A custom-built Shopify app that scores every incoming order for fraud risk using your own rules, blocklists, and AI enrichment, then auto-holds or cancels high-risk orders before you fulfill them. One-time license from $149.00 USD for Shopify (build-to-order) — includes 12 months of updates and support.

A custom-built Shopify app that scores every incoming order for fraud risk using your own rules, blocklists, and AI enrichment, then auto-holds or cancels high-risk orders before you fulfill them.
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AI Fraud Filter & Order Risk Scoring is a Shopify app ECOSIRE builds, installs, and supports specifically for your store — not a one-click App Store download. After purchase, our engineers build a custom embedded app on your Shopify org via OAuth, subscribe to the orders/create and orders/paid webhooks, and pull full order context through the Admin GraphQL API so every order is scored the moment it lands.
Embedded Shopify app installed on your store via OAuth with least-privilege Admin API scopes (read_orders, write_orders)
Real-time scoring triggered by orders/create and orders/paid webhooks — every order screened before fulfillment
Hybrid engine: deterministic rule layer plus AI risk model producing a single 0–100 score with a plain-language reason summary
Custom blocklists for emails, phone numbers, IP ranges, BINs, and shipping addresses, editable from the embedded admin UI
Velocity checks detecting repeat orders from the same card, device, email, or address within a configurable time window
Address-mismatch detection comparing billing, shipping, and IP geolocation, plus high-ticket and rush-shipping flags
The engine combines a deterministic rule layer with AI risk scoring. Rules you control — blocklists of emails, phone numbers, IP ranges, and BINs; velocity checks (too many orders from one device/card/address in a short window); address-mismatch checks (billing vs. shipping vs. geolocation); and high-ticket or rush-shipping flags. On top of that, an AI model weighs the combined signal pattern into a single 0–100 risk score and a clear reason summary, so your team sees why an order was flagged, not just a number.
When an order crosses your threshold, the app can automatically place it on hold, add an order tag and a timeline note, write the score to an order metafield, and optionally cancel it — all configurable per risk band. Trusted repeat buyers go on an allowlist so legitimate VIPs are never blocked.
Everything is honestly build-to-order: a fixed one-time build fee, a real delivery lead time, and a working app installed in your admin. There is no chargeback guarantee — this is affordable, transparent fraud control that gives small and mid-sized merchants the screening logic enterprise stores pay thousands for, without a per-transaction tax. You keep full ownership of your rules, your data, and your blocklists.
Runs a growing single-store Shopify business, has started seeing chargebacks and fake orders, but can't justify a percentage-of-revenue fraud platform. Wants affordable, transparent screening they fully own.
Approves orders before they ship and is tired of manually checking suspicious ones. Needs high-risk orders auto-held with a clear reason so the team only reviews real edge cases instead of every order.
Sells high-ticket items or offers expedited shipping that fraudsters target. Wants velocity and address-mismatch rules plus auto-cancel on the worst cases, with VIP customers safely allowlisted.
Buy the license on ecosire.com and download the AI Fraud Filter & Order Risk Scoring module ZIP from your account dashboard.
Extract the ZIP into your Odoo custom addons folder on the server (or upload via Apps > Install from file on Odoo.sh / runbot).
Activate Developer Mode, open Apps, click Update Apps List, search for AI Fraud Filter & Order Risk Scoring, and press Install.
Open the new menu, paste your ECOSIRE license key, connect any external credentials (Shopify, Amazon, Stripe, etc.), and save.
Run the built-in connection test, sync your first 10 records, and schedule the recurring cron. Contact support if anything fails.
| Criterion | ECOSIRE | Custom Build | Competitor | Odoo Native |
|---|---|---|---|---|
| Custom fraud rules and blocklists tailored to your store | ||||
| AI risk score with plain-language reason per order | ||||
| Auto-hold and auto-cancel by configurable risk band | ||||
| Velocity and address-mismatch checks | ||||
| No per-transaction or percentage-of-revenue fee | ||||
| Chargeback financial guarantee / liability transfer | ||||
| Installed, configured, and supported for you | ||||
| You own the rules, data, and blocklists |
This is a build-to-order app, not an instant download. After purchase we schedule a short scoping call, then build, install, and configure the app on your store via OAuth. Typical delivery is about 10–15 business days depending on how custom your rules are. You'll get a staging review before anything goes live on real orders.
Yes. The build includes a support window for bug fixes and rule tuning after go-live, and we keep the app compatible with current Shopify Admin API versions and webhook changes. Beyond the initial window, ongoing support, new rules, and feature additions are available on a maintenance retainer or per-request basis — just ask.
No, and we won't pretend otherwise. There is no chargeback guarantee or financial liability transfer — that's what expensive enterprise fraud insurers sell. This app gives you strong, transparent screening that flags and stops the risky orders before fulfillment, which prevents many losses, but the final accept/cancel decision and risk remain yours.
Scoring uses order data already in your Shopify admin — billing/shipping addresses, IP, email, payment metadata, and order history — plus optional third-party enrichment from providers whose API keys you own and control. We configure the app to your data-handling preferences; you keep ownership of your rules, blocklists, and customer data.
Yes. The app ships with an embedded configuration screen so you can add to blocklists and the allowlist, adjust velocity windows, change risk-band thresholds, and turn auto-hold or auto-cancel on or off — no developer needed. For deeper logic changes or brand-new rule types, we can extend the engine on request.
A custom-built Shopify app that scores every incoming order for fraud risk using your own rules, blocklists, and AI enrichment, then auto-holds or cancels high-risk orders before you fulfill them.