Governed LLM Assistant
for Upstream Oil & Gas
A domain‑specific, auditable and policy‑controlled intelligence platform designed to transform fragmented regulations, standards, operational reports and WRFM data into traceable, evidence‑bound and decision‑grade insights.
- ✔ Not a chatbot — evidence‑only intelligence
- ✔ Full traceability & audit readiness
- ✔ Role‑aware & governance‑centric architecture
Governed LLM Architecture
A policy‑controlled cognitive architecture designed for upstream oil & gas decision‑making.
Why Traditional Information Access Fails
In upstream oil & gas organizations, critical knowledge is scattered across laws, circulars, engineering documents, contracts, WRFM databases and historical operational reports. Decision‑making therefore relies on manual search and personal expertise, increasing delay, inconsistency and governance risk.
Executive answers grounded exclusively in validated organizational knowledge
Alignment with authority chains, policies and approval hierarchies
Preservation of critical knowledge beyond individuals
Knowledge Foundations
API Standards · Drilling Manuals · HSE · QC · Reservoir · Production · Operation References
Sepehr–Jofeir production data, drilling programs, geological and engineering reports
Real‑time, structured workflows across +130 operational tables
Decision Intelligence Pipeline (RAG)
Semantic embeddings using inf‑retriever complemented by keyword‑aware content vectors (SPLADE)
Low‑latency vector similarity search powered by Qdrant
Cross‑encoder relevance scoring for precision‑critical responses
LLM generates grounded, policy‑controlled and fully traceable answers
How This System Is Fundamentally Different
- Not a chatbot: outputs are generated exclusively from validated internal knowledge
- Governance‑centric: authority structures embedded by design
- Traceability first: every answer linked to source documents
- Decision‑grade: built for accountable executive use
Intelligence Capabilities
Operational Insight
- Production deviation analysis
- Daily / weekly / monthly reports
- Root‑cause reasoning
Decision Support
- Context‑aware recommendations
- Explainable answers with evidence
- Risk & compliance awareness
Enterprise Control
- Role‑based access control (RBAC)
- Dedicated & public model variants
- On‑premise / private deployment
From Fragmented Documents to Accountable Decisions
This LLM Assistant transforms organizational knowledge into a governed, explainable and operational intelligence layer — purpose‑built for high‑stakes upstream decision‑making.