Responsible AI · Enterprise engineering · Global delivery
RAG & Agentic Systems
Retrieval-augmented generation and agentic workflows — grounded in your data, evaluated continuously, governed by design.
Outcomes
Higher answer accuracy, defensible citations, and safer operations for regulated industries.
Why RAG (and why us)
- Reduce hallucinations with grounded answers and citations.
- Keep sensitive content out of models—control what goes to the LLM.
- Ship faster: reference architecture, guardrails and evaluation harnesses.
Capabilities
- Multi-tenant architecture with per-tenant isolation
- Policy-aware chunking & citation controls
- Evaluation harnesses and production monitoring
- PII redaction & access control integration
Reference Architecture
- Ingestion → parsing → policy-aware chunking → embedding
- Hybrid retrieval (dense + keyword) with re-ranking
- Guardrails: allowed sources, section-level filtering, citation enforcement
- Answer assembly with verifiable citations and confidence score
Safety & Compliance
- OWASP LLM threat modeling and abuse prompts filters
- PII detection/redaction and RBAC/ABAC integration
- Audit logs, evidence packs and change control for prompts/models
- PCI DSS scope minimization (no PAN storage; SAQ-A patterns with Stripe where applicable)
Evaluation & Quality
We deliver an evaluation harness (datasets, prompts, scoring) you can run in CI/CD.
- Answer faithfulness / groundedness
- Precision / Recall (top-k) and MRR / nDCG
- Citation coverage & correctness
- Toxicity, privacy and policy violations
Integrations
- Vector stores: Pinecone, pgvector/Postgres, Qdrant
- Orchestrators: LangChain, LlamaIndex, custom
- Clouds: AWS, GCP, Azure; deploy on Vercel for web edge
- SSO, secrets, observability (OpenTelemetry, logging, tracing)
Delivery in 3 Phases
- Discover & Design → Sources, policy, threat model, evaluation plan
- Implement & Validate → Pipelines, retrieval, guardrails, eval harness
- Operate & Improve → Monitoring, drift checks, feedback & iteration
Why organizations trust us
Consulting rigor with an engineer's hands: every recommendation ships with the controls, evidence and code to make it real.
Security by design
OWASP-aligned SDLC, threat modeling and secrets hygiene are defaults, not add-ons.
Audit-ready evidence
Decision records, eval reports and sign-offs your auditors and regulators can actually read.
Multi-tenant SaaS depth
Tenant isolation, data residency and cost controls designed for platforms, not demos.
Bilingual, board-level
Executive reporting in English and Spanish, from steering committee to engineering stand-up.
Ready to make AI governable?
Every engagement starts with a paid Discovery Consultation (USD 300): a 45-minute session and a written summary of your context. From there we scope a fixed-price AI Readiness Assessment that delivers your risk map and a prioritized 90-day plan — no free consulting, no open-ended proposals.