Conversational ERP layer across 3 departments — no new app, no training
Ops, sales, and dispatch teams needed live ERP answers but were blocked behind 4 screens and 6 clicks per query — dozens of times a day. Every data request meant a login, an IT ticket, or a wait.
Outcome
6 clicks → 1 message
3-second ERP response via WhatsApp, Teams, or Slack. Zero apps, zero logins, zero retraining.
Employee lifecycle automation for an MSP — 4,500+ employees, 7 client companies
Manual onboarding and offboarding across 7 client companies: 5-system checklist, and deboarded users with live account access for 24–48 hours after their last day.
Outcome
4,500+ employees · 0 manual steps
MS Graph + Power Apps lifecycle automation. Full provisioning, access removal, and compliance across all 7 clients — no manual intervention.
AP team manually matched invoices against POs across 10 suppliers — 3–4 hours weekly, disputes that blocked payments for weeks, and reconciliation errors found after the fact.
Outcome
0 manual steps
AI agent reads, matches, flags exceptions, generates reconciliation report automatically. Humans only see exceptions.
When the Roadmap Is Three Months but the System Breaks in One
3-person team coordinating 12 buyers across WhatsApp, phone, and in-person orders. Manual SOPs broke in month one. No pipeline visibility, no factory packing plan, no buyer tiers — coordination ran on verbal briefings every shift.
Outcome
5-stage pipeline · live in 5 days
Structured order pipeline from buyer intake to factory dispatch — role-gated portals, rate master with per-buyer overrides, production queue. Built and deployed in 5 days.
Garment manufacturer · SE Asia · Internal BI · Power BI replacement · 3-week deployment
Apache Superset embedded BI — executives get live analytics without a separate login
Power BI licensing was a ceiling on internal data access. Executives weren't using BI — not because they didn't want to, but because every additional user meant another license.
Outcome
$0 per-user cost
Apache Superset on ClickHouse + PostgreSQL, embedded directly in the manufacturer's ERP. Unlimited internal users, no licensing constraint.
Mid-market manufacturer · First AI deployment · 1-workflow entry
Automating one invoice workflow: what replaced the manual process
Mid-market manufacturer reconciling supplier invoices manually. First AI deployment scoped to one workflow, delivered in 2 weeks. What happened next reshaped how every department thought about their own process.
Outcome
1 workflow → org-wide AI adoption
The entry deployment for manufacturers who know the problem, have the ERP, and need a low-risk first proof point.