Service
AI Integration
Embed AI into your existing workflows without rewriting your stack.
Typical engagement: 6–12 weeks
Overview
We embed AI inside the systems you already run, instead of asking your team to rebuild around an AI vendor. The goal is a measurable lift on a workflow your business already cares about, in 6–12 weeks.
What we do
- Audit existing workflows and identify where AI changes unit economics, not just speed.
- Build production-grade integrations with OpenAI, Anthropic, or self-hosted models — including evals, observability, and failure handling.
- Set up cost attribution and per-customer margin tracking so AI spend doesn't quietly destroy your gross margin.
- Train internal teams to own the AI surface after handoff. We don't create permanent dependencies.
Outcomes
- One workflow shipped to production with measured before/after metrics.
- An eval harness your team can extend.
- A documented cost model with monthly variance under 10%.
Fit for
- Companies with an existing product and a backlog of 'we should add AI here' candidates.
- Teams who want to own the AI surface long-term, not outsource it.
Not fit for
- Pre-product companies still searching for a wedge — talk to us about Custom Software instead.
- Teams looking for a chatbot bolted onto a marketing site.
AI Integration
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