Repeatable problem → Role Assistant → outcome → KPI rows for evaluation and pilot planning. KPIs are illustrative planning frames — see Limits.
Outcome table
| Problem | Role Assistant | Outcome | Typical KPI |
|---|---|---|---|
| CRM records incomplete or stale | Sales Assistant | Reliable pipeline and account context for reviews | % key fields populated; hours saved per rep per week |
| Meetings not reflected in CRM | Sales Assistant | Captured decisions and next steps in system of record | % meetings with logged outcomes within 48h |
| Slow proposal turnaround | Proposal Assistant | Faster compliant proposals with linked evidence | Proposal cycle days; revision rounds |
| Project status scattered across tools | Project Assistant | Single governed status view with risks and owners | Status prep time; overdue risk items surfaced |
| Invoice exceptions and mismatches | Finance Assistant | Fewer validation errors before payment | Exception rate; processing time per invoice |
| Customer churn signals missed | Customer Success Assistant | Early health review with accountable follow-ups | At-risk accounts reviewed per period; retention rate |
| Master data inconsistent across systems | Data Quality Assistant | Stewardship tasks with audit trail | Duplicate rate; correction cycle time |
| Quality non-conformances hard to track | Quality Assistant | Traceable quality review and escalation | Time to close NC; repeat issue rate |
| Procurement PO and supplier misalignment | Procurement Assistant | Aligned PO, receipt, and invoice context | PO mismatch rate; procurement cycle days |
| Compliance documentation gaps | Compliance Assistant | Audit-ready policy and control artifacts | Open documentation gaps; audit prep hours |
| Risk exceptions buried in email | Risk Assistant | Triaged exceptions with evidence | Exception resolution time; overdue count |
| Care handoffs lack shared context | Care Coordination Assistant | Coordinated pathway with linked records | Handoff completeness; care delay incidents |
| Contract terms hard to find at point of work | Sales or Finance Assistant | Governed contract context in role tasks | Time to locate terms; approval rework rate |
| Renewal prep lacks cross-system view | Customer Success Assistant | Renewal brief with CRM, usage, and contract links | Renewal prep hours; forecast accuracy |
How to use this library
- Pick one row for a 30-day pilot — do not combine all problems at once.
- Confirm the Role Assistant matches Best first use cases for your segment.
- Agree baseline and target KPI ranges with the business sponsor before go-live.
- Record outcomes as task evidence, not chat transcripts — see Evidence Fabrix.
Suitable when (outcome selection)
- Problem is recurring role-based work with a named system of record
- KPI can be measured before and after the pilot window
- Human operators will accept or correct assistant task outcomes
Not suitable when (outcome selection)
- Problem is purely individual writing style with no enterprise data
- KPI is only model quality scores without business metric
- Outcome requires uncertified data scope or bypassing approvals
Limits
Typical KPI columns show planning ranges observed in pilots — not guaranteed results. Actual impact depends on data quality, certification status, adoption, and operator engagement. Do not use this table as a contractual service level.