AI Product Work
| Related to | AI trust · Provenance · Guardrails · Human review |
|---|---|
| What it shows | Supported answers, low-confidence warnings, no-data behavior, unsupported-request stops, provenance, and human review paths. |
| Metrics | 86% answer accuracy · 96% guardrail compliance |
Raft
| Related to | Security UX · Operator workflows · Access boundaries |
|---|---|
| What it shows | Restricted visibility, permission-aware actions, incomplete-information recovery, prioritization, escalation, and handoff states. |
| Proof | 5–6 operator personas · 14 interviews · operator simulations · quantitative metrics classified |
DP World
| Related to | Regulated onboarding · Verification recovery · Global finance workflows |
|---|---|
| What it shows | Regional requirement routing, document capture, failed-scan recovery, manual entry, interrupted-session re-entry, and pending review states. |
| Metrics | 28% lower drop-off · 30% faster onboarding · 40% faster validation turnaround |
Amazon Launchpad
| Related to | Trust signals · Scalable systems · Marketplace UX |
|---|---|
| What it shows | Reusable content and layout patterns that helped users evaluate unfamiliar products across a large marketplace surface. |
| Metrics | 150+ storefronts audited · 200+ brands · 19% conversion lift · 42% video engagement lift |