How Clove Thinks

The gap

Here's the situation almost every $5–50M DTC brand is in, whether or not anyone has said it out loud.

Your marketing team lives in Meta and Google. Their world is ROAS, CPA, platform-reported conversions. Your finance side — an accountant, a bookkeeper, maybe a fractional CFO — lives in the P&L. Their world is monthly, backward-looking, and arrives three weeks late.

Between those two worlds sits the question that decides whether your brand compounds or quietly erodes: did the ads make us profit? Marketing can't answer it — the platforms don't know your product costs, your shipping, your fees, or what a customer does after the first order. Finance can't answer it either — the P&L can't see cohorts, campaigns, or what this month's new customers will be worth by next year.

So the question goes unanswered, and the founder stands in the gap, triangulating between a ROAS dashboard, a spreadsheet somebody maintains, and gut. One founder described the feeling better than I ever could:

Clove exists to close that gap. Here's the thinking, in plain terms.

Three numbers that answer the question

Everything reduces to three quantities. None of them is exotic; what's rare is computing them honestly.

What a customer is actually worth. Not their revenue — their gross profit: what's left after product costs, shipping, payment fees, and fulfillment, accumulated over time as they come back and buy again. I track this by monthly cohort — everyone acquired in a given month, followed at 30, 60, 90, 180, and 365 days. This is lifetime gross profit (LTGP), and it's measured from your realized history, not modeled from wishful assumptions.

What a customer actually costs. Total ad spend plus other marketing costs, divided by new customers — not platform-reported conversions, which overcount (they claim returning customers and views alongside genuine acquisitions). This is your real CAC, and it is almost always higher than the number your dashboards show.

How long your cash is out the door. You pay CAC on day one; gross profit arrives over months. The day the accumulated gross profit from a cohort crosses what you paid to acquire them is payback. This number is why fast-growing brands go broke while their dashboards celebrate: growth at a 9-month payback means financing nine months of ad spend from your own bank account, and the faster you grow, the deeper the hole.

Put together: LTGP tells you whether customers are worth buying, LTGP against CAC tells you whether you're buying them well, and payback tells you whether you can afford to keep buying them at your current pace.

One constraint, then action

Computing the numbers is the easy half. The audit's real product is the diagnosis: of everything that could be improved, which single constraint is actually capping profitable growth right now?

It's usually one of two:

• Cash-constrained: your payback is too slow for your growth rate — the ads may be profitable eventually, but they're draining the bank faster than they refill it. The fix is a tighter ceiling on what you pay per customer.
• Value-constrained: customers simply aren't worth enough relative to what they cost — the ratio of lifetime gross profit to CAC is too thin to fund the business.

Whichever binds becomes a single, defensible number: your CAC ceiling — the most you can pay for a customer and still hit your targets.

And a ceiling is something a marketing team can actually use. Every campaign gets scored against it: scale the ones acquiring well below the ceiling, keep the ones near it, cut the ones above it, watch the ones too small to judge fairly. Your team can act on that the next morning — which is exactly what Valentte did:

Three days later: a measured £3,000+/day swing, from losing money on new customers to making it.

Why Clove doesn't do attribution — on purpose

You've probably been sold attribution before: the promise that some tool can tell you exactly which click deserves credit for each sale. Here's the honest position: nobody can reliably do that, and every method that claims to quietly flatters the platforms doing the claiming.

So Clove works differently. Profit is computed at the blended level — all spend against all new customers — which is the level at which the math is actually true. Platform-reported campaign numbers are then used for what they're good at (comparing campaigns against each other) after being calibrated against reality: if the platforms collectively claim 1.3 conversions for every real new customer, every campaign threshold is adjusted by that factor before any scale/keep/cut call is made.

The same honesty runs through everything: forecasts are shown as ranges, never false-precision point estimates; campaign calls are labeled guidelines, because judgment stays human; and every threshold shows its arithmetic, so you never have to take a number on faith. The whole point is numbers rock-solid enough to bet your ad budget on. If a number can't earn that trust, it's presented with its uncertainty attached — or not at all.

What this looks like every morning

The Partnership puts this whole methodology on a daily cadence, as Clove — your profit and advertising source of truth, refreshed four times a day at yourbrand.cloveanalytics.com, built to answer four questions in ninety seconds:

Was yesterday profitable? The top of the page is yesterday's contribution profit — after every cost, ad spend included — with the full daily P&L beneath it: orders, revenue, refunds, product costs, shipping, fees, fulfillment, spend by channel. Every line reconciles to the penny, and it's the same math your accountant would sign off on.

Am I on pace? Month-to-date profit and new customers against the targets we set on our calls — not against vanity benchmarks.

Am I inside my guardrails? Yesterday's CAC against your ceiling, and the campaigns page scoring every campaign scale/keep/cut against calibrated thresholds — with the derivation of the ceiling printed right at the top, because you should never wonder where a threshold came from.

Do I need to act? One sentence, every day:

That sentence — did we break even on acquisition, and when does the rest come back — is the daily heartbeat of ad profitability. No revenue tool can say it.

Behind those pages sits the unit-economics engine: your cohort curves maturing month by month, the model of what a new customer is expected to be worth, and the visible arithmetic from that model to your ceiling.

When the constraint shifts — and it does — the Monthly Profit Review is where we re-diagnose it together, and the updated verdict is published straight into the dashboard your team runs against.

Where it starts

It starts with the Ad Profitability Audit: one sprint, your real numbers, the diagnosis, the ceiling, and the campaign-by-campaign guidance — guaranteed: if I can't show you at least $95,000 a year of profit swing in your current ad spend, you don't pay.