We help mid-market teams adopt AI—without the hype.
Practical AI adoption for publishers, insurers, and educators. We identify the 2–3 highest-ROI opportunities, pilot them quickly, and integrate them into your existing workflows. No disruption. Just measurable results in 90 days.
- 04:12deploy auth-svc v2.14.1 → ok▊prod-east
- 04:14patch kernel 6.11.7 rolling okbastion-01
- 04:19alert cpu 82% — auto-scaled +2web-fleet
- 04:22ai.log 14 triage decisions — 3 escalated to humanintake-svc
- 04:27backup db-main verified 412gbs3-iad
- 04:31cert *.client.com 78d — renewedacme
- 04:34incident INC-2094 — closed, rca filedon-call
We don't just run platforms. We identify where AI actually earns its keep— then integrate it without breaking what works.
Most shops bolt AI onto existing platforms and hope for the best. We take a different approach: assess first, pilot fast, and integrate only where the ROI is clear. We also run the platforms we build — monitoring, patching, incident response, and continuous improvement — so AI doesn't become someone else's problem.
AI for AI's sake. Disruption theater. Rip-and-replace projects that leave your team scrambling. If that's the brief, we'll point you to someone good.
How the work actually happens.
Platform assessment
We read the code, map the infra, and sit with your team. You get a written risk register and a 90-day plan before any contract for ongoing work.
- Infra + dependency map
- Risk register, scored
- 90-day remediation plan
- Fixed-fee, no rollover
Architect & build
Senior engineers design and ship the platform end-to-end — APIs, data, UI, infra. Observability, tests, and runbooks are part of the build, not a phase-two promise.
- Typed APIs + data models
- CI/CD from day one
- Logging + tracing baked in
- Runbooks before launch
Operational ownership
We run it. 24/7 on-call, patching, incidents, capacity, and cost. You get weekly ops summaries written by a human — not ticket-queue theater.
- 24/7 on-call rotation
- Weekly ops report
- Monthly capacity review
- Quarterly cost audit
Continuous improvement
A fixed monthly envelope of senior development hours for features, optimization, and strategic work. No re-scoping theater, no junior hand-offs.
- Fixed monthly capacity
- Quarterly roadmap
- AI integrations when they earn it
- Annual renewal, not lock-in
AI handles the volume. Humans make the consequential calls.
We build AI agents with comprehensive logging, typed guardrails, and human-in-the-loop where the stakes demand it. Every decision is auditable. Every cost is measured. If AI isn't the right tool, we'll say so — loudly.
Consequential decisions reviewed by people.
Triage, dispatch, routing — AI proposes, humans dispose.
Typed I/O, policy checks, rate limits.
Every prompt, response, and tool call logged and queryable.
Real numbers on what AI costs per decision.
Monthly dashboard: tokens, latency, escalation rate, savings vs. manual.
Writing from the operations floor.
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Bring us your business-critical platform.
We'll show you where AI can actually help.
A 20-minute AI Opportunity Call with one of the founders. If we're a fit, we keep talking. If we're not, we'll tell you who is.
Book the call →