Kamiwaza · Operational review

Low-fi wireframes, six steps

From exception to an authorized, auditable disposition. Every claim is sourced, permissions are rechecked, and a person records the decision.

Primary action or human decisionState markerEvidence ID
01Open caseE01E09E14
Operational review · Analyst

Build the evidence set

Case EX-0142 example · service exception

Case system12 records
Document repositoryDidn’t load
Ticketing, call recordings, policyNot in Release 1
Source status

One source failed.

The draft waits until every connected source loads, so nothing is missing silently.

Retry source

One source didn’t load. Retry, never a silent gap.

02SourcesE04E07E14
Operational review · Analyst

Sources used

Only sources you can open in the original system appear.

S1 · Exception recordWhy: the case itself
S2 · Service log extractWhy: matches the exception time
S3 · Prior case, same accountWhy: similar exception
Restricted

1 source hidden.

You don’t have access in the source system. Title and content are not shown.

Left out: 2 records, with the reason for each.

Continue to draft

A hidden source shows no title and no content.

03Draft packetE03E06E10E13
Operational review · Analyst

Review the draft

3 claims, each linked to its sources example

S1S2
S2S3
S1

v1 AI draft · kept→v2 your edits

Claim 2

Low confidence.

Two sources give different times. Check before you submit.

I checked this claim against the sources

Confirm and continue

Low confidence needs a human tick. AI draft v1 is kept.

04SubmitE07E11
Operational review · Analyst

Final check before submit

Your access to each source, re-checked now.

S1 · Exception recordStill valid
S2 · Service log extractStill valid
S3 · Prior caseRevoked after the draft. Removed.
Submit paused

Submit is paused.

The revoked document is out of the packet. Refresh the evidence to rebuild claim 2.

Refresh evidence

A revoked document is removed and submit pauses.

05Reviewer decisionE05E06
Operational review · Reviewer

Record the disposition

Recommendation from the analyst example

Correct the record and notify the account owner.

3 claims · all sourced · 1 low-confidence claim checked

Approve recommendation
Return for more work
Record a different disposition
Human decision

You record the final disposition. The system never does.

RULENever fully automatic. Humans govern disposition in multiple layers, in every release. Release 1 (S), from E06.

Record disposition

A person records the disposition. Release 1 rule.

06Audit and exportE06E07E10E14
Operational review · Reviewer

Audit record

Append-only. Every version is kept.

  1. Source set3 used, 1 hidden, 1 revoked and removed
  2. Model and promptversion recorded
  3. AI draft v1kept unchanged
  4. Analyst edits v2with the low-confidence check
  5. Permission re-checkbefore submit
  6. Dispositionrecorded by the reviewer
Export

Export the packet.

Restricted sources are left out whole; field-level redaction is not available across all sources.

Export packetCopy to case system

Append-only record. Nothing is overwritten.

Evidence pack (E01-E14)

Every evidence ID cited in the frames above, from the case Evidence Pack. Wording is quoted or closely paraphrased from the source. Tap a frame number to jump to it.

IDTitleWhat it saysUsed in frames
E01Operations analyst interviewsAnalysts spend a median 11.5 hours on each exception case; 4.2 hours go to locating and reconciling source records.Limitation: Six interviews from one operations team1
E02Pilot telemetry18% of eligible weekly cases used the draft-summary pilot more than once.Limitation: Eight-week pilot; usage instrumentation does not explain abandonmentNot cited in these frames
E03Pilot quality review84% of sampled summaries were judged materially accurate; 14% contained at least one claim reviewers could not trace to a displayed source.Limitation: Fifty sampled cases; reviewers used the current manual standard3
E04Frontline interviewAnalysts value a starting draft but reopen source systems because the draft does not show why a source was selected or what was omitted.Limitation: Repeated in four of six interviews2
E05Operations leaderStandardize the final review packet and reduce median case cycle time by 40% this quarter; a narrower first release is acceptable if it is used consistently.Limitation: Commercial commitment has already been discussed with executives5
E06Compliance leadEvery material claim must link to an authorized source; the human approver, source set, model and prompt version, edits and final disposition are kept in an auditable record.Limitation: Compliance has not approved automated dispositions3 5 6
E07Compliance leadA user must not see or retrieve a source they could not access in the underlying system; exported packets must not reveal restricted source content.Limitation: Existing access groups are available; a new identity system is not2 4 6
E08CTOThe six-week executive demo should show ingestion from all five source systems, autonomous research, automatic disposition and a configurable executive dashboard.Limitation: No engineering estimate has been completedNone. Automatic disposition conflicts with S's RULE; not planned.
E09Engineering discoveryReliable connectors already exist for the case system and document repository; ticketing, call-recording and policy systems would each need a new connector and security review.Limitation: Two engineers are available for four weeks before one moves to another commitment1
E10Support observations27% of pilot outputs are manually reformatted before review; users also copy the final packet into the case system.Limitation: Based on 63 support-tagged cases3 6
E11Incident reportIn three pilot cases, a revoked document remained in an already generated draft until the user refreshed the evidence set.Limitation: No customer data was exposed outside authorized users4
E12Sales noteNorthstar's renewal sponsor wants proof of measurable adoption and a credible path to broader source coverage, not necessarily all five connectors at launch.Limitation: The renewal decision is in ten weeksNot cited in these frames
E13Designer usability sessionUsers missed low-confidence language shown only as a small badge; they noticed an inline explanation and a required confirmation step.Limitation: Five participants3
E14Security architectureOn-prem model endpoints, role groups, append-only audit storage and source-system permission checks are in place; there is no field-level redaction across all sources.Limitation: Architecture review is current as of the fictional case date1 2 6