A custom-built Shopify search and recommendations system that understands shopper intent in plain language, tolerates typos, and surfaces personalized products — built, installed and supported by ECOSIRE. One-time license from $249.00 USD for Shopify (build-to-order) — includes 12 months of updates and support.

A custom-built Shopify search and recommendations system that understands shopper intent in plain language, tolerates typos, and surfaces personalized products — built, installed and supported by ECOSIRE.
अभी कोई भुगतान नहीं। यह हमारी टीम को एक कोटेशन अनुरोध भेजता है — हम कीमत और अगले चरणों के साथ ईमेल द्वारा संपर्क करेंगे।
Default Shopify search matches keywords against product titles, tags and a limited body-text index. It fails the moment a shopper types how they actually think — "warm jacket for winter hiking under $200" or "gift for a 5 year old who likes dinosaurs." AI Semantic Product Search & Recommendations replaces that literal matcher with vector (embedding-based) search that ranks products by meaning, not exact words.
Semantic vector search that ranks products by meaning, embedding titles, descriptions, tags, variant options and selected metafields
Natural-language, intent-aware queries ('waterproof boots for muddy trails under $150') resolved without exact keyword matches
Typo tolerance and configurable synonym dictionaries (brand spellings, regional terms, abbreviations)
Personalized recommendation widgets — related products, frequently bought together, recently viewed, and complete-the-look — as theme blocks
Merchandising rules: pin hero products to specific queries, boost by margin or tag, and bury clearance or end-of-life lines
Live catalog sync via Shopify Admin GraphQL API plus products/collections/inventory webhooks so the index never goes stale
This is a build-to-order solution, not an instant App Store install. ECOSIRE connects to your store via a Shopify OAuth app with read scopes on products and collections, ingests your full catalog through the Admin GraphQL API, and generates embeddings from titles, descriptions, metafields, variant options and tags. Webhooks (products/update, products/delete, collections/update, inventory_levels/update) keep the index live as your catalog and multi-location inventory change — out-of-stock variants can be down-ranked or hidden automatically.
On the storefront you get typo tolerance and synonym handling, faceted filtering, and personalized recommendation widgets ("you may also like," "frequently bought together," "complete the look") that adapt to browsing and order history. Your merchandising team keeps control through merchandising rules and pinning — boost margins, pin hero products to specific queries, and bury clearance lines.
You also get a search analytics dashboard: top queries, click-through, conversion-by-query, and a zero-result report so you can spot demand you currently can't fulfil. Everything is themed to match your storefront via App Embed / theme blocks, and ECOSIRE handles installation, tuning on your real query data, and ongoing support. You own the configuration and the data.
Owns on-site conversion for a mid-to-large catalog and knows search converts at multiples of browse. Wants natural-language search and recommendations without spinning up an internal ML team, and needs proof via conversion-by-query analytics.
Curates collections and campaigns and needs control over what surfaces for key queries. Values pinning, margin-based boosting, synonym management, and the zero-result report to spot demand gaps and fix catalog blind spots.
Maintains the Shopify theme and integrations and would rather hand off the embedding pipeline, webhook sync and indexing infrastructure than build and host it. Wants clean theme app extensions, scoped OAuth, and a maintainable handover.
Buy the license on ecosire.com and download the AI Semantic Product Search & Recommendations 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 Semantic Product Search & Recommendations, 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 |
|---|---|---|---|---|
| True semantic / vector search (ranks by meaning, not keywords) | ||||
| Natural-language, intent-aware queries with typo and synonym handling | ||||
| Built, installed and tuned for your specific catalog and query data | ||||
| Live catalog and multi-location inventory sync via Admin GraphQL API + webhooks | ||||
| Merchandising rules: pinning, margin boosting, burying clearance | ||||
| Search analytics with conversion-by-query and zero-result reporting | ||||
| Instant self-serve install from the Shopify App Store | ||||
| Low predictable cost with no per-query / MSRR usage tiers | ||||
| Direct support from the engineers who built your installation |
Correct — this is built to order for your catalog, not a one-click install. Typical delivery is about 2 to 4 weeks from kickoff, depending on catalog size, metafield complexity, and how much theme customization the storefront search UI needs. We start by connecting a scoped OAuth app and ingesting your catalog, build and tune the embedding index on your real query data, then install and theme the storefront experience. You'll get a timeline confirmed at kickoff.
ECOSIRE supports the installation after go-live: we monitor the webhook sync, retune ranking as your catalog grows, expand synonym dictionaries, and apply fixes. Because the index is driven by Admin GraphQL API and webhooks, catalog changes flow in automatically. Ongoing support, the response window, and how major Shopify API-version upgrades are handled are agreed in writing at purchase so there are no surprises. Support is direct with the team that built it.
Search and recommendation requests are served from our index, not from synchronous Admin API calls, so results return fast and don't block page rendering. The storefront widgets load as theme app extension blocks and can be lazy-loaded. We tune the integration against your theme so it doesn't regress your Largest Contentful Paint or interaction latency.
We subscribe to products/update, products/delete, collections/update and inventory_levels/update webhooks. When you edit a product, change a price, or stock moves across your multi-location inventory, the affected items are re-embedded or re-ranked. You can configure whether out-of-stock variants are hidden, down-ranked, or left visible with a stock indicator.
You own your configuration, merchandising rules, synonym dictionaries and analytics data. The OAuth app uses read scopes on products and collections — it does not need write access to your catalog or customer PII to function. We document the architecture and hand over admin access so your team controls merchandising. If you ever offboard, we remove the app and provide your configuration export.
A custom-built Shopify search and recommendations system that understands shopper intent in plain language, tolerates typos, and surfaces personalized products — built, installed and supported by ECOSIRE.