Managed delivery and support with agent-assisted triage and proactive issue detection.
- Agent-assisted ticket triage against shadow data
- Proactive detection of database drift and regressions
- Human review before any production change
- Monthly outcome reporting from the execution ledger
Where this has run.

The Al-Futtaim customer sees one group. That customer’s experience was 200 different apps, sites and logins. Cross-sell was theoretical, retention was slipping, and no single team could see the customer end-to-end.
The questions we actually get asked.
No. Triage runs against shadow data with PII stripped. The human reviews the proposed fix and applies it.
Contracted per engagement. Under agent-assisted triage, initial classification and context assembly is typically inside 5 minutes.
Monthly, from the execution ledger. Number of tickets, resolution time, agent versus human effort, and any actions that hit tier 3 or tier 4 gates.
Start with one thing that works.
A 60-minute working session with two of our engineers. You bring a delivery problem. You leave with a written assessment of where AI would help, where it would not, and what it would take to find out.
No pitch deck. No obligation.