services/ai-consulting
Three ways we put AI to work in your business — from the boardroom to the code. We don't do slideware pilots that die in a drawer. We take strategy to shipped.
Most companies know they need AI. Few know where it actually pays back. We map your real workflows, quantify where automation earns its keep, and sequence the roadmap — one industry at a time, one workflow at a time.
[1] workflow audit — where hours (and errors) actually go [2] AI opportunity map — ranked by ROI, not by hype [3] 90-day roadmap — first workflow shipped, not discussed [4] build-vs-buy verdict — honest, even when the answer is "buy"
Custom AI agents that do real operational work — reading, sorting, reconciling, drafting, flagging, deciding. Designed, built and deployed into the background of your business by a team that has been shipping AI products since 2007.
┌─────────────────────────┐ ┌─────────────────────────┐ │ YOUR WORKFLOW │ │ AGENTIC SOLUTION │ │ manual handoffs │ │ agent senses triggers │ │ re-keying between apps │ ───▶ │ reads - decides - acts │ │ waiting on humans │ │ escalates exceptions │ └─────────────────────────┘ └─────────────────────────┘ humans as routers humans as approvers
Your company is sitting on years of emails, reports, contracts, tickets and records nobody touches. That's a moat. We turn dormant corporate data into AI training data, then finetune LLMs that speak your business's language — intelligence your competitors cannot buy off a shelf.
dormant data (archives · records · documents · logs) │ ▼ clean & structure — our data-engineering heritage training data │ ▼ finetune & evaluate finetuned LLM — your institutional knowledge, on tap
We were building AI-powered systems for investment firms, hospitals and manufacturers long before "AI" was a pitch word. Becoming AI Native: Charting the Next AI Frontier — the book co-authored by Paul Lee with Terence C.M. Tse, Mark Esposito and Danny Goh (Chapman & Hall, 2026) — carries the same practical philosophy through every engagement.
Pick the process that hurts most. We'll tell you honestly what AI can and can't do with it.
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