MVP
CompletedCSV datasetReview complete

Test CSV 2

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

02_valid_checkout_recurring.csv12 feedback recordsUploaded 30 Jul 2026

Feedback records

12

Validated source comments

Active themes

3

Non-archived findings

Reports

1

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.

100%
x

Pending

0

Approved

2

Rejected

1

Archived

3

Review complete. The reviewed report can now be created.

Theme review queue

3 active

Review each AI-generated finding, validate its evidence, or select related themes to merge.

Pending

0

Approved

2

Rejected

1

Select two or more related themes to combine their evidence into a new reviewable theme.

RejectedIsolated1 citation

Payment Method Availability

Users are reporting that saved cards are unavailable when they attempt to check out.

Observed problem

Saved payment methods are not appearing during the checkout flow.

Proposed problem statement

Business users are unable to access their saved credit cards during the checkout process, which adds friction to the payment experience.

Supporting feedback

Verified feedback records supporting this theme.

“Saved cards are not available during checkout”

FB-009emailbusiness03 Jul 2026
ApprovedIsolated1 citation

checkout theme 2

Divide “Checkout Performance and Speed” into focused child themes and assign each citation exactly once.

Observed problem

Divide “Checkout Performance and Speed” into focused child themes and assign each citation exactly once.

Proposed problem statement

Divide “Checkout Performance and Speed” into focused child themes and assign each citation exactly once.

Historical comparison

Users previously reported delays and performance issues during the checkout process.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Checkout page takes more than ten seconds to load”

FB-001supportbusiness02 May 2026
ApprovedRecurring10 citations

Checkout Process Reliability and Errors and checkout theme 1

Users are encountering various technical failures and errors while attempting to complete the checkout and payment process. Divide “Checkout Performance and Speed” into focused child themes and assign each citation exactly once.

Observed problem

The checkout process frequently fails due to technical errors, freezes, or unexpected behavior. Divide “Checkout Performance and Speed” into focused child themes and assign each citation exactly once.

Proposed problem statement

End users and business customers encounter technical failures, such as frozen screens, disabled buttons, or unexpected redirects, while attempting to complete payments, resulting in failed orders or duplicate transactions. Divide “Checkout Performance and Speed” into focused child themes and assign each citation exactly once.

Historical comparison

Combined from human-reviewed source themes.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Checkout is much slower during evening hours”

FB-011surveybusiness18 Jul 2026

“Payment freezes after I enter card details”

FB-002emailend user09 May 2026

“The Pay button remains disabled even after completing the form”

FB-003in-appbusiness16 May 2026

“Checkout fails on mobile but works on desktop”

FB-004supportend user22 May 2026

“I was charged but the order confirmation did not appear”

FB-005emailbusiness01 Jun 2026

“The checkout spinner never stops”

FB-006surveyend user08 Jun 2026

“Payment retries create duplicate pending orders”

FB-007supportadmin14 Jun 2026

“Checkout redirects me back to the cart”

FB-008in-append user21 Jun 2026

“The billing address form resets unexpectedly”

FB-010supportend user10 Jul 2026

“I cannot complete payment when using a coupon”

FB-012in-append user25 Jul 2026

Review history

Immutable audit trail of human review actions.

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 page takes more than ten seconds to load

supportbusinesscheckout02 May 20262
FB-002

Payment freezes after I enter card details

emailend usercheckout09 May 20261
FB-003

The Pay button remains disabled even after completing the form

in-appbusinesscheckout16 May 20262
FB-004

Checkout fails on mobile but works on desktop

supportend usercheckout22 May 20262
FB-005

I was charged but the order confirmation did not appear

emailbusinesscheckout01 Jun 20261
FB-006

The checkout spinner never stops

surveyend usercheckout08 Jun 20262
FB-007

Payment retries create duplicate pending orders

supportadmincheckout14 Jun 20261
FB-008

Checkout redirects me back to the cart

in-append usercheckout21 Jun 20262
FB-009

Saved cards are not available during checkout

emailbusinesscheckout03 Jul 20263
FB-010

The billing address form resets unexpectedly

supportend usercheckout10 Jul 20262
FB-011

Checkout is much slower during evening hours

surveybusinesscheckout18 Jul 20262
FB-012

I cannot complete payment when using a coupon

in-append usercheckout25 Jul 20261

System audit

Workflow execution history

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

Product Feedback Synthesis
Completed
Started 30 Jul 2026, 08:11 pm · Completed 30 Jul 2026, 08:11 pm
cms7y8mex000
LOAD_DATASETStep 1

Loaded 12 feedback items.

LOAD_HISTORYStep 2

Loaded 6 historical themes.

CALCULATE_METRICSStep 3

Calculated deterministic feedback metrics.

AI_GENERATIONStep 4

AI generated 3 candidate themes.

VERIFY_CITATIONSStep 5

All generated feedback and historical citations were verified.

SAVE_RESULTSStep 6

Saved 3 verified themes.