Identity management plan defines anonymous IDs and device IDs.
Auditing existing tracking plans is required prior to model refreshes.
3 fixed14 passed either way4 still failing1 broke
Pass-rate lift
+9 pp
Tokens
-3%
Agent turns
0%
Response time
0%
Model gemini-3.6-flashMeasured 8/23/2026v117 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 3
Prompt
Our SaaS platform tracks users across anonymous web sessions, logged-in web applications, and mobile devices. A developer suggests using only a global user_id for tracking. What identity fields and mapping strategy should be architected to handle pre-login activity and multi-tenant accounts?
What was checked, without and with the skill
Checked
Without skill
With skill
Identity management plan defines anonymous IDs and device IDs.
Missed
Passed
Identity management plan defines cross-system mapping rules.
Passed
Passed
case-09 · 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
Analytics Instrumentation Standards Skill
When to Use
Planning event tracking for product, marketing, or revenue analytics.
Auditing existing tracking plans before model refreshes.
Coordinating engineering, product, and RevOps on data contracts.