Donald Hans integrates production-grade AI into your products and operations — and trains custom models when off-the-shelf isn’t enough. Strategy, engineering, and a measurable edge, from one team.
Building on the frontier — and on your stack
Built by engineers from
Our software and AI engineers are Georgia Tech alumni with experience building at Google and Amazon — frontier craft, applied to your business.
Most teams need both — a fast path to value with existing models, and a moat built from models that are truly theirs. We do the full arc.
Drop intelligent copilots, agents and automations into the products and workflows you already run. We handle the orchestration, retrieval, evals and guardrails so it’s dependable from day one.
When generic models hit a ceiling, we fine-tune, distill and train models on your domain — owned by you, optimized for your latency, cost and accuracy targets, and deployed wherever you need them.
From the first data audit to a model serving traffic in production — the whole pipeline under one roof.
Multi-step agents that plan, call your tools and APIs, and recover from failure — wired with tracing, evals and budget limits so you can actually trust them in production.
Hybrid search over your knowledge, grounded answers with citations.
Offline + online eval suites so quality never silently regresses.
Smaller, faster, cheaper models tuned to your domain and SLAs.
Guardrails, PII handling, audit logs and policy controls baked in.
Autonomous agents that do real work across your enterprise systems — with the security, governance and reliability a large organization actually requires. Not a chatbot: a digital workforce you can put into production and trust.
Connected systems
Governance & security
Triage alerts, run runbooks and resolve tickets across your stack.
Resolve and escalate cases end-to-end with full account context.
Invoice matching, approvals and spend analysis on autopilot.
Monitor, flag and document with a complete, exportable audit trail.
Pilots are easy; production is the hard part. Every engagement ships with the plumbing real software needs — observability, evaluation, cost controls and a clean handoff your engineers can own.
Traces, token + latency metrics and eval scores on every request.
Routing, caching and distillation keep spend and p95 predictable.
Documented code, infra-as-code and a walkthrough with your team.
We bring the same AI core to the disciplines we’ve always served — now supercharged.
Predictive models and natural-language analytics that turn your data into decisions, not dashboards.
Learn moreThreat detection, anomaly models and LLM-application security that hardens what you ship.
Learn moreAgents that take real work off your team’s plate across support, ops and back office.
Learn moreContent engines, SEO intelligence and audience models that compound your reach.
Learn moreAsk-anything search across docs, tickets and code with grounded, cited answers.
Learn moreNet-new AI-native products — from prototype to launch — designed, built and shipped.
Learn moreWe map the workflow, data and the highest-leverage place AI changes the math.
A working slice in weeks, measured against a golden set — not a slide deck.
Hardening, evals, observability and the model work to hit your SLAs.
We hand off clean, documented systems — and stay on as far as you want.
“Donald Hans took us from a clever prototype to a model serving our whole support org in six weeks. Cost dropped 80% and quality went up.”
Tell us the workflow you want to transform. We’ll come back with a concrete plan, a prototype scope and a timeline — usually within a week.