Claude in production, governed from day one.
We operationalize Claude across knowledge retrieval, secure assistant workflows, and structured decision support. Evaluation-first deployment means every user-facing pattern has a regression harness before broad exposure.
- Model
- Claude 3.x (Opus, Sonnet, Haiku)
- Governance
- NIST AI RMF · audit logging · role-scoped access
- Compliance
- FedRAMP aligned · CMMC L2 aligned · SOC 2 aligned
- Evaluation
- Scenario matrix · golden answer variance · drift detection
- Time to prod
- First system in <30 days from contract execution
- Artifacts
- Model card · risk register · escalation playbook
Six architecture layers. One governance standard.
Each layer is designed, tested, and handed off as an independently verifiable component. No black-box integrations. No ungoverned prompt paths.
Retrieval Layer
Hybrid semantic and keyword retrieval with guardrails. Every response traces back to a source document before user exposure.
Safety Layer
PII scrubbing, prompt injection filters, and output toxicity scanning active in every pipeline before responses reach users.
Evaluation Harness
Scenario matrix with golden answer variance thresholds. Drift detection surfaces semantic regression when organizational lexicon evolves.
Prompt Operations
Prompts treated as versioned, testable assets. Chained constitutional reframing, reasoning trace compression, and tool-call orchestration.
Escalation Path
Unresolved confidence triggers structured handoff with a context packet to the responsible human. No silent failures.
Risk Controls
Mapped to NIST AI RMF: data minimization, immutable trace logging, role-scoped capability boundaries, and hallucination exception triage.
Four phases. Written exit criteria at each gate.
Assessment
Audit current workflows for Claude fit. Score use cases by risk, value, and compliance surface before selecting the pilot.
Architecture
Design retrieval, safety, and escalation layers. Build the evaluation harness before any user-facing pattern goes live.
Deployment
Phased rollout with governance controls active. Written acceptance criteria verified before each promotion to production.
Operate
Observability dashboards, quarterly drift reviews, and a documented handoff so your team owns the system long-term.