AI woven into
the work itself.
We embed LLMs, computer vision, and agentic workflows into your existing systems — quietly, accountably, and where they save real human time.
A measurable engagement, scoped in 48 hours.
Senior team, fixed timeline, and a point person who answers the phone.
What you get from this engagement.
AI integration is not a hackathon prototype. It is a production system with evals, guardrails, an on-call rotation, and a measurable line on your operating P&L.
We work from prompt engineering through fine-tuned models in production. Every engagement starts with a single high-leverage workflow we agree to automate end-to-end.
Production-grade by default
Evals, observability, fallback paths, human-in-the-loop where stakes are high.
Agentic workflows
Multi-step agents that orchestrate tools, not chatbots wearing a tie.
Responsible AI review
PII handling, bias review, and a model card for every shipped system.
Model-agnostic
OpenAI, Anthropic, open-source — we route by task, cost, and risk.
How we deliver this.
A predictable, five-stage cadence — refined across 100+ engagements.
Discover
Workflow shadowing, stakeholder interviews, and a written brief everyone signs.
Design
Information architecture, system design, and a clickable prototype before code.
Develop
Two-week sprints with working software at the end of every one. No surprises.
Deploy
Phased rollout with a warm legacy system, observability, and a runbook.
Support
A managed retainer for the long tail — bug fixes, evolution, and on-call.
Outcomes we measure.
Numbers from real engagements — averaged across the portfolio, not cherry-picked.
Avg. handle-time reduction
Across deployed agentic workflows in customer support and ops.
PoC to production
Typical timeline for a scoped, single-workflow automation.
AI systems shipped
Live in production, observed, and on a maintenance contract.
ROI on year one
Median return on the first 12 months of a production AI engagement.
Service components.
A modular set of building blocks — pick the ones you need; we'll scope to your envelope.
LLM Application
Scoped and delivered as part of the AI Integration & Automation engagement.
RAG + Vector Search
Scoped and delivered as part of the AI Integration & Automation engagement.
Intelligent Agents
Scoped and delivered as part of the AI Integration & Automation engagement.
Workflow Automation
Scoped and delivered as part of the AI Integration & Automation engagement.
Eval & Observability
Scoped and delivered as part of the AI Integration & Automation engagement.
Conversational UI
Scoped and delivered as part of the AI Integration & Automation engagement.
AI Gateway
Scoped and delivered as part of the AI Integration & Automation engagement.
Human Review Console
Scoped and delivered as part of the AI Integration & Automation engagement.
Governance & Compliance
Scoped and delivered as part of the AI Integration & Automation engagement.
Let's scope this together.
Thirty minutes with a senior engineer is usually enough to know whether we're a fit. No pitch deck, no obligation.
What's included
- A scoping call with our AI engineering lead
- A shortlist of 3 candidate workflows ranked by ROI
- A 2-week PoC plan with success criteria
- No commitment to a long engagement to start