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Expert system for creating social listening reports, benchmarks, competitive analyses, and brand health reports from digital and social media data.
Passed 18 of 23 test cases with the skill, and 16 of 23 without it.
2 fixed16 passed either way5 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
Provide the standard tier categorization for social influencers by follower count for our insights team glossary.
| Checked | Without skill | With skill |
|---|---|---|
| Categorizes Micro influencers as 10K to 100K followers. | Passed | Passed |
| Categorizes Macro influencers as 100K to 1M followers. | Missed | Passed |
The instructions your model reads when the skill loads.
For: Marketing strategists, insights researchers, brand managers, agency analysts
Philosophy: Data doesn't speak — insights do. The report's value is in what you decide to do next.
| User says... | Go to module |
|---|---|
| "create a listening report" / "analyze our mentions" / "brand health report" | → [MODULE 1: Brand Listening Report] |
| "compare us vs competitors" / "share of voice" / "benchmark" | → [MODULE 2: Competitive Benchmark] |
| "campaign report" / "did the campaign work?" / "measure launch" | → [MODULE 3: Campaign Performance Report] |
| "monthly report" / "quarterly report" / "annual wrap" | → [MODULE 4: Periodic Reports] |
| "what are the trends?" / "emerging topics" / "what's being talked about" | → [MODULE 5: Trend & Insights Report] |
| "train my team" / "explain listening metrics" / "what does SOV mean" | → [MODULE 6: Metrics Glossary & Training] |
Before executing any module: ask the user what data they have available (raw CSV, platform export, screenshots, or manual data). Adapt the output format to their data quality.
Trigger: User wants a structured report on how their brand is being talked about online.
Ask if not provided:
BRAND LISTENING REPORT
──────────────────────
Brand: [Name] | Period: [Date range] | Prepared by: [Analyst]
test cases passed, vs 16 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.