Use case demo
Feedback coding
Code every survey comment by theme, with a safeguarding check on each one.
Synthetic demo
Proposed design
Queue · synthetic items
RulesPolicy in code
JevChoice · Score · Noul
Frontier LLMDraft only
HumanAccountable action
Inputs
Select an item.
Jev + rules
Judgments appear here.
Outputs
Tickets, drafts, queues.
Pilot card
What a first pilot of this decision needs. Proposed design, not a measured result.
| Decision | What is each free-text comment about, how negative is it, and does it need a person today? |
|---|---|
| State Jev sees | Comment text, service name, rating. |
| Questions |
|
| First action code may take | Aggregate themes to a dashboard; route wellbeing flags to the safeguarding lead. |
| Stays with a person | Any contact with a respondent; product decisions. |
| Measure first | Agreement with a human-coded sample; wellbeing flags reviewed same day. |
| Microsoft surface | Microsoft Forms or survey export to Fabric; Power BI; Teams alert. |
| Out of scope | Acting on an individual from their comment alone. |