agentic AI,
production-ready.
Production agentic systems for regulated enterprises — delivered with evaluation, oversight, and audit lineage engineered in from the first line of code.
the models are ready. the evidence isn't.
In Fortune 500 environments, the limiting factor on agentic AI is almost never capability. It is the gap between what the system does and what can be defended to model risk, internal audit, and sector regulators.
We build agentic systems the way regulated institutions actually consume technology — with documented lineage, independent evaluation, and a clear chain of control from prompt to production.
- 01financial crime & AML operationsAlert triage, transaction narrative generation, case packaging — with full reviewer traceability and model documentation under SR 11-7.
- 02claims & underwritingFirst-notice intake, fraud signals, underwriting assistants, subrogation triage — with regulator-ready explainability for every decision surfaced to a human.
- 03clinical & operations copilotsPrior authorization, coding assistance, and care operations — governed for HIPAA, state-level AI legislation, and payer audit requirements.
- 04document & contract intelligenceStructured extraction from high-volume document estates with independent evaluation, refusal behavior, and defensible accuracy reporting.
- 05enterprise operations automationReconciliation, onboarding, third-party due diligence, and back-office reporting — with role-based human oversight and attested model behavior.
from candidate use case to assured production.
readiness
Stakeholder alignment, data and control baseline, risk register, and a written engagement charter approved by sponsor and risk leadership.
design
System architecture, model selection, integration plan, evaluation harness, and human oversight model — each signed off before any build begins.
build & evaluate
Implementation against the evaluation harness, shadow-mode validation on production traffic, and iterative review with internal audit engaged throughout.
assure & operate
Model card, control mapping, monitoring pipeline, independent assurance opinion, and a staged rollout — with the operating runbook handed to your teams.
engineered for the third line — by default.
complete decision lineage
Every agent action captured with input, output, model version, tool use, and reasoning trace — retained in your evidentiary environment, not ours.
role-based human oversight
Documented escalation paths, reviewer authority, and override semantics. No agent operates in a production environment without an approved oversight model.
model card & control mapping
Model documentation under SR 11-7, NIST AI RMF, and ISO/IEC 42001 — with an executive summary for board and committee reporting.
evaluation harness, handed over
The test set, scoring rubric, and evaluation pipeline are yours on day one. Every future change is graded against the same instruments.