AI development for Independence businesses — practical, specific, production-ready.

LLM integrations, intelligent automation, and AI-enhanced features for Independence businesses. Practical AI that saves real time — not proof-of-concept demos that don't survive contact with real workflows.

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                    ★ 5.0 rating  |  25+ years  |  200+ clients served  | 
                    ● Available Q3 2026
                

// the brief

Most AI demos don't survive contact with real workflows. We build AI that does.

The AI landscape is full of demos that look impressive and don't survive contact with real business workflows. Independence businesses that want AI to do actual work need it built into their specific processes — not bolted on as a generic chatbot.

// what we deliver

What we build for Independence businesses with AI

AI Feature Scoping

Before building, we identify the specific problem worth solving with AI — and the one that will actually deliver ROI for your Independence business.

Prompt Engineering

Treat prompts as code: versioned, tested, and refactored when behavior drifts. Not vibes-based copy buried in a controller.

Evals & Test Harnesses

AI features need careful testing against real inputs. We build evaluation frameworks that catch regressions before they reach your users.

Cost & Latency Controls

Caching, model routing, fallback chains — the engineering that keeps AI features fast and affordable as usage grows past pilot scale.

Privacy & Data Boundaries

Self-hosted models where the data demands it, redaction pipelines where it doesn't. AI features that respect what should never leave your stack.

Ongoing AI Maintenance

LLM APIs evolve, models change, and prompts drift. We maintain the AI features we build so they keep performing as expected, not just at launch.

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// ai development · independence

Ready to put AI to work inside your Independence business?

Start with a conversation. Tell us the specific problem and we'll tell you honestly what AI can and can't do for it.

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