Your chatbot says it's working. Prove it.

Vanity metrics and why they persist

Conversation counts, response times, deflection rates — these measure activity, not outcome. They persist because they always go up and never embarrass anyone. But a thousand pleasant conversations that produce zero orders is a cost center with good manners.

The question that matters is brutally simple: which conversations led to which orders, and for how much?

What honest attribution requires

A chain of evidence, not an estimate:

• Session linkage — the conversation, the product views, the cart adds, and the eventual order must be tied to the same shopper session.
• Order verification — the attributed amount comes from the actual Shopify order total, not from cart value at abandonment or a model's guess.
• Recovery honesty — an email 'recovery' counts only when the purchase completes after the nudge, and sequences cancel on purchase so they can't claim credit for orders that were happening anyway.
• Visible denominators — assisted revenue means something only next to total sessions and total orders.

How KwikKartBot implements it

Every assisted session is tracked from first message to outcome. When an order lands, server-side attribution links it back through the session — verified against the Shopify order — and the dashboard reports assisted conversations, cart adds, recovered carts, and attributed revenue as one ledger you can audit line by line.

If a conversation influenced nothing, it says so. That's the point: numbers you'd be comfortable defending to your CFO — or to yourself.

Using attribution to improve, not just report

Attribution isn't only proof — it's steering. Which intents convert? Which products get recommended but never added? Which unanswered questions precede exits? The same data that proves value tells you where the next point of conversion is hiding.