# Four fictional Facebook ads benchmark reviews All businesses, accounts, cohorts, costs, lead counts, thresholds, and owners below are fictional teaching examples. The WordStream/LocaliQ public values in Review 1 are real, dated source facts. A fictional number does not become public research when it appears beside one. ## Review 1: public traffic row, definition missing ### Reader business and offer Fictional US facilities consultant promoting a website visit to a maintenance guide. ### Source URL and publication date https://www.wordstream.com/blog/facebook-ads-benchmarks-2026; published September 14, 2026, visibly last updated September 15, 2026. ### Source retrieval and reporting period Retrieved October 31, 2026; campaigns ran April 1, 2025, through June 30, 2026. ### Source objective and industry Meta traffic objective; exact row label “Business Services.” ### Source geography and currency US; USD. ### Source sample and aggregation 1,377 US traffic campaigns overall, at least 11 active campaigns per traffic subcategory; row count Unknown. Values described as averages in tables and as medians in methodology. ### Metric name and definition “Average cost per click,” USD per click; exact click event Unknown. ### Numerator and denominator Source spend and counted clicks: underlying totals Unknown. Account spend $1,000 / 1,000 link clicks. ### Click or conversion definition Source click type Unknown. Account uses Meta link clicks. No conversion metric selected. ### Attribution and date basis Source attribution, timezone, and date basis Unknown. Account dated by Meta delivery date in US Eastern time. ### Source value and missing details $0.70 CPC. Exact click type, row count, attribution basis, and reporting date basis are Unknown. ### Account scope and metric value Fictional US Meta traffic cohort, maintenance-guide offer, October 1–30, 2026, USD; $1.00 link CPC; extracted October 31, 2026. ### Account maturity and CRM linkage No CRM outcome needed for selected CPC; no CRM join performed. ### Qualification rule and outcome counts Not applicable to CPC. Raw leads Unknown; qualified leads Unknown. ### Comparability decision and reason Descriptive context only. Objective, geography, currency, and broad industry appear relevant, but source click definition and date basis are missing. ### Absolute and relative difference Held. Do not turn $1.00 versus $0.70 into a performance gap while click definitions are unresolved. ### Raw and qualified lead cost Unknown; no lead counts supplied. ### Business threshold and provenance Unknown. No threshold is inferred from $0.70. ### Next check and responsible owner Fictional analyst: seek publisher click definition and extract a matched previous account traffic cohort before making a numeric comparison. ### Unknowns and limitations The public row is not a B2B SaaS measure or a qualified-lead outcome. Row-level sample and click definition remain Unknown. ## Review 2: two aligned own-account cohorts ### Reader business and offer Fictional US B2B software company promoting a demo request. ### Source URL and publication date Fictional internal Ads Manager and CRM exports; both extracted October 15, 2026. No public source URL. ### Source retrieval and reporting period Earlier cohort August 1–30, 2026; later cohort September 1–30, 2026. Both extracted after a stated seven-day qualification window in this fictional example. ### Source objective and industry Meta leads objective; same B2B software offer and audience definition across the two own-account cohorts. ### Source geography and currency US; USD in both cohorts. ### Source sample and aggregation One fictional account, one 30-day cohort per period; cost computed from cohort totals, not a median. ### Metric name and definition Qualified CPL = same-cohort media spend / CRM-qualified demo requests. ### Numerator and denominator Earlier $6,000 / 30 qualified leads and 100 raw submissions; later $7,200 / 40 qualified leads and 100 raw submissions. ### Click or conversion definition Same demo-request event and written CRM qualification rule in both cohorts; click type not needed for this measure. ### Attribution and date basis Same fictional seven-day click attribution rule and US Eastern campaign delivery dates in both exports. CRM statuses taken after the same seven-day maturation period. ### Source value and missing details Earlier own-account qualified CPL $200; no missing definition in this fictional record. This is not a public benchmark. ### Account scope and metric value Later US Meta leads cohort for same offer, September 1–30, 2026, USD, qualified CPL $180; extracted October 15 after the assumed maturation period for every outcome. ### Account maturity and CRM linkage Each cohort allows seven days for attributed requests after its own closing date (August 30 or September 30), then seven days after each request for CRM qualification. The latest possible requests are September 6 and October 7, respectively; both qualification windows are complete at the October 15 extraction; deterministic lead ID joins Ads Manager lead events to CRM; all counted leads resolved in this fictional example. ### Qualification rule and outcome counts Qualified means demo request from an in-scope company accepted by sales; earlier 100 raw and 30 qualified, later 100 raw and 40 qualified. ### Comparability decision and reason Aligned for qualified CPL: same account, objective, offer, event, qualification rule, geography, currency, attribution, date basis, and full cohort duration. ### Absolute and relative difference Later minus earlier = $180 − $200 = **−$20 per qualified lead**. Relative to earlier = −$20 / $200 = **−10%**. Qualified share: 40% − 30% = **+10 percentage points**, or **+33.3%** relative to 30%. ### Raw and qualified lead cost Raw CPL: earlier $60; later $72. Qualified CPL: earlier $200; later $180. ### Business threshold and provenance Fictional finance owner supplied a maximum $190 qualified CPL on September 1, 2026, from unit-economics planning. Later cohort is $10 below it; earlier cohort is $10 above it. ### Next check and responsible owner Fictional growth lead: verify opportunity acceptance and repeat the qualified CPL comparison after the next complete 30-day cohort. ### Unknowns and limitations Fictional example. Opportunity cost, revenue, and future volume are Unknown. A cost improvement alone does not establish increased pipeline. ## Review 3: cheap raw leads, expensive qualified leads ### Reader business and offer Fictional US B2B services firm comparing two demo-request campaigns. ### Source URL and publication date Fictional internal Ads Manager and CRM exports, October 15, 2026; no public URL. ### Source retrieval and reporting period September 1–30, 2026, for both campaigns; extracted after seven days for attributed requests and seven more days for qualification. ### Source objective and industry Meta leads objective; same B2B service and offer for campaigns A and B. ### Source geography and currency US; USD in both. ### Source sample and aggregation Two fictional campaign cohorts; costs use cohort totals. ### Metric name and definition Raw CPL = media spend / form submissions. Qualified CPL = media spend / submissions meeting the CRM rule. ### Numerator and denominator A: $4,000 / 100 raw or 10 qualified. B: $4,800 / 80 raw or 24 qualified. ### Click or conversion definition Raw event is a completed form submission; qualified event is a form submission meeting the same sales rule. Click type not needed. ### Attribution and date basis Same fictional seven-day click attribution and US Eastern delivery dates; both CRM extracts allow seven days for attributed requests and seven more days for qualification. ### Source value and missing details Campaign A is the within-account reference: $40 raw CPL and $400 qualified CPL; no missing cost definition in the fictional record. ### Account scope and metric value Campaign B, same offer, window, and geography: $60 raw CPL and $200 qualified CPL. ### Account maturity and CRM linkage Deterministic form submission IDs joined to CRM for both campaigns; all submissions resolved after seven days in this fictional example. ### Qualification rule and outcome counts Qualified means an in-scope company and an accepted sales inquiry. A: 100 raw, 10 qualified. B: 80 raw, 24 qualified. ### Comparability decision and reason Aligned separately for raw CPL and qualified CPL. Do not compare A's raw CPL with B's qualified CPL. ### Absolute and relative difference Raw: B − A = **+$20 per form**, **+50%** relative to A's $40. Qualified: B − A = **−$200 per qualified lead**, **−50%** relative to A's $400. ### Raw and qualified lead cost A: $40 raw, $400 qualified. B: $60 raw, $200 qualified. ### Business threshold and provenance Fictional owner supplied a $250 maximum qualified CPL from unit-economics planning on September 1, 2026. B meets it; A does not. No raw CPL ceiling supplied. ### Next check and responsible owner Fictional sales operations lead: review why A submissions fail qualification, then verify opportunity rates for both campaigns. ### Unknowns and limitations Fictional example. Opportunity and revenue outcomes Unknown. The higher raw CPL on B is not itself a reason to stop it. ## Review 4: verified zero and an immature count ### Reader business and offer Fictional US B2B manufacturer promoting quote requests. ### Source URL and publication date Fictional internal Ads Manager and CRM export, October 31, 2026; no public URL. ### Source retrieval and reporting period Campaign C: September 1–30, 2026, checked after a 14-day qualification window. Campaign D: October 25–30, 2026, checked October 31 before the same window elapsed. ### Source objective and industry Meta leads objective; same manufacturer and quote-request offer, but different maturity. ### Source geography and currency US; USD in both. ### Source sample and aggregation Two fictional campaign cohorts; no public sample or median. ### Metric name and definition Qualified CPL = media spend / CRM-qualified quote requests. ### Numerator and denominator C: $500 / verified zero qualified requests. D: $600 / Unknown qualified requests. Neither yields a finite cost. ### Click or conversion definition Qualified quote request meeting the same CRM rule; raw form count and click type Unknown. ### Attribution and date basis Same fictional seven-day click attribution and US Eastern delivery dates. C has passed seven days for attributed requests plus 14 days for qualification; D has not. ### Source value and missing details C has positive spend and verified zero qualified outcomes. Its cost per qualified lead has no finite value. Raw counts Unknown. ### Account scope and metric value D spent $600 October 25–30; qualified count and qualified CPL Unknown because the 14-day maturation window is incomplete. ### Account maturity and CRM linkage C's CRM join and review completed after the latest possible September 30 request could mature by October 21; zero verified. D's latest possible October 30 request could arrive by November 6 and mature by November 20, so missing is not zero. ### Qualification rule and outcome counts Qualified means a quote request from an in-scope buyer accepted by sales. C: verified zero. D: Unknown. Raw counts Unknown. ### Comparability decision and reason Held. C has no finite qualified CPL and D is immature; no cost gap can be computed. The windows also differ in length. ### Absolute and relative difference Held. A zero outcome with positive spend does not produce a finite CPL; an Unknown denominator cannot be used. If spend and outcomes were both zero, 0 / 0 would be undefined. ### Raw and qualified lead cost Raw CPL Unknown for both. Qualified CPL has no finite value for C and is Unknown for D. ### Business threshold and provenance Fictional finance owner supplied a $300 maximum qualified CPL on September 1, 2026. C has positive spend and verified zero qualified requests, so it cannot meet a finite $300 qualified-CPL ceiling. D is immature and has no decision yet. ### Next check and responsible owner Fictional CRM analyst: finish D's qualification review after November 20 and verify raw form counts, then decide whether a new matched cohort can be formed. ### Unknowns and limitations Fictional example. C's zero is verified; D's result is missing/immature. These states must remain distinct in exports and summaries.