How Pick Network hit 30% AI conversation handling in one quarter
The playbook behind a public KPI: Q1 baseline at 12%, Q2 target hit at ~30%. What we shipped, what we tuned, and what didn't work.
IMDA Quick Win Vendor explained: 50% co-funding for SG SMEs in 2026
Plain-English guide to the IMDA QWV programme, what qualifies, ceiling caps, and how to combine with PSG for AI agent projects.
Why we built Bifrost, and not just a chatbot
Most 'agent platforms' are LLM thin wrappers. Bifrost is a 32-step pipeline with PII detection, multi-provider routing, and real handover. Here's why.
Henderson Security: S$5,500/month operational savings, and the math behind it
A real ROI breakdown. 1.5 FTE freed up. Where the savings came from, what the AI actually does, and what we still can't do.
Agentic AI vs RAG: when to use what (and when both fail)
A pragmatic decision tree from 18 months of shipping production AI in Singapore. Where agents help, where retrieval helps, where neither is the answer.
5 WhatsApp Business API rejection mistakes we made, so you don't have to
Template categorisation, opt-in language, business verification: the costly lessons from 12 deployments.