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Pharmaceutical & Biotech

AI Platform for Pharmaceutical & Biotech

Own the source code. Deploy autonomous agents. Protect your IP. Built for GxP, FDA 21 CFR Part 11, and the most regulated environments in the world.

ibl.ai is a production-grade AI platform serving 1.6M+ users across 400+ organizations — delivered as full source code, not a SaaS subscription. Pharmaceutical and biotech organizations receive the complete codebase, deploy it on their own infrastructure, and operate it with zero external dependencies.

This is not a pilot project or a proof of concept. It is a validated, production platform that powers AI at scale for NVIDIA, Kaplan, and leading global institutions — now purpose-built for the compliance, IP protection, and data integrity demands of pharma and biotech.

From autonomous agents that monitor clinical trial deviations to AI-driven regulatory document generation and GxP training compliance, ibl.ai gives your organization the infrastructure to move faster without compromising the auditability, security, or control that FDA and EMA regulations demand.

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A Production Platform, Not a Project

Production-Proven at Scale

1.6M+ users across 400+ organizations including NVIDIA, Kaplan, and Syracuse University. This platform has been stress-tested in production environments — not assembled for a demo.

Full Source Code Delivered to You

You receive the complete codebase. No black-box SaaS. No runtime dependencies on ibl.ai servers. Your legal, compliance, and engineering teams can audit, validate, and modify every line.

Deploy Anywhere — Including Air-Gapped

Run on your private cloud, on-premise data center, or fully air-gapped environment. Zero data leaves your perimeter. Ideal for environments governed by FDA 21 CFR Part 11 and GxP requirements.

Model-Agnostic Architecture

Works with Claude, GPT-4, Gemini, Llama, Mistral, or your own fine-tuned models. Swap or upgrade models without rebuilding your platform. No model vendor lock-in.

No Vendor Lock-In — Ever

If you never call us again, the system keeps running. You own the platform, the data, the agents, and the infrastructure. No license renewals. No forced upgrades. No dependency.

Complete Audit Trail for Every Agent Action

Every agent decision, action, API call, and data query is logged and reviewable. Built for environments where auditability is not optional — it is a regulatory requirement.

AI Agent Use Cases

Autonomous Regulatory Document Agent

Reduce regulatory document preparation time by up to 60%, cutting submission cycles from weeks to days.

Agents autonomously draft, review, and cross-reference regulatory submissions — CTDs, INDs, NDAs — by querying internal document repositories, applying current FDA and EMA guidance, and flagging inconsistencies before human review. Agents do not wait to be asked; they monitor document pipelines and act.

Clinical Trial Deviation Monitor

Detect and escalate protocol deviations up to 10x faster than manual review cycles, reducing trial risk exposure.

Autonomous agents continuously monitor trial data feeds, protocol adherence logs, and site reports. When a deviation threshold is crossed, agents classify severity, generate CAPA documentation drafts, notify responsible parties, and log the full action chain — without human initiation.

GxP Training Compliance Agent

Achieve 98%+ GxP training compliance rates and reduce audit preparation time by 40%.

Agents track training completion across roles, sites, and SOPs. When a qualification gap is detected — new SOP release, role change, expiring certification — agents automatically assign training, send escalations, and update compliance records. Full audit trail maintained for inspection readiness.

Drug Discovery Literature & Data Agent

Compress literature review cycles from days to hours, accelerating early-stage discovery timelines.

Agents autonomously scan PubMed, internal research databases, and patent repositories to surface relevant findings, identify compound interactions, and synthesize competitive intelligence reports. Agents execute searches, analyze results, and deliver structured summaries — not search links.

Pharmacovigilance Signal Detection Agent

Reduce signal detection lag by up to 70%, improving post-market safety response times.

Agents monitor adverse event databases, incoming safety reports, and post-market surveillance data in real time. When a potential safety signal emerges, agents correlate across data sources, generate preliminary signal assessment reports, and route to the appropriate safety officer with full evidence chains.

Validated System Onboarding & Training Agent

Reduce new hire time-to-competency by 35% while maintaining full electronic training record compliance.

MentorAI-powered agents deliver role-specific onboarding for clinical, regulatory, and manufacturing staff — adapting content to the learner's role, site, and current SOP version. Agents track competency, flag gaps, and generate training records compliant with 21 CFR Part 11 electronic signature requirements.

AI Agents vs. Chatbots

Traditional chatbots answer questions. Autonomous AI agents take action, reason over context, and deliver measurable outcomes.

Dimension
Chatbot
AI Agent
Execution
Generates text responses. Requires a human to read, decide, and act on every output.
Executes multi-step workflows autonomously — drafts documents, queries databases, calls APIs, routes tasks, and logs actions without waiting for human prompts.
Memory & Context
Stateless. Each conversation starts fresh. No awareness of prior interactions, ongoing trials, or organizational history.
Maintains persistent memory across sessions, trials, and workflows. Agents know the current state of a regulatory submission, a trial, or a compliance gap — and act accordingly.
Autonomy
Reactive only. Responds when asked. Cannot initiate, monitor, or escalate without a human trigger.
Proactively monitors systems, detects conditions, and initiates actions. A deviation agent does not wait to be asked — it acts when thresholds are crossed.
Tool & System Access
Isolated to the chat interface. Cannot access CTMS, LIMS, EDC systems, or internal document repositories.
Connects to CTMS, LIMS, EDC, document management, and regulatory databases via MCP and RESTful APIs. Agents operate inside your actual systems.
Data Handling
Processes only what is pasted into the chat window. Cannot query, retrieve, or synthesize across data sources.
Queries structured and unstructured data sources — clinical databases, safety reports, SOPs, literature — synthesizes findings, and acts on them in a single workflow.
Audit & Compliance
No audit trail. No record of what was asked, what was generated, or what decisions followed. Incompatible with 21 CFR Part 11.
Every agent action, decision, API call, and data access is logged with timestamps, user context, and full traceability. Built for regulatory inspection readiness.
Security & Data Residency
Typically SaaS-based. Prompts and responses transit external servers. Research data and trial information leave your perimeter.
Deployed air-gapped on your infrastructure. Zero telemetry. No data leaves your environment. Fully compatible with IP protection and data residency requirements.
Model Flexibility
Locked to a single vendor model. Changing models means changing platforms.
Model-agnostic. Run Claude, GPT-4, Llama, Mistral, or a custom fine-tuned model. Swap models without rebuilding agent logic or workflows.

ibl.ai deploys autonomous AI agents that go beyond simple Q&A. Our agents reason, plan, and execute multi-step workflows while you retain full code ownership and infrastructure control.

Security & Ownership

Air-Gapped Security

Air-Gapped Deployment

The entire platform runs on your infrastructure with zero external network dependencies. No calls to ibl.ai servers, no cloud telemetry, no external model APIs required. Suitable for the most sensitive research and clinical environments.

Zero Telemetry — No Data Leaves Your Perimeter

We collect nothing. No usage analytics, no prompt logging, no model inference data is transmitted externally. Your compound data, trial data, and patient-adjacent information never leave your environment.

Complete Audit Trail for 21 CFR Part 11 Compliance

Every agent action, user interaction, content access, and system event is logged with immutable timestamps and user attribution. Audit logs are exportable and structured for regulatory inspection and validation documentation.

Role-Based Access Control & Multi-Tenant Isolation

Granular RBAC ensures clinical staff, regulatory teams, manufacturing, and external CRO partners each operate in isolated environments with appropriate data access. Multi-tenant architecture prevents cross-contamination of sensitive data.

Full Source Code Auditability

Your security and validation teams receive the complete source code. Every authentication mechanism, data flow, and agent behavior can be independently audited, validated, and documented for IQ/OQ/PQ processes.

Electronic Signature & Record Compliance

Platform architecture supports 21 CFR Part 11 electronic signature requirements. Training completions, agent-generated documents, and approval workflows can be configured with compliant e-signature controls.

Full Code Ownership

Independent Validation & Qualification

Receiving full source code means your validation team can execute IQ, OQ, and PQ protocols against the actual codebase — not a vendor's black box. Required for GxP-regulated systems and FDA-facing applications.

Modify Without Permission

Need to integrate with your CTMS, LIMS, or proprietary data warehouse? Extend an agent's workflow? Adjust a compliance rule? You own the code — modify it without filing a change request with a vendor.

Deploy on Your Terms

On-premise, private cloud, air-gapped data center, or a hybrid architecture. The platform runs wherever your data governance and regulatory requirements dictate — not wherever the vendor's SaaS infrastructure is located.

No Dependency on Our Continued Existence

Vendor risk is real in pharma. If ibl.ai ceased to exist tomorrow, your platform keeps running. No license server. No API key expiration. No forced migration. Your validated system remains stable.

IP Protection for Proprietary Research

Your compound libraries, clinical protocols, and regulatory strategies never touch shared infrastructure. Source code ownership combined with air-gapped deployment means your most valuable IP stays entirely within your control.

Delivery Process

1

Platform Delivery & Environment Setup

We deliver the complete ibl.ai source code to your team and support deployment on your target infrastructure — on-premise, private cloud, or air-gapped. We configure your model connections, authentication, RBAC, and audit logging. Your environment, your control from day one.

2

Joint Development & Pharma Configuration

We work alongside your regulatory, clinical, and IT teams to configure agents for your specific workflows — regulatory document pipelines, clinical trial monitoring, GxP training compliance, or pharmacovigilance. We integrate with your CTMS, LIMS, EDC, and document management systems via MCP and APIs.

3

Validation, Handoff & Independent Operation

We support your validation team through IQ/OQ/PQ documentation and go-live. Once validated, your team operates the platform independently. No ongoing ibl.ai dependency. No per-seat licensing. No vendor access required to keep the system running.

ROI & Impact

60% faster
Regulatory Submission Preparation

Autonomous agents drafting, cross-referencing, and reviewing regulatory documents reduce submission preparation cycles from weeks to days, directly compressing time-to-approval timelines.

98%+
GxP Training Compliance Rate

Automated training assignment, escalation, and record-keeping driven by compliance agents eliminates manual tracking gaps and sustains near-perfect compliance rates across sites and roles.

10x faster
Clinical Trial Deviation Response Time

Continuous autonomous monitoring and automated CAPA initiation reduces the time from deviation detection to escalation from days to minutes, reducing trial risk and potential FDA findings.

40% reduction
Audit Preparation Time

Immutable audit trails, automated training records, and agent action logs mean inspection-ready documentation is always current — eliminating the manual scramble before regulatory audits.

80% time reduction
Drug Discovery Literature Review

Autonomous literature and data agents compress multi-day manual review cycles to hours, accelerating early-stage discovery and competitive intelligence workflows without adding headcount.

Compliance

FDA 21 CFR Part 11

Governs electronic records and electronic signatures in FDA-regulated environments. Requires audit trails, access controls, and system validation for any computerized system used in regulated activities.

How We Help

ibl.ai delivers full source code enabling independent system validation (IQ/OQ/PQ). Every agent action and user interaction is logged with immutable, timestamped audit records. RBAC and configurable e-signature workflows support Part 11 compliance. Air-gapped deployment ensures data residency requirements are met.

GxP (GMP, GCP, GLP)

Good Practice regulations governing manufacturing, clinical, and laboratory environments. Require documented procedures, training records, deviation management, and data integrity across all regulated activities.

How We Help

Autonomous agents enforce SOP-driven workflows, automate training assignment and record-keeping, and generate CAPA documentation. The platform's complete audit trail and source code auditability support GxP data integrity requirements across manufacturing, clinical, and laboratory contexts.

EMA Annex 11 (Computerised Systems)

European equivalent to 21 CFR Part 11, governing computerised systems used in GxP environments. Requires supplier assessment, validation, data integrity, and audit trail capabilities.

How We Help

Full source code delivery enables thorough supplier assessment and independent validation. Audit trails, access controls, and air-gapped deployment architecture directly address Annex 11 requirements for data integrity and system security in EU-regulated operations.

HIPAA & Patient Data Protection

For pharmaceutical organizations handling patient-adjacent data from clinical trials, pharmacovigilance, or patient support programs, HIPAA governs the handling of protected health information.

How We Help

Air-gapped deployment with zero telemetry ensures PHI never leaves your controlled environment. Role-based access controls, multi-tenant isolation, and complete audit logging support HIPAA administrative, physical, and technical safeguard requirements.

Frequently Asked Questions

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See how ibl.ai deploys autonomous AI agents you own and control — on your infrastructure, integrated with your systems.