MVP
CompletedCSV datasetReview complete

Demo feedback datasets

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

03_valid_optional_ratings.csv8 feedback recordsUploaded 31 Jul 2026

Feedback records

8

Validated source comments

Active themes

5

Non-archived findings

Reports

1

Saved report snapshots

Feedback sources

4

Distinct channels

User types

3

Distinct user segments

Uploaded

31 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

4

Rejected

1

Archived

2

Review complete. The reviewed report can now be created.

Theme review queue

5 active

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

Pending

0

Approved

4

Rejected

1

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

ApprovedIsolated1 citation

Reporting Interface Usability

The date range selector within the reporting module is difficult for users to understand.

Observed problem

The date range selector in the reporting module is perceived as confusing.

Proposed problem statement

Administrators find the date range selector difficult to understand, which causes confusion when attempting to define specific timeframes for their reports.

Supporting feedback

Verified feedback records supporting this theme.

“The date range selector is confusing”

FB-004in-appadmin23 Jun 2026
ApprovedIsolated1 citation

CSV Export Data Clarity

Users find the column names in CSV exports to be unclear.

Observed problem

CSV exports contain ambiguous column headers.

Proposed problem statement

Administrators struggle to interpret exported CSV files because the column names are unclear, making it difficult to quickly analyze the data.

Supporting feedback

Verified feedback records supporting this theme.

“CSV exports use unclear column names”

FB-005emailadmin02 Jul 2026
ApprovedEmerging2 citations

Automated Reporting Capabilities

Users are requesting the ability to schedule recurring reports and receive weekly summaries.

Observed problem

Users lack the ability to schedule recurring reports or generate automated weekly summaries.

Proposed problem statement

Business users are unable to automate their data workflows because they cannot schedule recurring reports or generate weekly summaries automatically.

Supporting feedback

Verified feedback records supporting this theme.

“I cannot schedule recurring reports”

FB-006supportbusiness11 Jul 2026

“I need a weekly summary report”

FB-002surveybusiness07 Jun 2026
RejectedIsolated1 citation

Mobile Reporting Readability

Users find it difficult to read report charts on mobile devices.

Observed problem

Report charts are difficult to read when viewed on mobile devices.

Proposed problem statement

End users struggle to interpret data visualizations when using mobile devices because report charts are difficult to read on smaller screens.

Historical comparison

While previous mobile issues focused on navigation, current feedback highlights specific readability issues with reporting charts on mobile devices.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Report charts are difficult to read on mobile”

FB-007surveyend user19 Jul 2026
ApprovedEmerging3 citations

Merged Reporting Filter Persistence and Export Accuracy and Reporting Performance for Large Accounts

Users are experiencing issues where report filters are not being applied to exported files or are lost when navigating the reporting interface. Large accounts are experiencing slow report loading speeds.

Observed problem

Users report that selected report filters are not being applied to exported files or are lost during navigation. Reports exhibit slow loading times when processing data for large accounts.

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.

Historical comparison

Combined from human-reviewed source themes.

1 related historical theme

Supporting feedback

Verified feedback records supporting this theme.

“Exported reports do not include selected filters”

FB-001emailadmin01 Jun 2026

“The report page forgets my last filters”

FB-008in-appadmin27 Jul 2026

“Reports load slowly for large accounts”

FB-003supportbusiness15 Jun 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 31 Jul 2026, 07:06 am · Completed 31 Jul 2026, 07:08 am
cms8ln2xj000
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.