CAC looked fine — until we split it by cohort.
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Marketplace · Two-sided

CAC looked fine — until we split it by cohort.

This marketing & margin audit surfaced $82k in recurring annual margin in a Marketplace business — evidenced, senior-reviewed, and delivered in 7 days.

$3–8M annual revenue Two-sided Focus: Cohort CAC
+29%
blended margin
+19%
contribution / order
7 days
to findings
LTV:CAC on the worst-buying cohort
Before audit
0.7
After fix
1.3

The business

A two-sided marketplace reported a healthy blended customer-acquisition cost to its board every quarter and used that reassuring number to justify a steady, growing acquisition budget. Because the blended figure sat comfortably within target, acquisition was treated as a solved problem, and the focus stayed on scaling volume rather than interrogating who exactly was being acquired.

What triggered the audit

Growth tracked to plan, yet the path to profitability kept slipping further out with each forecast. That divergence between healthy growth metrics and a receding break-even usually means an average is hiding something, so the audit broke the comforting blended CAC apart by cohort — the level at which marketplaces most often bury their worst economics.

What the audit found

Split into its component cohorts, the reassuring blended number came apart. One substantial acquisition segment was being bought at a cost far above its realistic lifetime value, so every customer from that source was underwater from the day they joined. The blend had been averaging those losses against genuinely profitable cohorts, producing a headline CAC that looked fine while masking a segment that could never pay back. Because the board only ever saw the average, the marketplace had been confidently funding its own losses, scaling a cohort that made the unit economics worse the more of it was acquired. The gap between the blended story and the cohort reality was the difference between a business that was improving and one quietly deteriorating beneath a healthy-looking metric.

How we produced this finding

Behind the Cohort CAC finding is real cohort analysis: MarginFix measured what marketplace customers genuinely did over time instead of projecting from early signals, then had a named senior auditor verify the evidenced read against the client’s own data before it reached leadership.

Data sources: Cohort-level acquisition, retention and revenue data tracked over time, joined to fully-loaded acquisition cost, so Cohort CAC is judged on genuine lifetime behavior and where it actually breaks down rather than a day-one snapshot.

Key frameworks: Cohort retention-curve and LTV:CAC modeling, incrementality testing and full-cost payback analysis, framed by the Bain CMO Effectiveness Framework for contribution and full-funnel efficiency.

Human validation gate: Every cohort read is re-run against your own data and signed off by a named senior auditor before it ships — no model output is ever presented unreviewed.

Verified against
Seller-central settlement Returns & refund logs Ad-console exports Finance P&L

The blended margin was measured like-for-like over a matched period, reconciled to invoiced margin in the P&L, and signed off by a named senior auditor before publication. Client identity redacted to protect their commercial position.

WORKING PAPER ████████ Two-sided
Representative Redacted
Buyer cohortLTV:CAC
Repeat buyers
1.5
Referral buyers
1.3
Discount-acquired
0.7
blended margin +29%
Durable — the improvement holds every year the fix stays in place, not a one-off.
Working paper: CAC:LTV on the worst-buying cohort traced line by line and reconciled to invoiced margin in the P&L over a matched period. Line items representative and redacted; the recovered figure is the reconciled audit finding.

What we changed

Capped spend on the loss-making cohort and reallocated it to the segments that clear CAC-to-LTV comfortably, so acquisition compounds value instead of quietly eroding it.

Switched board reporting from a single blended CAC to cohort-level CAC:LTV, so averages can no longer conceal a structurally unprofitable segment beneath a healthy headline.

Set guardrails so no cohort can be scaled beyond the point at which its own economics break down, preventing the business from funding its own losses.

Gave the growth team cohort-level targets, aligning day-to-day acquisition decisions with lifetime profitability rather than raw volume.

The result

Blended margin improved 29% by refusing to keep buying a segment that never paid back. Any marketplace board should note how it hid: a single blended CAC averaged the losses away, so the number on the slide looked healthy while profitability receded. If you report acquisition as one figure, an unprofitable cohort can scale unnoticed — the average is precisely where it hides. It takes cohort-level analysis to expose it, the resolution most dashboards don’t show. A fixed-fee audit delivers it in days, before you fund more of the loss.

From kickoff to signed-off findings: 7 days — inside our fixed 5–7 day window.

This +29% blended margin gain is ≈$82k/yr at the client’s revenue scale.

Reviewed & signed off by:
MarginFix Audit Team
Senior Auditor · MarginFix · 10+ years of auditing experience
Anonymized to protect the client · senior-reviewed findings · Last reviewed
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