Shipped systems. Measurable outcomes.
Every engagement starts with the constraint, not the model. We scope for integration depth and exit criteria that production teams can actually verify.
Constraints defined. Systems delivered.
Defect detection at line speed
The constraint: inference latency under 40 ms on existing conveyor hardware. We built a quantized vision pipeline that integrated directly into the SCADA layer — no new infrastructure, no retooling.
Outcome: 94% defect catch rate at full throughput, 3-second alert-to-stop latency. Running in production across two facilities.
Dynamic dispatch without the delay
The constraint: real-time rerouting decisions inside a legacy TMS with a 500 ms API budget. We deployed a constrained optimization model as a sidecar service — zero migration required.
Outcome: 18% reduction in average delivery window, integrated within an eight-week runway. No downtime during cutover.
Explainable scoring under regulatory scrutiny
The constraint: model outputs must satisfy audit-trail requirements and produce human-readable rationale per decision. We built a gradient-boosted ensemble with a structured explanation layer mapped to existing compliance fields.
Outcome: full audit compliance on first regulatory review, 11% improvement in approval accuracy over the previous rules engine.
Reliable ingestion across fragmented records
The constraint: ingest and normalize clinical records from seven EHR systems with no shared schema, within HIPAA-compliant infrastructure. We engineered a schema-inference layer with deterministic validation at each stage.
Outcome: 99.2% parse accuracy across all source systems, pipeline processing 4M records daily with zero manual remediation.
Integration depth is the through-line
100%
4 verticals
Zero rip-and-replace
Manufacturing, logistics, financial services, healthcare — each with distinct regulatory and infrastructure constraints.
Every system built to integrate with existing infrastructure — no forced migrations, no new vendor dependencies.
Of engagements reached production deployment. No abandoned proofs of concept.
Have a use case worth scoping?
We scope against your constraints, not our catalog. Tell us what you're trying to solve and we'll tell you whether we're the right fit.