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Ishtar AI Research Lab
Publishing production LLMOps research, reference architectures, and evaluation tooling. Publishing new research artifacts and reference builds.

RAG Copilots for Policy & Research

Navigate complex regulations, internal policies, SOPs, and knowledge bases with evidence-first retrieval-augmented generation. Our RAG copilots help your team:

  • Query approved documents instantly (with citations)
  • Enforce permissions and confidentiality boundaries at retrieval time
  • Accelerate policy interpretation and research workflows
  • Track "as-of" versions, change history, and source provenance

Agent Automation for Operations

Automate critical operational workflows with intelligent agents that integrate with your existing systems—without sacrificing controls:

  • Intake → triage → routing workflows
  • Drafting structured outputs with evidence links
  • Human-in-the-loop checkpoints for high-impact decisions
  • Audit logging, retries/recovery, and controlled tool use

Governance & Audit Trails

Maintain transparency, defensibility, and reliability with governance frameworks built for real enterprise scrutiny:

  • End-to-end tracing (prompt → retrieval → output)
  • Immutable audit logs and retention policies
  • Evaluation baselines + regression gates for releases
  • Risk assessment, red-teaming, and security hardening

Use Cases

Policy & Procedure Q&A

Answer "what's the approved process?" questions with citations and versioned sources.

Regulatory Change Management

Detect changes, generate impact summaries, and preserve "as-of" context for review.

Communications & Claims Review

Ground review decisions in internal guidelines + external requirements, producing reviewer-ready memos with evidence.

Research & Knowledge Work

Accelerate knowledge discovery across large corpora while preserving permissions and provenance.

Ready to Make Your Workflows Evidence-Native?

View our pricing or schedule a consultation to discuss your specific use case.