MVP
ProcessingCSV dataset

Demo datasets

Review AI-assisted themes, validate their supporting evidence, and create an immutable synthesis report.

product-feedback.csv12 feedback recordsUploaded 30 Jul 2026

Feedback records

12

Validated source comments

Active themes

0

Non-archived findings

Reports

0

Saved report snapshots

Feedback sources

4

Distinct channels

User types

3

Distinct user segments

Uploaded

30 Jul 2026

Dataset creation date

Human review

Synthesis review workflow

Review AI-generated findings, inspect supporting evidence, and make the final human decisions.

Human review progress

Approve or reject every active theme before creating the final report.

0%
x

Pending

0

Approved

0

Rejected

0

Archived

0

Approve at least one theme to create a report.

No synthesized themes yet

Run the synthesis workflow to generate evidence-linked themes for human review.

No review activity yet

Rename, approve, reject, merge, or split a theme to begin the audit log.

Evidence

Source feedback

Original feedback records used for deterministic analytics and AI-assisted synthesis.

12 records
Feedback evidence
Complete source records retained for theme verification and review.
12 total
ReferenceFeedbackSourceUser typeProduct areaDateRating
FB-001

Checkout takes too long after I click pay

supportbusinesscheckout03 Jun 20262
FB-002

The payment page freezes for several seconds

emailbusinesscheckout08 Jun 20262
FB-003

I had to press the checkout button twice

in-append usercheckout14 Jun 20263
FB-004

Completing payment on mobile is very slow

supportend usercheckout02 Jul 20262
FB-005

I cannot find invoices from previous months

emailadminbilling05 Jun 20263
FB-006

The billing section hides my downloadable invoices

supportadminbilling18 Jun 20262
FB-007

Please make subscription receipts easier to locate

surveybusinessbilling04 Jul 20263
FB-008

I receive too many notification emails

surveyend usernotifications11 Jun 20262
FB-009

There should be separate controls for email alerts

in-appadminnotifications09 Jul 20263
FB-010

Reporting needs filters for customer type

supportbusinessreporting21 Jun 20264
FB-011

I need to export reports using a custom date range

emailadminreporting13 Jul 20263
FB-012

The profile avatar should support animated images

surveyend userprofile19 Jul 20264

System audit

Workflow execution history

Technical logs for synthesis runs, citation verification, persistence, and workflow failures.

Product Feedback Synthesis
Processing
Started 30 Jul 2026, 04:58 pm
cms7rcjbw000
LOAD_DATASETStep 1

Loaded 12 feedback items.

LOAD_HISTORYStep 2

Loaded 6 historical themes.

CALCULATE_METRICSStep 3

Calculated deterministic feedback metrics.