Persona LM scores every buyer-product pair in your Shopify store so you see which segments will convert on which SKUs — before you place the PO. 88% accuracy on holdout eval. No spreadsheet forecasts, no gut calls.
You look at what sold, order more of it, and hope. But last quarter's best seller might be this quarter's deadweight — because the segment that drove those sales already moved on. Spreadsheet forecasts can't see buyer behavior shifts.
One OAuth click. We ingest your full order history — every buyer, every product, every transaction. No CSV uploads, no manual data prep.
Within 24 hours, you get per-segment demand scores for your entire catalog. Which segments convert on which products, at what price, and how often.
Score new SKUs before you order. Prepare high-intent segments for Klaviyo or Meta activation. Replace gut-feel inventory planning with buyer-level demand signals.
Highest predicted demand for new accessories — 72% conversion probability. They buy at full price.
Only converts during product launches. Stock heavy for drops, not for evergreen.
High volume, low margin. Don't order inventory for this segment at full price — they wait for sales.
Buys exclusively from one category. Cross-sell attempts fail. Stock deep in their category, not wide.
We train a private model on your Shopify transaction history. It scores every buyer-product pair — so you see predicted conversion rate by segment for every SKU in your catalog. Not a trend line from last quarter. A per-buyer, per-product probability.
88% purchase prediction accuracy on holdout evaluation. We test on buyers the model has never seen, so the number reflects real out-of-sample performance — not an in-sample curve fit.
Yes. Score the new SKU against your existing buyer segments. You'll see which segments are most likely to convert, at what price sensitivity, and how deep the demand runs — before you commit to inventory.
Shopify shows you what already sold. Persona LM shows you what will sell, to whom, and how many. It's forward-looking demand by segment, not a sales report.
Persona LM scores your entire catalog against your buyer segments so you see which products to double down on, which to cut, and what gaps exist in your assortment — before you place the next PO.
Read →Persona LM discovers named buyer segments from your transaction history — not 'Cluster 3', but 'Weekend Impulse Buyer' with a 6.8% CVR and $140 avg basket. Each segment comes with behavioral traits, spend patterns, and next-purchase predictions.
Read →Persona LM surfaces named buyer segments from your Shopify purchase history — like 'Hype Drop Hunter' or 'Basics Loyalist' — and predicts what each one buys next.
Read →Persona LM surfaces named buyer segments like 'Gear Rotator' and 'Race Day Buyer' from your Shopify data — and predicts what each segment buys next based on their training cycle.
Read →Free. Seven-minute connect. About 24 hours to your six named buyer archetypes plus 18 ranked campaigns.