MVP
CompletedCSV datasetReview complete

Test CSV 1

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

01_valid_mixed_feedback.csv20 feedback recordsUploaded 30 Jul 2026

Feedback records

20

Validated source comments

Active themes

8

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

8

Rejected

0

Archived

0

Review complete. The reviewed report can now be created.

Theme review queue

8 active

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

Pending

0

Approved

8

Rejected

0

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

ApprovedRecurring5 citations

Checkout issues

Checkout performance and reliability issues

Observed problem

Affected users: business and end users. Difficulty: checkout takes too long after clicking Pay, payment page freezes, need to press checkout button twice, mobile payment is very slow, checkout sometimes returns to cart. Context: during payment flow, on mobile, after clicking Pay. Consequence: delayed completion, frustration, potential abandoned purchases.

Proposed problem statement

Affected users: business and end users. Difficulty: checkout takes too long after clicking Pay, payment page freezes, need to press checkout button twice, mobile payment is very slow, checkout sometimes returns to cart. Context: during payment flow, on mobile, after clicking Pay. Consequence: delayed completion, frustration, potential abandoned purchases.

Historical comparison

Current feedback describes similar checkout delay and reliability problems as the historical slow checkout experience theme.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Checkout sometimes returns me to the cart”

FB-005surveybusiness06 Jul 2026

“Completing payment on mobile is very slow”

FB-004supportend user02 Jul 2026

“I had to press the checkout button twice”

FB-003in-append user14 Jun 2026

“The payment page freezes for several seconds”

FB-002emailbusiness08 Jun 2026

“Checkout takes too long after clicking Pay”

FB-001supportbusiness03 Jun 2026
ApprovedRecurring4 citations

Billing Discoverability

Billing information discoverability and access

Observed problem

Affected users: admin and business. Difficulty: cannot find invoices from previous months, billing section hides downloadable invoices, subscription receipts hard to locate, invoice PDFs require many clicks. Context: billing section, invoice/receipt access. Consequence: extra time spent locating documents, reduced productivity.

Proposed problem statement

Affected users: admin and business. Difficulty: cannot find invoices from previous months, billing section hides downloadable invoices, subscription receipts hard to locate, invoice PDFs require many clicks. Context: billing section, invoice/receipt access. Consequence: extra time spent locating documents, reduced productivity.

Historical comparison

Current feedback echoes historical difficulty locating invoices and billing documents.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Invoice PDFs take too many clicks to download”

FB-009in-appadmin12 Jul 2026

“Please make subscription receipts easier to locate”

FB-008surveybusiness04 Jul 2026

“The billing section hides downloadable invoices”

FB-007supportadmin18 Jun 2026

“I cannot find invoices from previous months”

FB-006emailadmin05 Jun 2026
ApprovedEmerging3 citations

theme-notification-overload

Notification overload and lack of configurability

Observed problem

Affected users: end user and admin. Difficulty: receive too many notification emails, need separate controls for email alerts, notifications repeat same update several times. Context: notification system. Consequence: notification fatigue, missed important alerts.

Proposed problem statement

Affected users: end user and admin. Difficulty: receive too many notification emails, need separate controls for email alerts, notifications repeat same update several times. Context: notification system. Consequence: notification fatigue, missed important alerts.

Historical comparison

Current feedback mirrors historical reports of excessive, repetitive notifications and insufficient configurability.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Notifications repeat the same update several times”

FB-012supportend user18 Jul 2026

“There should be separate controls for email alerts”

FB-011in-appadmin09 Jul 2026

“I receive too many notification emails”

FB-010surveyend user11 Jun 2026
ApprovedEmerging3 citations

theme-reporting-filters

Reporting filter and export limitations

Observed problem

Affected users: business and admin. Difficulty: reporting lacks filters for customer type, need custom date range export, report exports do not keep selected filters. Context: reporting module, export functionality. Consequence: inability to generate tailored reports, need to reapply filters after export.

Proposed problem statement

Affected users: business and admin. Difficulty: reporting lacks filters for customer type, need custom date range export, report exports do not keep selected filters. Context: reporting module, export functionality. Consequence: inability to generate tailored reports, need to reapply filters after export.

Historical comparison

Current feedback aligns with historical need for more flexible reporting filters and export fidelity.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Report exports do not keep the selected filters”

FB-015in-appbusiness22 Jul 2026

“I need to export reports using a custom date range”

FB-014emailadmin13 Jul 2026

“Reporting needs filters for customer type”

FB-013supportbusiness21 Jun 2026
ApprovedEmerging2 citations

theme-search-issues

Search functionality issues

Observed problem

Affected users: admin and business. Difficulty: search does not find customers by phone number, search is slow with large accounts. Context: customer search. Consequence: difficulty locating specific customers, delays in workflow.

Proposed problem statement

Affected users: admin and business. Difficulty: search does not find customers by phone number, search is slow with large accounts. Context: customer search. Consequence: difficulty locating specific customers, delays in workflow.

Supporting feedback

Verified feedback records supporting this theme.

“Customer search is slow with large accounts”

FB-017emailbusiness07 Jul 2026

“Search does not find customers by phone number”

FB-016supportadmin25 Jun 2026
ApprovedIsolated1 citation

theme-profile-avatar

Profile avatar lacks animated image support

Observed problem

Affected user: end user. Difficulty: profile avatar does not support animated images. Context: profile customization. Consequence: limited ability to personalize profile with desired media.

Proposed problem statement

Affected user: end user. Difficulty: profile avatar does not support animated images. Context: profile customization. Consequence: limited ability to personalize profile with desired media.

Supporting feedback

Verified feedback records supporting this theme.

“The profile avatar should support animated images”

FB-018surveyend user19 Jul 2026
ApprovedIsolated1 citation

theme-dashboard-darkmode

Dashboard lacks dark mode for night use

Observed problem

Affected user: end user. Difficulty: dashboard interface is not easy to view at night due to bright theme. Context: dashboard usage in low-light environments. Consequence: eye strain, reduced usability during night work.

Proposed problem statement

Affected user: end user. Difficulty: dashboard interface is not easy to view at night due to bright theme. Context: dashboard usage in low-light environments. Consequence: eye strain, reduced usability during night work.

Supporting feedback

Verified feedback records supporting this theme.

“Dark mode would make the dashboard easier at night”

FB-019surveyend user24 Jul 2026
ApprovedIsolated1 citation

theme-dashboard-slowload

Dashboard loads slowly after login

Observed problem

Affected user: business. Difficulty: dashboard loads slowly after login. Context: post-login dashboard load. Consequence: delayed access to key metrics, frustration.

Proposed problem statement

Affected user: business. Difficulty: dashboard loads slowly after login. Context: post-login dashboard load. Consequence: delayed access to key metrics, frustration.

Supporting feedback

Verified feedback records supporting this theme.

“The dashboard loads slowly after login”

FB-020supportbusiness26 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.

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

Checkout takes too long after clicking 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

Checkout sometimes returns me to the cart

surveybusinesscheckout06 Jul 20262
FB-006

I cannot find invoices from previous months

emailadminbilling05 Jun 20263
FB-007

The billing section hides downloadable invoices

supportadminbilling18 Jun 20262
FB-008

Please make subscription receipts easier to locate

surveybusinessbilling04 Jul 20263
FB-009

Invoice PDFs take too many clicks to download

in-appadminbilling12 Jul 20263
FB-010

I receive too many notification emails

surveyend usernotifications11 Jun 20262
FB-011

There should be separate controls for email alerts

in-appadminnotifications09 Jul 20263
FB-012

Notifications repeat the same update several times

supportend usernotifications18 Jul 20262
FB-013

Reporting needs filters for customer type

supportbusinessreporting21 Jun 20264
FB-014

I need to export reports using a custom date range

emailadminreporting13 Jul 20263
FB-015

Report exports do not keep the selected filters

in-appbusinessreporting22 Jul 20262
FB-016

Search does not find customers by phone number

supportadminsearch25 Jun 20263
FB-017

Customer search is slow with large accounts

emailbusinesssearch07 Jul 20262
FB-018

The profile avatar should support animated images

surveyend userprofile19 Jul 20264
FB-019

Dark mode would make the dashboard easier at night

surveyend userdashboard24 Jul 20265
FB-020

The dashboard loads slowly after login

supportbusinessdashboard26 Jul 20262

System audit

Workflow execution history

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

Product Feedback Synthesis
Completed
Started 30 Jul 2026, 07:54 pm · Completed 30 Jul 2026, 07:55 pm
cms7xmxk6000
LOAD_DATASETStep 1

Loaded 20 feedback items.

LOAD_HISTORYStep 2

Loaded 6 historical themes.

CALCULATE_METRICSStep 3

Calculated deterministic feedback metrics.

AI_GENERATIONStep 4

AI generated 8 candidate themes.

VERIFY_CITATIONSStep 5

All generated feedback and historical citations were verified.

SAVE_RESULTSStep 6

Saved 8 verified themes.

Product Feedback Synthesis
Failed
Started 30 Jul 2026, 07:51 pm · Completed 30 Jul 2026, 07:52 pm
cms7xjh33000
No object generated: could not parse the response.
LOAD_DATASETStep 1

Loaded 20 feedback items.

LOAD_HISTORYStep 2

Loaded 6 historical themes.

CALCULATE_METRICSStep 3

Calculated deterministic feedback metrics.

WORKFLOW_FAILEDStep 4

No object generated: could not parse the response.

Product Feedback Synthesis
Failed
Started 30 Jul 2026, 07:20 pm · Completed 30 Jul 2026, 07:20 pm
cms7wehej000
Failed after 3 attempts. Last error: AI_APICallError: You exceeded your current quota, please check your plan and billing details. For more information on this error, read the docs: https://platform.openai.com/docs/guides/error-codes/api-errors.
LOAD_DATASETStep 1

Loaded 20 feedback items.

LOAD_HISTORYStep 2

Loaded 6 historical themes.

CALCULATE_METRICSStep 3

Calculated deterministic feedback metrics.

WORKFLOW_FAILEDStep 4

Failed after 3 attempts. Last error: AI_APICallError: You exceeded your current quota, please check your plan and billing details. For more information on this error, read the docs: https://platform.openai.com/docs/guides/error-codes/api-errors.