For Shopify merchants

Your data knows what to do next. Now you will too.

Market Bench reads the evidence in your Shopify store — GA4 and Google Ads are next — and recommends what's actually worth doing, with the reasoning, the evidence, and the alternatives it considered. You stay in charge.

Connect your store — freeEarly access pilot · no card required
Recommendation
Illustrative example
Scale Product: Coastal Dune Hoodie
Increase paid acquisition investment ~30–50% and expand targeting, monitoring profitability weekly.
ROAS
4.8
vs 2.6 avg
Conv. rate
3.4%
vs 1.9% avg
Imp. share
12%
headroom
A full-evidence example — not your store's data. In today's pilot, Shopify evidence is live; ad & traffic metrics like these arrive with GA4 and Google Ads.
How it works

Not another dashboard. A loop that learns your business.

Dashboards show you numbers and leave the thinking to you. Market Bench does the reasoning — inside boundaries you set — and every recommendation keeps its evidence, provenance, and history.

01
Observe
Evidence from your store. Shopify today; GA4 & Google Ads next.
In the pilot
02
Frame
Pick a Trade and scope — the reasoning stays bounded.
In the pilot
03
Reason
Hypotheses compared against the evidence.
In the pilot
04
Recommend
A durable recommendation with why & alternatives.
In the pilot
05
Decide
You accept, defer, reject, or push back.
In the pilot
06
Measure
Results become new evidence. It learns.
Coming next
Then it loops. Results become new evidence and recommendations will be rechecked as your business changes — revalidation is part of the architecture and arrives with the next integrations. Nothing ever executes without your approval.
Why merchants trust it

Every recommendation shows its work.

The why, in plain language — not a score from a black box.
Alternatives considered — see what it ruled out and why.
Push back with context — “we're launching a replacement next month” changes the answer.
Recommendations will age honestly — automatic rechecking against fresh evidence is coming; every recommendation already keeps the evidence it was based on.
Pilot feedback
Market Bench is in early access with its first pilot merchants. Real merchant feedback will appear here — in their own words, not ours.
Coming soon
Early access

Help shape the Bench.

The Pilot
Connect your Shopify store and help shape Market Bench while the first Trades and evidence integrations are being built. No card required.
Connect your store
In the pilot today
  • Live Shopify commerce evidence (read-only)
  • Bounded recommendations for Paid Acquisition
  • Accept / edit / reject / defer / push back
  • Durable history & provenance
Coming next
  • GA4 traffic & conversion evidence
  • Google Ads spend & efficiency evidence
  • Recommendation revalidation
  • More Trades