MATCHTOKEN ATTRIBUTION

Prove which AI recommendation became an order.

SellToAI does not stop at a tracked link. Each accepted proposal carries a recId and MatchToken through checkout, then Shopify/TikTok order webhooks attach the outcome back to the original intent, evidence card, merchant, and channel.

1 Intent A buyer asks inside an AI host; SellToAI records the request context. intent_id
2 Evidence proposal The answer carries product proof, reason, merchant promise, and a buy path. proposal_id
3 MatchToken The accepted proposal gets a signed identity that survives checkout handoff. match_token_id
4 Checkout click The shopper leaves the AI surface through a path-bound buy link. checkout_url
5 Order feedback Shopify/TikTok webhooks return paid, cancelled, or refunded outcomes. attribution_orders

What becomes measurable

Attribution is a product surface, not an internal report.

This page is the public version of the loop. The protected ops console still exists for raw dashboards, but the core value must be understandable before anyone logs in.

Credential

MatchToken binds intent, proposal, and merchant

It is not a UTM. It is the signed transaction identity agents, merchants, and settlement can agree on.

Order outcome

Shopify/TikTok orders close the loop

Order webhooks attach paid, cancelled, and refunded outcomes to the original recId and MatchToken.

Evidence lift

Evidence can be measured against conversion

Once clicks and orders return, SellToAI can compare creator proof, community proof, risk, and merchant SLA against actual outcomes.

Debug trail

Every stage has an object to inspect

Intent, proposal, match session, MatchToken, click, and order are separate records, so failures are debuggable.

Closed loop

What the merchant and AI host both get back

The strategic wedge is not checkout ownership. It is making proof-backed recommendations measurable after the shopper leaves the AI surface.

01 Capture demand context

Channel, intent, product fit, and merchant response live together instead of disappearing into a generic redirect.

02 Explain why this product

Evidence Card fields make the recommendation auditable before the buyer clicks.

03 Hand off to merchant checkout

SellToAI keeps the merchant-owned checkout path and carries attribution metadata through it.

04 Ingest order outcome

Webhook events turn clicks into paid, cancelled, refunded, or missing-order signals.

05 Improve the next recommendation

Evidence quality, merchant reliability, and channel performance become ranking inputs.

Why it matters

The winner in AI commerce will know why a recommendation worked.

Catalog access and checkout will become table stakes. The hard part is proving that a specific evidence-backed recommendation created a specific order.