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Nirnāśā AI

Agentic AI for drug safety, with a human in every loop

Generative and agentic AI runs through all seven Nirnāśā services. It reads reports, codes events, detects signals, drafts reports and investigates deviations. Your experts review, override and sign every decision, and each step is logged.

Neural network: inputs flow through AI reasoning to a decision
7Services with built-in AI
13Specialised AI agents (PSMF & Signal)
3Model families: OpenAI, Claude, Bedrock
0AI decisions without human approval
How our AI works

From raw report to signed decision

The same five-stage pattern runs through every Nirnāśā service.

Understand

OCR for scans, speech-to-text for calls, and parsing for PDFs, Word and email.

Reason

Language models extract, classify, code, detect and draft, grounded in your data.

Verify

Confidence scores, model consensus and rule checks flag anything uncertain.

Human decides

Experts confirm, override with a reason, and e-sign the outcome.

Log & learn

Model, prompt version, confidence and overrides are kept for audit.

AI agents coordinated by an orchestrator, with a human approving the outcome
Agentic AI

Specialised agents that work as a team

Instead of one general chatbot, each task has its own agent, with clear inputs, clear outputs and a person accountable for the result.

  • PSMF: six agents for regulatory text, evidence, change impact, consistency, Annex I logbook and inspection preparation.
  • Signal Management: seven agents for data intake, detection, WHO-UMC causality, lifecycle, reporting, demographics and normalisation.
  • QMS: an investigation pipeline that parses, gathers context, checks data integrity, then drafts the RCA and CAPA.
  • Orchestration: agents run one at a time, chained as a pipeline, or in parallel.
Responsible AI

AI you can defend to an inspector

Regulated work needs AI that is explainable, controlled and recorded. These principles are built into every service, not added afterwards.

Responsible AI: human approval, decision log, PHI masking and safe fallback

Human in the loop

AI proposes. Qualified people confirm, override with a recorded reason, and e-sign.

Explainable outputs

Confidence scores, sources and plain-language rationale for AI suggestions.

AI decision log

Model, prompt version, inputs, outputs and overrides are kept for audit.

PHI masking

Names, dates of birth, phone numbers and other identifiers are removed before text reaches a language model.

Safe fallback

If a model is unavailable, machine-learning and rule-based methods take over, and their results are flagged.

Grounded in your data

Answers come from your documents and records. Assistants that report figures read them from the data, never guess.

AI technology we build with

OpenAI GPT-4o Anthropic Claude AWS Bedrock LangChain LangGraph agents Whisper speech-to-text Vector search (RAG) spaCy NLP OCR Self-hosted models
AI FAQs

Questions about our AI

No. AI extracts, classifies, codes, drafts and flags. A qualified person confirms or overrides every suggestion, and approvals are e-signed.

Our services work with OpenAI models such as GPT-4o, Anthropic Claude and AWS Bedrock models. Providers are configurable, and some modules support an OpenAI-compatible or self-hosted model.

Personal identifiers such as names, dates of birth and phone numbers are removed before text is sent to a language model. We agree hosting regions and model providers with your security and privacy teams.

Work keeps moving. Machine-learning and rule-based methods take over, and their results are flagged so a person confirms them.

Yes. Suggestions come with confidence scores, their source and, where available, a plain-language rationale. The model and prompt version are logged for every decision.

Put human-governed AI to work on your safety data

See extraction, coding, signal triage and report drafting running on anonymised samples of your own data.

Support available now

24/7 on-call technical support for every service

Our support team is available around the clock for all Nirnāśā services, so your safety operations never stop.

  • PV Intake
  • ICSR Suite
  • Aggregate Manager
  • Signal Management
  • PSMF
  • QMS
  • Voice Connector