One hundred use cases
“Governed AI” means nothing until you can point at the Tuesday it changes.
Each of these is a worked case: what happens, what it produces, and which pillars carry it. They are the same hundred the product was designed against, not a marketing selection.
100 of 100
Results
UC001
Tenant stand-up with jurisdiction packs
Org onboarded; Art-12 GDR schema live log-or-refuse from the first decision
P5UC002
Marketing trial to live tenant
Demo CTA → sandboxed trial tenant → first governed decision the same session
P5P6UC003
Wording and binder ingestion
Sandbox-first, 3-tier-OCR intake into the encoded-rule substrate, clause-anchored
P4UC004
Core-system decision-interception seam
Per-core seam wired; any surface without the tenant predicate REFUSES
P1✕UC005
Model-inventory registration
Every licensed cat/pricing model into the run ledger with validation calendar
P6UC006
Exposure import on OED rails
Portfolio intake on the industry's neutral schema, geocoded onto the living map
P7UC007
Roles, chairs and seats provisioning
Named chairs, seats and autonomy tiers granted via gated bindings
P2P9UC008
Guided first governed decision
Wizard walks one real decision through to its first sealed GDR
P1P3UC009
Read-seat invitations issued
Regulator/reinsurer scoped read-seats provisioned; the scope itself provable
P5P6UC010
⚠ Predicate-less surface refuses
Missing tenant predicate → machine-coded refusal; never a silent org-wide read
✕UC011
Submission intake confidence routing
Per-field confidence routes each submission to the matched reviewer on the ladder
P1UC012
Claims triage meta-decision
Coverage/liability/litigation scores choose automation depth and room; routing logged
P1UC013
Quote-time hazard in the moment
Per-location hazard scored inside the decision; run logged into its GDR
P7UC014
Visual damage calibrated certainty
Certainty score routes touchless vs human review; factor decomposition attached
P1P3UC015
Governed OSINT for SIU
Recorded authorisation, scoped collection, automatic retention limits (*Vukota-Bojić*-proof)
P1P5UC016
Appetite-in-the-loop constraint
Live portfolio accumulation state injected as a hard constraint per individual risk
P7P2UC017
Omnichannel FNOL capture
FNOL from any channel lands as one routed, logged intake event
P1UC018
Autonomy-tier assignment logged
The T1–T5 tier chosen per decision; the choice itself a GDR event
P1UC019
Straight-through lane still gated
No room convened; P3 gates + GDR remain mandatory for every effect
P1P3UC020
⚠ Queue saturation honest escalation
SLA breach risk surfaces loudly; triage degrades to human lanes, never silently drops
P1UC021
Chaired underwriting committee
Accept/decline/refer argued by heterogeneous persona seats; the named chair rules
P2UC022
Claims committee Red-Queen seat
Adversarial seat punctures consensus before the chair ever sees it
P2UC023
Out-of-authority referral room
The referral is a waitpointed carrier approval, not an email thread
P2P9UC024
Appeal room re-deliberation
Dispute re-argued with a customer-advocate persona; re-certify or overturn, both logged
P2P5UC025
Filing-grade MCP evidence tools
Every external tool call logged into the deliberation trace with provenance
P2P5UC026
Dissent map exploration
The chair navigates the structure of disagreement before ruling
P2UC027
Enforced heterogeneous evidence slices
Each seat argues from its assigned slice; overlapping slices refused
P2UC028
Chair ruling with reasons
Override + reasons captured at a durable waitpoint; the ruling seals the thread
P2P5UC029
Live room relay spectating
Authorised stakeholder watches the deliberation stream read-only, live
P2UC030
⚠ Deadlocked room, chair timeout
No verdict → fails closed to escalation; nothing releases without a ruling
P2UC031
Gated bind dual-control arming
A second named human arms the bind capability before any agent can invoke it
P9UC032
Pen-boundary-verified bind
"Outside the pen?" answered before the bind button arms; fails closed
P4P8UC033
Parametric adjudication with certificate
Feeds treated as observations, never settlement indexes; adjudication gated and sealed
P7P3UC034
Governed config change
Thresholds, checklists, autonomy modes change only via gated, rollback-able GDR events
P9UC035
Verifier: open the decision
The maths, predicate inputs and rule trace rendered readable per decision
P3P4UC036
One-click re-verify: valid
Re-derivation reproduces the sealed verdict bit-for-bit; verdict VALID
P3UC037
Re-verify: version mismatch
Model/rule version drift detected; the mismatch named precisely, never hidden
P3P6UC038
Invalid certificate quarantine
Failed re-verify flags the decision; downstream effects held pending review
P3P5UC039
"Why was this denied?"
Chat answers grounded ONLY in the GDR derivation, never post-hoc rationalisation
P5UC040
⚠ Cross-model disagreement fails closed
Agreement predicate fails → no effect released; T5 fail-closed [P] proven visible
P3UC041
Bible authoring and calibration gym
A bible is drilled against decided cases and must beat the champion before sitting live
P2P6UC042
Bible CRUD with clause anchors
Create/edit/retire persona bibles anchored to wording clauses and lines of business
P2UC043
Bible version diff review
Side-by-side semantic diff of bible versions before any promotion
P2P9UC044
Evolution timeline and memory audit
How the bible learned over time; every mutation attributable and replayable
P2UC045
Calibration drill against decided cases
Closed decisions replayed; per-seat calibration curves scored and ranked
P2P6UC046
Red-Queen seat authoring
The adversarial persona designed and drilled specifically to puncture consensus
P2UC047
Bible promotion gate to rooms
Promotion into live rooms is itself a gated, certificate-bearing change
P2P9UC048
Bible licensing across units
A calibrated bible + its performance ledger licensed across business units (exchange = year-3)
P2UC049
Performance ledger review
Per-bible calibration, override and outcome history as a first-class record
P2P6UC050
⚠ Miscalibrated bible auto-benched
Calibration decay detected → bible pulled from live rooms; the benching logged
P2P6UC051
Live-event book impact
The actual unfolding storm re-simulated against the actual portfolio, per tick
P7UC052
Event room gated response
Moratorium / surge staffing / cede notice proposed from live sim, cross-model checked, gated
P7P2UC053
Event-signal to armed FNOL
A storm signal may *propose* an FNOL burst; a named human arms the passage
P7P1UC054
Conversational what-if overlay
"Shift the track 40 km north" steers a reversible sim; every scenario logged
P7UC055
Overlay compare A/B
Two scenario overlays diffed side by side; live state untouched
P7UC056
GDELT news sentinel
The news watcher raises governed signals, evidence-grade at birth
P7P1UC057
Weather watcher config and arming
Per-peril watcher thresholds configured and armed via gated bindings
P7P9UC058
Book-drift sentinel
Loss-experience vs filed-model back-test warnings, surprisal-ranked
P6UC059
Quote/sim isolation proof
Every what-if runs `props.sim=true`, scrubable, reversible; live mutation impossible
P7UC060
⚠ Feed outage staleness quarantine
A dead feed declares its staleness; dependent decisions flagged, never silently fresh
P7P5UC061
Lloyd's dossier auto-compiled
The validation dossier compiled per external model per year — the wedge sale
P6UC062
Independent-evidence replay mode
Seeded, replayable back-test ledgers any auditor or acquirer re-runs bit-for-bit
P6UC063
Model Change Board
Adopting a new vendor-model version deliberated as a capital-grade event
P6P9UC064
Model promotion to serving
Eval-gate + cross-model sentinel + named-owner sign-off; unregistrable models cannot deploy
P6P3UC065
ORSA/stress governed cycle
Capital statements as governed, reversible overlay runs with chair sign-off
P7P2UC066
Reinsurer confidence pack
Scoped read-seat onto the tenant's adherence + validation ledger
P6P5UC067
Dataset registration and lineage
Datasets registered with provenance before any training may touch them
P6UC068
Training run with eval gates
The prep→tune→eval-gate chain runs governed, every step PCC-streamed
P6UC069
Drift alert to governed retrain
A drift signal proposes retraining; the Model Change Board disposes
P6P9UC070
⚠ Irreproducible run refuses dossier
Seed mismatch → the run is inadmissible; the dossier refuses to compile
P6UC071
Counterparty registry and vetting
Agent-Card exchange + legal-entity and regulatory vetting before any corridor opens
P9UC072
Subrogation corridor demand
`subrogation.demand` over A2A with BiPRO/ACORD payloads, end to end
P9UC073
Input-required interrupt to chamber
A corridor interrupt pulls evidence through the P2 gates, never around them
P9P2UC074
Dually-signed settlement artefact
The terminal artefact signed by both parties, independently verifiable
P9P3UC075
Corridor monitor operations
Live task states, interrupts and ageing across all open corridors
P9UC076
Paired-baseline corridor metrics
Corridor recoveries measured against the baseline lane — the mesh's admission test
P9UC077
Agent-card v1.0 migration
The v0.3.0→v1.0.0 Signed-Agent-Card migration operated as governed change [P]
P9UC078
Corridor evidence into the GDR
Every corridor exchange lands in the decision thread it belongs to
P9P5UC079
Bordereaux corridor preview
Placement/bordereaux corridors staged once subrogation liquidity proves
P9UC080
⚠ Counterparty outage fails safe
A dead counterparty parks the task with honest deadlines; nothing is lost
P9UC081
Folded docket triage
One-hand folded posture; today's decisions ranked, swipeable, actionable
P8UC082
Unfolded thread and dissent map
The full room thread + dissent map opens across the unfolded display
P8P2UC083
Chair-on-the-move approval
Docket triage, dissent review and gated approval with reasons capture, chat-first
P8P2UC084
Field capture with provenance
Witnessed, provenance-stamped photo/document capture at the risk address
P8UC085
Show-the-insured tabletop capture
Dual-screen viewfinder mirroring — contestability at the moment evidence is made
P8UC086
Doorstep claim settlement
The decision sealed on site where the authority matrix lawfully allows
P8P3UC087
Doorstep certificate verification
The insured scans and verifies the handed certificate on the spot
P8P3UC088
Offline sync proof obligation
A completed sync emits a verifiable receipt — sync is a proof, not a hope
P8UC089
Field degraded-status screen
Per-service health on device: what is stale, what is off, since when
P8P5UC090
⚠ Sync failure loud quarantine
A failed sync is loud and logged; evidence quarantined, never silently lost
P8UC091
Regulator conversational replay
A scoped token lets a supervisor interrogate one decision's full thread
P5UC092
Jurisdiction-pack expansion
NAIC / Colorado / E-23 emitters switched on from the same event log
P5UC093
Status feed is the audit trail
The policyholder claim timeline as a projection of the tamper-evident log
P5UC094
Named human on adverse decisions
The gate's sign-off record surfaced as the #1 demanded consumer feature
P2P5UC095
Hash-chained submission receipts
Receipts the carrier's own systems cannot contradict
P5UC096
Appeal-as-workflow embed
A dispute in the carrier's app instantiates UC024's governed room
P2P5UC097
Inference-boundary certified absence
Lineage tags + context gates [P]; the GDR certifies no psychometric ever touched the decision
✕UC098
Rubber-stamp telemetry
Chair override rates, reasons quality and decision-time distributions as a compliance metric
P2P5UC099
Erasure versus evidence continuity
GDPR erasure honoured by crypto-shredding; chain continuity preserved and provable
P5UC100
⚠ Degraded-mode honesty
Per-service health surfaced in-app; the evidence chain records what was unavailable, when
P5P8