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Get Started Free →Audit TikTok Ads measurement, Pixel and Events API, mobile-first creative, audiences, Smart+, Shop and commerce campaigns, bidding, budgets, pacing, attribution, and policy. Use for TikTok Ads, TikTok Pixel, Events API, Smart+, TikTok Shop Ads, GMV Max, Spark Ads, or TikTok campaign optimization.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 198% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 47% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 16% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -46% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 33% | 0% |
ads operating contract and thinking framework.date window, timezone, currency, spend, targets, and available data sources.
ads/references/tiktok-audit.md and only the relevant shared measurement,benchmark, creative, automation, policy, and scoring references.
manual value.
mutations. Mark uncertainty and contradictions.
the prompt or write a shared result file.
sample size, conversion lag, and account maturity.
unscored.
Return platform health, evidence coverage, regulatory exposure, observations, diagnoses, prioritized recommendations, unscored opportunities, contradictions, missing inputs, and recovery hints through the common JSON contracts.
Other measured skills in the registry, with their headline benchmark lift.