We ship LLM workflows with evaluation, human-in-the-loop gates, and monitoring—so automation reduces cost and risk with evidence.
We ship LLM workflows with evaluation, human-in-the-loop gates, and monitoring—so automation reduces cost and risk with evidence.
The friction is rarely a missing tool—it is ownership, evidence, and sequencing under real operating constraints.
Demos that never clear security, data, or ROI gates.
Models touching sensitive systems without controls or lineage.
Hallucinations and drift discovered by customers first.
Each phase produces evidence—not just status slides—so risk stays visible and decisions stay fast.
Use-case fit, data readiness, and risk classification.
Retrieval, identity, and evaluation design.
Workflows with HITL and observability.
Prompt/model cost and quality tuning.
Drift, abuse, and outcome dashboards.
Composable practices—governed, measurable, and ready for regulated delivery.
Assistants and agents with enterprise identity and audit trails.
Learn moreGoverned retrieval with lineage and access control.
Learn moreQuality gates before production promotion.
Learn moreDocument and ops workflows with measurable ROI.
Learn morePolicy, red-teaming, and evidence for risk committees.
Learn moreDeployment, monitoring, and rollback for models.
Learn moreWe meet you on the stack you run—and leave it more governable than we found it.
Scope constraints, risk, and measurable success criteria.
Reference architecture executives can fund and teams can run.
Thin production increments with evidence at every gate.
Security, performance, and acceptance against SLOs.
Controlled promotion with runbooks and rollback paths.
Cost, reliability, and ownership after go-live.
HIPAA-ready platforms, clinical systems, and patient data governance.
Low-latency analytics, resilient platforms, and controlled change.
OT/IT integration, plant telemetry, and secure edge-to-cloud paths.
Commerce platforms, inventory intelligence, and peak-ready scale.
FedRAMP-aligned patterns, identity, and evidence-ready delivery.
Route optimization, tracking platforms, and resilient integrations.
Built an LLM workflow with retrieval over policy documents, HITL review, and production monitoring.
View more outcomesAssistants and agents with enterprise identity and audit trails.
Governed retrieval with lineage and access control.
Quality gates before production promotion.
Document and ops workflows with measurable ROI.
Tell us your constraints—we will propose a path executives can fund and engineers can ship.
We select models by use case, cost, and data residency—architecture stays portable.
Evaluation harnesses, grounded retrieval, and human gates on high-risk actions.
Enterprise contracts and architecture keep your data out of public training paths.
One high-volume, measurable workflow—not a broad “AI transformation” program.