The situation

Mountain Ice is a Service-Disabled Veteran-Owned brand that's been making topical pain-relief gel in Upstate New York since 2002. The best-seller — their Arthritis, Nerve & Joint Pain Relieving Gel — has a loyal, repeat-heavy customer base and thousands of genuine five-star reviews. The product was never the problem.

The economics were. When I started, the store's average order value sat below $20 — a single tube, no meaningful upsell, no reason for a buyer to add more. On paid traffic, a sub-$20 AOV is brutal: it leaves almost no margin to bid against, which caps how much you can spend to acquire a customer. The store was healthy but boxed in.

This was an Invisible Second Sale problem before it was a conversion problem. The fastest money wasn't in winning more visitors — it was in monetising the buyers already saying yes.

The AOV play

We built a layered monetisation system on top of the existing store, designed so every layer added order value without adding friction to the core purchase.

Threshold incentive. A spend-based progress bar in the cart gave buyers a concrete reason to add a second unit — crossing the threshold unlocked a clear, immediate reward. This alone reshaped basket behaviour for a product people are happy to stock up on.

Bundles. For a consumable used daily and repeatedly, multi-unit bundles aren't a hard sell — they're a service. We packaged them with anchored pricing so the larger pack read as the obvious value, not a stretch.

The Invisible Second Sale. The highest-leverage layer: a post-purchase, one-click offer that fires after the customer has already bought, when intent is highest and there's zero risk to the original conversion. It monetises the moment most stores waste — the order-confirmation page — and it converts at rates a pre-purchase upsell never will, because the trust is already earned.

Stacked together, these moved AOV from under $20 to $39 — more than doubling the value of every order, and with it the headroom to scale ad spend profitably.

The conversion program

With the AOV economics fixed, we ran a structured CRO and A/B testing program against the store — testing one lever at a time, keeping winners, killing losers, and compounding the gains.

The program pushed conversion close to 7%. That's where most teams would stop and celebrate. Instead, as we neared that mark, we used the headroom to make a deliberate margin move: we raised prices 20%.

Conversion settled slightly lower — at a durable 6% — exactly as expected. But the trade was firmly net-positive:

  • On revenue: 6% of orders at 20% higher prices earns more per visitor than ~7% did at the old prices. (Break-even was 5.83% — we held 6%.)
  • On margin: a price increase is almost pure profit, because cost-per-unit doesn't change. Every order now carried materially more contribution margin.

That 6% has held consistently ever since — not a spike, a floor. For a paid-traffic store in a competitive category, a sustained 6% conversion rate at a higher price point is the kind of number that changes what's possible on the acquisition side.

The month that proved the ceiling

Then something revealing happened. For one month, Meta's ad algorithm — for reasons that looked a lot like a temporary bug — optimised unusually well and sent dramatically better-qualified traffic. Store conversion jumped past 10%.

That month was the most useful data point of the whole engagement. It proved two things at once: the store's conversion architecture could absolutely handle 10%+ when the traffic was right — the optimisation wasn't the limit — and the real growth bottleneck was upstream, in ad targeting and traffic quality, not on the site. It reframed where the next gains have to come from.

What's next

The store is now economically strong enough to justify the bigger swing. This year we're rebuilding Mountain Ice on the Baseline Framework — a full structural redesign — and running it as a complete, store-wide A/B test against the current version.

The current store got to a durable 6% through incremental optimisation on an aging foundation. The open question — the one we're about to answer with real traffic — is how much further a ground-up, conversion-first rebuild can take it.