They sell demo-ware. A Figma mockup plus a ChatGPT wrapper looks great in a pitch. Six weeks in, accuracy hits 40% and your team stops trusting the output. The failure mode is always the same: no eval harness, no retrieval strategy, no ownership of the prompt.
They don't know your stack. Most "AI consultants" in Singapore came from a slide-deck background. They can tell you why AI matters. They can't wire your CRM to your warehouse. The integration is 70% of the work; that's the part they outsource or skip.
They lock you in. Prompts live in their tenant. Logs live in their platform. Fine-tune artifacts are "proprietary." The day you fire them, the system dies. We ship the opposite: every artifact in your cloud, every prompt in your repo, every evaluation in your CI.
They staff juniors on seniors' rates. You met the founder; the work is handed to someone eighteen months out of university. We don't do that. The operator who pitched your engagement is on the build calls.
Do your own diligence. Don't take our word for it — we wrote an honest, side-by-side guide to the best AI automation agencies in Singapore that lists our competitors alongside us, with the real trade-offs of each. Read it before you shortlist anyone.