Use to monitor, investigate, and prevent abuse within referral programs.
SkillScore95Maintained
Automatic
◆Sales & GTM pack
Last verified 8/23/2026
What it changes
Passed 21 of 22 test cases with the skill, and 19 of 22 without it.
Without skill86%
With skill95%
Checks it passed that the model alone missed
Recommends recording the specific action taken and resolution notes in the log
Recommends defining explicit risk metrics, alert thresholds, and operational owners
2 fixed19 passed either way1 still failing0 broke
Pass-rate lift
+9 pp
Tokens
0%
Agent turns
0%
Response time
-6%
Model gemini-3.6-flashMeasured 8/23/2026v121 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 2
Prompt
An analyst completes an investigation into a referral ring and mitigates the accounts. What record-keeping field ensures historical traceability for future reviews of this referrer?
What was checked, without and with the skill
Checked
Without skill
With skill
Recommends recording the specific action taken and resolution notes in the log
Missed
Passed
case-18 · gemini-3.6-flash · 8/23/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md25 linessingle file
Referral Fraud Detection Skill
When to Use
Designing safeguards for new referral initiatives.
Investigating suspicious referral spikes, duplicate accounts, or payout anomalies.
Reporting on program integrity for finance, legal, or compliance teams.