MVP
CompletedCSV datasetReview complete

Test Feedback data

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

03_valid_optional_ratings.csv8 feedback recordsUploaded 01 Aug 2026

Feedback records

8

Validated source comments

Active themes

1

Non-archived findings

Reports

1

Saved report snapshots

Feedback sources

4

Distinct channels

User types

3

Distinct user segments

Uploaded

01 Aug 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

1

Rejected

0

Archived

6

Review complete. The reviewed report can now be created.

Theme review queue

1 active

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

Pending

0

Approved

1

Rejected

0

ApprovedRecurring8 citations

Reporting Filter Persistence and Export Accuracy and Reporting Performance for Large Accounts and Reporting Interface Us

Users report that filters applied to reports are not reflected in exported files and that the report page fails to remember previously selected filter settings. Users are experiencing slow loading times when attempting to generate reports for large accounts. The user interface for selecting date ranges in reports is not intuitive. The column names used in CSV exports are ambiguous and difficult to interpret. Users are requesting the ability to schedule recurring reports and receive weekly summaries. Users find it difficult to read report charts when using mobile devices.

Observed problem

Selected report filters are not being applied to exported files or saved during navigation. Report loading speeds are insufficient for accounts with large datasets. The date range selection component is perceived as confusing. Column headers in CSV exports lack clarity. Users lack the ability to schedule reports or receive automated summaries. Report charts are not optimized for mobile viewing.

Proposed problem statement

Administrators struggle to maintain consistent data views because selected filters are not preserved when navigating the report page or when exporting data, leading to inaccurate or manual data reconciliation. Business users experience significant delays when loading reports for large accounts, which hinders their ability to access timely data insights. Administrators find the date range selector difficult to understand, which creates confusion when attempting to define specific timeframes for their reports. Administrators face difficulty interpreting exported CSV files because the column names are unclear, making it harder to analyze the data externally. Business users are unable to automate their data workflows because they cannot schedule recurring reports or generate weekly summaries automatically. End users struggle to consume data insights on the go because report charts are difficult to read when viewed on mobile devices.

Historical comparison

Combined from human-reviewed source themes.

2 related historical themes

Supporting feedback

Verified feedback records supporting this theme.

“Report charts are difficult to read on mobile”

FB-007surveyend user19 Jul 2026

“I need a weekly summary report”

FB-002surveybusiness07 Jun 2026

“I cannot schedule recurring reports”

FB-006supportbusiness11 Jul 2026

“CSV exports use unclear column names”

FB-005emailadmin02 Jul 2026

“The date range selector is confusing”

FB-004in-appadmin23 Jun 2026

“Reports load slowly for large accounts”

FB-003supportbusiness15 Jun 2026

“Exported reports do not include selected filters”

FB-001emailadmin01 Jun 2026

“The report page forgets my last filters”

FB-008in-appadmin27 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.

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

Exported reports do not include selected filters

emailadminreporting01 Jun 2026—
FB-002

I need a weekly summary report

surveybusinessreporting07 Jun 2026—
FB-003

Reports load slowly for large accounts

supportbusinessreporting15 Jun 20262
FB-004

The date range selector is confusing

in-appadminreporting23 Jun 2026—
FB-005

CSV exports use unclear column names

emailadminreporting02 Jul 20263
FB-006

I cannot schedule recurring reports

supportbusinessreporting11 Jul 2026—
FB-007

Report charts are difficult to read on mobile

surveyend userreporting19 Jul 20263
FB-008

The report page forgets my last filters

in-appadminreporting27 Jul 2026—

System audit

Workflow execution history

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

Product Feedback Synthesis
Completed
Started 01 Aug 2026, 12:32 am · Completed 01 Aug 2026, 12:33 am
cms9n0e7n000
LOAD_DATASETStep 1

Loaded 8 feedback items.

LOAD_HISTORYStep 2

Loaded 6 historical themes.

CALCULATE_METRICSStep 3

Calculated deterministic feedback metrics.

AI_GENERATIONStep 4

AI generated 6 candidate themes.

VERIFY_CITATIONSStep 5

All generated feedback and historical citations were verified.

SAVE_RESULTSStep 6

Saved 6 verified themes.