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

We build practical AI into the software Memphis businesses already use. Intelligent automation, LLM integrations, and AI-enhanced features that solve specific problems — not general-purpose chatbots.

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                    ★ 5.0 rating  |  25+ years  |  200+ clients served  | 
                    ● Available for new projects
                

// the brief

Memphis businesses are figuring out what AI actually does for them. We build the answer.

AI tools that Memphis businesses can actually use aren't the ones that demonstrate capability — they're the ones built around a specific workflow problem, integrated cleanly, and maintained properly.

// what we deliver

What we build for Memphis 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 Memphis 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.

// also available in memphis