Productized AI features
Copilots, assistants, and decision support embedded in your products.
Revenue-critical AI · Production-grade
Commercial AI that ships
End-to-end commercial AI products for enterprise — copilots, decision systems, multi-agent platforms, and revenue-critical features with SLAs, governance, and measurable ROI.
2–4 wkPilot ship
4–8 wkPlatform
SLAReady
ROITracked
What we build
Not demos. Products.
Commercial AI solutions are production systems designed to create measurable business value — not slideware. We design, build, and operate AI products that integrate with your workflows, meet compliance requirements, and ship with observability, cost controls, and clear ownership.
Platform programs
Shared agent, RAG, and model infrastructure multiple teams can build on.
Revenue & ops AI
Systems tied to pipeline, claims, onboarding, support, or cost-to-serve metrics.
Governance by design
Access control, audit trails, evaluation, and human-in-the-loop for high-risk actions.
Capabilities
What we deliver
From strategy through launch and iteration — every layer of a commercial AI product, owned end-to-end.
AI Product Strategy
Use-case prioritization, packaging, and success metrics before a single line of code.
- ROI modeling & business case
- Competitive positioning
- Phased rollout roadmap
Production Architecture
APIs, data contracts, model routing, fallbacks, and multi-tenant patterns built for scale.
Go-to-Market Enablement
Admin tooling, analytics, documentation, and launch support.
Cost & Latency Control
Caching, model tiers, batching, and budget guardrails.
Compliance Ready
HIPAA, SOC 2, and enterprise security reviews baked into delivery.
Operate & Iterate
Monitoring, eval regression, and roadmap iteration after launch.
How we work
Pilot to production
A proven delivery rhythm — scoped for speed on pilots, structured for scale on platforms.
Discover & scope
Use case, data sources, integrations, compliance, and success metrics defined upfront.
Architect & build
Production architecture with eval harnesses, guardrails, and observability from day one.
Launch & measure
Ship with SLAs, admin tooling, and ROI tracking tied to your business metrics.
Operate & evolve
Monitor, iterate prompts and models, and expand capabilities on a shared platform.
Technology
The stack
Frontier and open-weights models, production platforms, and quality tooling — chosen for your constraints.
Layer 01
Models
Layer 02
Platform
Layer 03
Quality
2–4Weeks to pilot
4–8Weeks to platform
15+Years experience
200+Projects shipped
01What counts as a commercial AI solution?
A commercial AI solution is a production system tied to a business outcome — revenue, cost, risk, or customer experience — with ownership, SLAs, and measurement.
02Do you build on open-weights or proprietary models?
Both. We recommend frontier APIs when speed-to-value wins, and open-weights private deployments when data control, cost at scale, or latency require it.
03How long to first production release?
Focused pilots often ship in 2–4 weeks. Broader commercial platforms typically take 4–8 weeks depending on integrations and compliance.
Next step
Ready to build commercial AI?
Tell us about your use case — we respond within 24 hours with a clear path from pilot to production.