/C meeting package development
Global Regulatory Navigator
Designs global regulatory strategies for FDA, EMA, PMDA, Health Canada, TGA, and beyond — parallel submission sequencing, Project Orbis eligibility, reliance pathway opportunities, and agency-specific data requirements.
- Multi-market pathway comparison (FDA, EMA, PMDA, TGA, Health Canada, ANVISA, NMPA)
- Parallel submission sequencing strategy with timeline analysis
- Project Orbis eligibility assessment (oncology simultaneous review)
Pediatric Strategist
Designs pediatric development programs under PREA, BPCA, and EMA PIP requirements — PSP development, waiver/deferral strategy, PK bridging approach, and age-appropriate formulation planning for FDA and EMA submissions.
- PREA obligation assessment and Pediatric Study Plan (PSP) development
- Full/partial waiver and deferral strategy with FDA rationale
- EMA Pediatric Investigation Plan (PIP) development and timeline
Orphan Drug Specialist
Navigates FDA Orphan Drug Designation, EMA orphan eligibility, and global rare disease incentives — prevalence analysis, plausible hypothesis documentation, ODD application drafting, and exclusivity management strategy.
- FDA ODD application development (prevalence data + plausible hypothesis)
- EMA Orphan Designation criteria and significant benefit strategy
- 7-year US and 10-year EU exclusivity management and competitor monitoring
Health-Authority Interactions
Managing questions, meetings, and information requestsRegulatory Intelligence
Tracking guidance, approvals, and competitor regulatory activityLabeling
Authoring and maintaining structured product labeling🛡️Pharmacovigilance & Drug Safety6 agents
ICSR Case Processing
Intake, triage, coding, and narrative for adverse-event casesSafety Narrative Writer
Drafts CIOMS-format individual case safety report narratives, assesses expedited reporting obligations, provides MedDRA coding guidance, and builds DSMB/DMC briefing documents.
- Draft 15-box CIOMS format SAE narratives from raw case data
- Expedited reporting assessment (7-day vs. 15-day vs. non-expedited)
- MedDRA preferred term and SOC coding guidance
Safety Database Analyst
Designs MedDRA query strategies (SMQs, CMQs), applies CIOMS-8 aggregate data methodology, produces ICH E3-compliant adverse event tables, and guides safety database quality checks and SAE reconciliation.
- MedDRA query design (SMQ broad/narrow, custom MedDRA queries)
- Aggregate AE table production (ICH E3 format, incidence rates, EAIR)
- CIOMS-8 methodology for exposure-adjusted safety analysis
Signal Detection & Management
Detecting, prioritizing, and managing safety signalsAggregate Safety Reporting
Periodic aggregate safety report authoring (DSUR/PSUR/PBRER)Literature Monitoring
Screening the literature for ICSRs and safety informationRisk Management Plans
Authoring and maintaining RMPs and risk-minimization materials⚗️CMC / Tech Ops / Quality6 agents
Process & Analytical Development
Developing and characterizing manufacturing and analytical methodsProcess Development Scientist
Guides biologic and small molecule process development — DOE design, QbD design space, scale-up strategy, tech transfer packages, and ICH Q8/Q11 compliance across upstream and downstream unit operations.
- Upstream process development: cell line, media, feed strategy, bioreactor parameters
- Downstream process development: chromatography, filtration, formulation
- DOE design (factorial, RSM, OFAT) with critical process parameter identification
Analytical Development Scientist
Designs analytical method development strategies for biologics and small molecules — HPLC, CE, SEC, DLS, potency assays — and drafts ICH Q2(R2) validation protocols, stability programs per ICH Q1A, and specification-setting strategies.
- Analytical method development strategy for biologics and small molecules
- ICH Q2(R2) validation protocol design (all parameters with acceptance criteria)
- Stability program design per ICH Q1A — storage conditions, time points, attributes
Manufacturing & Supply-Chain Planning
Planning supply, capacity, and CDMO logisticsQA / Deviations / CAPA
Quality oversight of deviations, investigations, and CAPAQC / Batch Records
Quality control testing and batch record reviewCMC Regulatory Documentation
Authoring Module 3 / CMC sections of submissions🩺Medical Affairs5 agents
KOL Identification & Engagement
Mapping and engaging key opinion leaders and trial investigatorsKOL Mapper
Identifies and tiers key opinion leaders (national/regional/local) by publication volume, trial PI activity, and congress presence. Maps co-authorship networks, designs MSL territory coverage, and advises on advisory board composition strategy.
- KOL tiering (Tier 1/2/3) by publication, trial, and congress activity
- Scientific influence network mapping (co-authorship, institutional affiliations)
- MSL territory design with KOL assignment priorities
MSL Field Strategist
Designs MSL engagement plans for Tier 1/2/3 KOLs — reactive vs. proactive exchange frameworks, insight capture templates, IIS evaluation criteria, and territory coverage optimization for pre-launch and post-approval medical affairs teams.
- KOL engagement plan design with 12-month scientific exchange objectives
- Reactive vs. proactive exchange boundary documentation and training
- Insight capture and aggregation template for medical affairs intelligence
Medical Information / Inquiry Response
Answering unsolicited medical inquiries accurately and on-labelPublications & Med Comms
Planning and developing publications and scientific communicationsEvidence Generation / RWE
Generating real-world and health-economic evidence💊Commercial7 agents
Market Access / Pricing & Reimbursement
Securing access, pricing, and reimbursement across payers/marketsMarket Access Strategist
Designs US and global market access strategy — formulary positioning, step-edit and PA criteria framework, HTA submission planning (NICE, G-BA, HAS, CADTH), value dossier structure, and pricing strategy with gross-to-net modeling.
- US payer landscape analysis (commercial, Medicare Part B/D, Medicaid)
- Formulary tier strategy and PA/step-therapy criteria design
- HTA submission planning (NICE QALY framework, G-BA AMNOG, HAS, CADTH)
HEOR Evidence Planner
Designs health economics and outcomes research evidence — cost-effectiveness models (Markov, partitioned survival), budget impact models, PRO instrument strategy, indirect treatment comparisons (NMA/ITC), and post-launch RWE study plans for payer and HTA audiences.
- Cost-effectiveness model design (oncology partitioned survival, chronic disease Markov)
- Budget impact model construction (3-year, per-1,000 member, payer perspective)
- EQ-5D and PRO instrument selection and trial implementation strategy