Discovery
We align on users, constraints, and success metrics — so scope and priorities are clear before build begins.
Technical audit · Opportunity map · Scope & timeline
AI Development
We design and ship LLM-powered capabilities with the reliability, observability, and governance enterprise teams expect.
Outcomes
Structured sprints from architecture to production release.
Token budgets, caching, and routing tuned to your traffic.
Human-in-the-loop flows, audit logs, and access controls built in.
How we work
A visible rhythm from discovery through scale — so stakeholders always know where we are.
We align on users, constraints, and success metrics — so scope and priorities are clear before build begins.
Technical audit · Opportunity map · Scope & timeline
Roadmaps, system diagrams, and experience principles — so engineering, design, and leadership share one source of truth.
Architecture brief · UX direction · Delivery roadmap
Production-grade implementation in reviewable cycles — APIs, interfaces, and integrations your team can extend.
Sprint delivery · Code review · Weekly demos
Testing, performance tuning, and security review — every release validated against real-world load and edge cases.
Test coverage · Performance tuning · Security pass
Zero-downtime releases, observability, and runbooks — your team inherits a platform ready for production traffic.
CI/CD pipeline · Monitoring · Handoff docs
Cost optimization, multi-region expansion, and continuous iteration — we stay engaged as your product and traffic grow.
Scale playbook · Cost optimization · Ongoing support
Ready to begin
Start at Discovery — we respond within 48 hours.
Proof
Risk Control Center
Lumen Capital Markets
$4.2B
Daily volume
Shipped real-time risk intelligence processing $4.2B in daily flow with sub-180ms scoring — reducing false positives sixty-two percent before desk-wide deployment.

FAQ
Yes — when retrieval or prompting is insufficient we design fine-tuning with clear eval criteria and rollback paths.
Book a discovery call for your roadmap
Share goals, constraints, and timeline. We respond within two business days with scope, senior team fit, and next steps.
Book a discovery callShare what you are shipping. We respond within 24 hours with scope, senior team fit, and a clear timeline.
Direct line
Project inquiry
Tell us what you are building. Required fields are marked.
Trusted by product leaders at scale
“From LLM architecture through evals and cost controls, they treated AI like production infrastructure — not a demo. Our desk went live in one release train.”