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Get Started Free →Audit LinkedIn Ads measurement, Insight Tag and conversions, professional audiences, lead generation, ABM, creative, bidding, budgets, pacing, automation, and policy. Use for LinkedIn Ads, Campaign Manager, Insight Tag, Lead Gen Forms, Thought Leader Ads, ABM campaigns, or B2B paid media.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | 45% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 36% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -32% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -52% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -9% | 0% |
ads operating contract and thinking framework.date window, timezone, currency, spend, targets, and available data sources.
ads/references/linkedin-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.