Fine-tuning & RAG for regulated teams
Fiscal Ox AI Partnerships
Partner with Fiscal Ox to fine-tune foundation models for your proprietary data, deploy secure RAG solutions, and build domain-specific AI that drives outcomes in pharmaceutical, life sciences, and healthcare.
- GxP-aware pipelines
- HIPAA & GDPR ready
- Audit logging by design
RAG + FT
Retrieval and fine-tuning under one program
Regulated
Built for pharma, medtech, and labs
Co-build
Joint pilots with clear IP boundaries
Model readiness
Production
Grounding
Hybrid search
Compliance
GxP-aligned
| Name | Stage | Owner | Status |
|---|---|---|---|
| Clinical SOP corpus | Indexed | QA | Ready |
| PV case assistant | Pilot | Safety | In review |
| Regulatory Q&A | RAG | RA | Live |
Why partner with us
Domain-specific Fine-Tuning
We adapt LLMs for pharma R&D, clinical workflows, and regulatory content, improving accuracy on specialized vocabularies and tasks.
RAG for Regulated Data
Deploy retrieval-augmented generation pipelines with security, audit logging, and regulatory compliance (GxP, HIPAA, GDPR).
Compliance-by-Design
Our infrastructure and pipelines are designed for ISO 27001, HIPAA, FDA 21 CFR Part 11, and EU Annex 11 environments.
Multimodal AI
Support for structured lab data, documents, PDFs, DICOM, and sensor data to fine-tune or ground AI models.
Co-Development Programs
Collaborative partnership for IP-retaining fine-tunes, joint pilots, and validation studies.
Interoperability First
FHIR, HL7, CDISC, and LOINC standards baked into preprocessing and retrieval pipelines for smooth integration.
Use Cases
- Clinical literature summarization & insight extraction
- Regulatory document Q&A (SOPs, STPs, submission dossiers)
- Pharmacovigilance case triage with retrieval grounding
- R&D knowledge base assistants (wet lab + in silico)
- Medical device manuals, LIMS data, and SOP integration for contextual answers
Models & RAG Stack
Fine-Tuning Targets
- — Open-source LLMs (LLaMA, Mistral, Falcon, etc.)
- — Enterprise API models via adapters
- — Instruction tuning & domain task-specific heads
RAG Infrastructure
- — Vector DBs (PGVector, Pinecone, Weaviate)
- — Structured + unstructured preprocessing
- — Query rewriting, hybrid search, evaluation harness
Partnership Models
We offer flexible engagement models:
- Joint research and co-development programs
- Dedicated fine-tuning & RAG implementation projects
- White-label AI solution building for CROs, manufacturers, and labs
- Long-term strategic AI partnerships for regulated industries
Let's co-create AI for Pharma & Healthcare
Get in touch to discuss fine-tuning programs, RAG pilots, and strategic partnerships.