The problem this solves
LinkedIn Ads reporting answers every question except the ones that matter: is this normal, is this good, and what is quietly burning money. The native dashboards show your numbers without the context that makes a number a verdict, and B2B teams routinely run campaigns for quarters without knowing their CPL is double the format's benchmark.
The read-through that would answer those questions - every campaign against format-appropriate benchmarks, spend concentration, audience overlap, creative fatigue - is a few hours of expert analysis that most teams buy quarterly from an agency, if at all. Meanwhile the budget spends daily.
The useful output is short and opinionated: here is what is working, here are the two clearest wastes with numbers attached, and here is the single most promising test - in language a founder reads in three minutes, with the full table behind it for whoever wants depth.
The quarterly-agency-review model also has a structural blind spot: it audits campaigns as configured, not spend as it actually accumulated. A campaign that was fine in January and fatigued by March reads as healthy in both quarterly snapshots while burning the eight weeks between them. A read-through cheap enough to run monthly catches decay while the remedy is a refresh rather than a rebuild, which is most of the value of having one at all.
How the mission runs
- Read every connected account. The agent pulls campaigns, spend, impressions, clicks and conversions across your connected LinkedIn Ads accounts through the data connection - the full picture, not one account's dashboard.
- Benchmark each campaign by its format. Every campaign is judged against realistic B2B benchmarks for its format and objective - sponsored content, lead gen forms, and the rest - because a good CTR for one format is a failing grade for another.
- Find the concentration and the leaks. Spend concentration, audience overlaps, frequency creep and creative fatigue are checked explicitly - the four places LinkedIn budgets leak without any single dashboard number looking wrong.
- Name the two clearest wastes. The verdict names the two budget lines least defensible on the evidence, with the monthly number each is costing and what to do instead - pause, restructure, or retarget.
- Deliver the read-through. A plain-language summary lands in Slack with the full per-campaign table as CSV: verdicts up top, receipts underneath.
The prompt
This is the exact objective the agent receives. Swap the obvious placeholders for your own domain, segment or channel and run it as-is from the console, Slack, or the API.
What comes back
A plain-language LinkedIn Ads verdict - per-campaign benchmarks, the two clearest wastes with monthly costs, and one recommended test - plus the full CSV table.
Make it yours
- Schedule it monthly so the read-through becomes a trend report and fixes get verified by the next pass.
- Scope to one campaign group before a budget review and get the deep version of just that slice.
- Pair it with the ad-library teardown of two competitors for a spend-versus-market view in one report.
- Attach the read-through to your budget calendar: run it the week before each monthly reallocation so the two clearest wastes are named while the money can still move, and keep each report in the thread so the quarter tells one continuous story.
Frequently asked questions
Does this change anything in my account?
No - this playbook is read-only. Changes to campaigns happen only through the separate draft-and-approve flow where everything lands paused for a human.
Where do the benchmarks come from?
Published B2B advertising benchmark ranges by format and objective, applied conservatively and always shown next to your numbers so you can judge the comparison yourself.
What if my accounts are small?
Small accounts get honest caveats: below certain volumes some metrics are noise, and the read-through says which verdicts the data can and cannot support.