Product review analysis and customer feedback intelligence. Pain point identification, praise pattern analysis, feature request extraction, sentiment analysis, and product improvement insights.
SkillScore55Maintained
Automatic
◆Product Management pack
Last verified 8/19/2026
What it changes
Passed 12 of 22 test cases with the skill, and 4 of 22 without it.
Without skill18%
With skill55%
Checks it passed that the model alone missed
Uses the header title 'Product Review Analysis Report'.
Uses the title header 'Product Review Analysis Report'.
Includes a multi-phase Implementation Roadmap checklist.
and 15 more in the full report
8 fixed4 passed either way10 still failing0 broke
Pass-rate lift
+36 pp
Tokens
+139%
Agent turns
0%
Response time
+23%
Model gemini-3.6-flashMeasured 8/19/2026v112 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 8
Prompt
I need a complete feedback audit report for my brand's noise-canceling headphones based on recent customer reviews. Please organize the summary with a star rating distribution breakdown, an overall sentiment score, followed by a prioritized complaint table showing frequencies, rating impact, and representative quotes. Also include a section highlighting key praise patterns, a feature request matrix with development effort estimates, a competitive comparison against main rivals, and action items split into quick fixes, medium-term improvements, and long-term roadmap goals.
What was checked, without and with the skill
Checked
Without skill
With skill
Uses the header title 'Product Review Analysis Report'.
Missed
Passed
Includes a Pain Point Analysis table containing columns for Pain Point Category, Frequency, Severity, Rating Impact, and Example Quote.
Missed
Passed
Structures actionable improvement priorities across three timeframe tiers: 0-30 days, 1-3 months, and 3-6 months.
Missed
Passed
case-01 · gemini-3.6-flash · 8/19/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md315 linessingle file
Product Review Analysis ⭐
Transform customer reviews into actionable product and marketing intelligence. Extract insights, identify opportunities, optimize offerings.