LinkedIn ads & ABM audit

Reference file

Per-format LinkedIn benchmarks

per-format-linkedin-benchmarks.md

Per-format LinkedIn benchmarks

Source: ZenABM's 2026 LinkedIn ABM Benchmarks Report (B2B SaaS). Full report: https://zenabm.com/linkedin-abm-benchmarks-report

These are the medians you grade the user's live numbers against. Higher is better for CTR, effective CTR to LP and dwell time; lower is better for CPC, effective CPC to LP and CPM.

LinkedIn ad format CTR CPC Effective CTR to LP Effective CPC to LP CPM Dwell time
Thought Leader Ads 2.68% $2.29 0.29% $3.06 $49.37 6.63s
Single Image Ads 0.42% $13.23 0.42% $13.23 $59.15 3.64s
Lead Gen Form Ads 0.45% $12.33 0.00% n/a — $811.09 / lead $75.59 3.18s
Carousel Ads 0.32% $13.30 0.31% $13.30 $45.28 4.56s
Document Ads 0.30% $12.05 0.00% n/a $72.02 3.15s
Video Ads 0.24% $15.61 0.24% $15.61 $38.94 3.91s

Notes on reading the table:

  • Thought Leader Ads are the headline value play — ~2.7% CTR and a $3.06 effective cost per landing-page click, roughly 4x cheaper per LP click than image ads. If a user is under-investing in TLAs, that is almost always the single biggest fix.
  • Single Image Ads: CTR and effective CTR to LP are the same because a standard image ad's click is the landing-page click. Same for Carousel and Video. So for those formats, CTR ≈ effective CTR to LP and CPC ≈ effective CPC to LP — small differences come from non-LP clicks (likes, profile clicks) being stripped out.
  • Lead Gen Form and Document ads have no outbound landing page, so effective CTR to LP is ~0 and effective CPC to LP is n/a. Do not grade these on LP metrics. Judge Lead Gen Forms on cost per lead (benchmark $811.09/lead) and Documents on CTR, CPM and dwell.
  • TLAs are split by whether they carry a link. A TLA with no link in the post cannot produce landing-page clicks, so its effective-to-LP metrics are n/a — mark them "no link", not a failure. Only TLAs with a link get graded on the 0.29% / $3.06 effective columns.
  • Dwell time may not be returned by the connector. Include the column only when the data has it; otherwise omit it from the report rather than showing blanks.

Pause thresholds (for the decay / prune check)

Once an ad has 1,000+ impressions, judge it on CTR vs its format median and flag it to pause if it falls below ~two-thirds of the median:

Format Median CTR Pause below (after 1,000+ impressions)
TLA 2.68% ~1.8%
Image 0.42% ~0.30%
Carousel 0.32% ~0.21%
Document 0.30% ~0.20%
Video 0.24% ~0.16%

An ad is decaying if its weekly CTR has dropped three weeks in a row, OR it is below the pause threshold for its format after clearing 1,000 impressions. Both are report-worthy; the second is the more urgent.

Which metric decides the grade

For link-driving formats (Single Image, Carousel, Video), the deciding cost metric is effective CPC to LP (cost / landingPageClicks), not raw CPC. Compare it to the format's effective-CPC-to-LP benchmark above (Image $13.23, Carousel $13.30, Video $15.61). Raw CPC is secondary context. This is because raw CPC bills for non-landing-page clicks (likes, reactions, expands) that never reach the site, so it understates the true cost of a real visit. TLAs are graded on both (raw CPC $2.29 and effective CPC to LP $3.06), because the two diverge sharply. Lead-gen and document ads have no LP and are graded on cost-per-lead / CTR / CPM instead.

Grading convention

For each metric, mark a pass when the user is at or better than benchmark, a flag when worse. Use a neutral dash "—" for n/a metrics (no-link TLAs, LP metrics on lead-gen/document). Keep the marks consistent so a reader can skim the scorecard and know instantly what to fix.