# Attributify — Complete Site Content

> AI-ready product data for Shopify. Transform messy multi-vendor product data for Google Shopping, Meta, TikTok, AI agents, and storefront filters — without breaking fulfillment.

Website: https://attributify.dev
Shopify App Store: https://apps.shopify.com/attributify-pim
Support: support@attributify.app
Company: Punde Commerce LLC

---

## The Problem

Multi-vendor Shopify stores receive inconsistent product data from suppliers:

| Vendor | Color Value |
|--------|-------------|
| Vendor A | "Royal Blue" |
| Vendor B | "Azul" |
| Vendor C | "Blu" |
| Vendor D | "BLUE-001" |

This inconsistency causes:
- Google Merchant Center rejections — products fail feed validation
- Poor Meta/TikTok performance — incorrect categorization reduces ad relevance
- Broken storefront filters — customers see "Blue", "Azul", "Blu" as separate options
- AI assistant confusion — shopping assistants like ChatGPT can't understand products

The catch: merchants cannot edit original product data because fulfillment apps (Order Fulfillment Guru, DSers, Dropified) require exact variant matching for order routing.

## How Attributify Works

Attributify acts as a translation layer:

```
Original Data (preserved) → Attributify → Standardized Metafields (exported)
     ↓                                              ↓
Fulfillment Apps                          Google, Meta, TikTok, AI
```

1. **Sync** — Products sync from Shopify instantly via webhooks or manual bulk sync. AI automatically extracts attributes.
2. **Map** — AI suggests mapping rules with confidence scores. Use attribute libraries for instant standardization or create custom rules.
3. **Export** — Clean data flows to all channels via feeds, Schema.org, and MCP. Scheduled feed generation runs daily/weekly with email notifications.

Original vendor data stays intact. Fulfillment never breaks.

## Features

### Product Feeds
- Google Merchant Center feed (CSV, all 10 required fields validated)
- Meta/Facebook Catalog export (CSV, 9 required fields)
- TikTok Shop feed (CSV, platform-specific formatting)
- OpenAI Agentic Commerce format (AI-native shopping)
- Scheduled feed generation (daily/weekly/custom with email notifications)
- Auto-regeneration on product updates
- Authenticated public URLs with token-based access

### AI Intelligence (shipped March 2026)
- AI attribute extraction — auto-detect color, size, material during product sync
- AI mapping suggestions — generate rules with confidence scores, accept/reject workflow
- AI product categorization — map to Google, Meta, and TikTok categories automatically
- AI product descriptions — generate SEO-optimized descriptions
- AI data quality checks — detect inconsistencies, missing data, and validation errors
- AI-enhanced readiness recommendations
- No separate API keys needed — AI is built into your subscription

### AI Commerce
- Schema.org JSON-LD injection via Shopify theme app extension (Product, Offer, Brand, hasVariant)
- MCP Server (Model Context Protocol) with OAuth 2.0 — lets AI shopping assistants search and recommend your products
- AI Readiness Score dashboard (0-100, weighted: Attributes 40%, Schema 20%, Feeds 25%, Taxonomy 15%)
- MCP tools: search products, get product details, check inventory, get recommendations

### Data Management
- Attribute libraries for Color, Size, Material with platform-specific mappings (Google, Meta, TikTok, Schema.org) and alias matching
- CSV bulk import with column mapping, validation, and one-click rollback
- Validation rules (required fields, allowed values, data format patterns) with error/warning/info severity levels
- Category taxonomy integration (Google/Meta/TikTok hierarchies with search)
- Sync error tracking with retry capability

### Storefront Filters
- Clean filter values via Shopify Search & Discovery
- Checkbox, swatch, dropdown display types
- Bypasses Shopify's 5,000 variant / 100 option value limits
- Automatic metafield population

### Automation
- Auto-mapping rules (literal + regex pattern matching)
- Vendor-specific logic (apply rules only to specific vendors)
- Tag-based filtering
- Priority-based conflict resolution
- Real-time webhook sync (products/create, products/update, products/delete)
- Background job processing with real-time progress tracking
- Complete audit trail with 90-day retention

### Security & Performance (shipped March 2026)
- Shop-scoped data isolation on all queries
- Streaming product sync — handles 50,000+ products without memory issues
- Feed generation safety cap with rate limiting
- Encrypted credentials
- 5-region deployment: US East, Frankfurt, Mumbai, Sydney, São Paulo

## Pricing

| Plan | Price | Products | Key Features |
|------|-------|----------|-------------|
| Starter | $49/mo | 1,000 | Product sync, Google + Meta feeds, Schema.org, storefront filters, attribute libraries |
| Growth | $99/mo | 5,000 | Everything in Starter + TikTok + OpenAI feeds, AI extraction + suggestions, scheduled feeds, CSV import, analytics |
| Scale | $149/mo | Unlimited | Everything in Growth + MCP Server, AI categorization + descriptions, validation rules, priority support |

- 14-day free trial on all plans
- No credit card required to start
- Cancel anytime
- Billing via Shopify Managed Pricing

## Competitive Differentiation

| Feature | Attributify | Traditional Feed Apps | Metafield Editors | Enterprise PIMs |
|---------|-------------|----------------------|-------------------|-----------------|
| Preserves vendor data | Yes | No (overwrites) | No (overwrites) | Varies |
| AI attribute extraction | Yes | No | No | Some ($2,000+/mo) |
| MCP Server for AI agents | Yes | No | No | No |
| Schema.org injection | Yes | Limited | No | No |
| Multi-channel feeds | Yes | Partial | No | Yes |
| Attribute libraries | Yes | No | No | Configurable |
| CSV bulk import with rollback | Yes | No | Some | Yes |
| Scheduled feeds | Yes | Limited | No | Yes |
| Fulfillment safe | Yes | Risk | Risk | Varies |
| Shopify-native | Yes | Varies | Yes | No |
| Pricing | $49-149/mo | $50-300/mo | $9-120/mo | $733-3,333+/mo |

## Target Audience

1. Dropshippers using Order Fulfillment Guru (100,000+ stores)
2. Multi-vendor Shopify stores (print-on-demand, marketplace sellers)
3. Merchants expanding to Google Shopping, Meta, TikTok
4. Stores preparing for AI shopping assistants (ChatGPT, Perplexity, Gemini)

## Common Questions

**Q: Will Attributify break my fulfillment?**
A: No. Attributify creates separate standardized metafields in the `attributify` namespace. Original product data remains untouched for Order Fulfillment Guru, DSers, and other fulfillment apps.

**Q: How long does setup take?**
A: Most merchants complete setup in 15-30 minutes. Install, sync products (AI extracts attributes automatically), review AI suggestions or create mapping rules, and start exporting.

**Q: What sales channels does it support?**
A: Google Merchant Center, Meta/Facebook Catalog, TikTok Shop, OpenAI Agentic Commerce, Schema.org for all AI crawlers, and MCP Server for direct AI agent integration.

**Q: Does it use AI?**
A: Yes. AI attribute extraction, mapping suggestions, product categorization, descriptions, and data quality checks are all built in. No separate API keys needed.

**Q: Can I import product data in bulk?**
A: Yes. CSV bulk import supports column mapping, validation, and rollback. Import standardized attributes for thousands of products at once.

**Q: What are attribute libraries?**
A: Pre-defined standardized values for colors, sizes, and materials with platform-specific mappings and alias matching. "Royal Blue", "Azul", and "Blu" all map to "Blue" automatically.

**Q: How do scheduled feeds work?**
A: Configure feeds to auto-generate daily, weekly, or on a custom schedule. Feeds are served via authenticated URLs. Email notifications on success or failure.

## Technical Stack

- Platform: Shopify App (embedded)
- Database: PostgreSQL on Fly.io
- AI: Dual-provider architecture (Anthropic + OpenAI)
- Infrastructure: Fly.io, 5 regions, auto-stop for cost optimization
- Security: Shop-scoped isolation, encrypted secrets, rate limiting, GDPR compliant

## Links

- Website: https://attributify.dev
- Shopify App Store: https://apps.shopify.com/attributify-pim
- Documentation: https://attributify.dev/docs
- API Reference: https://attributify.dev/api-reference
- Blog: https://attributify.dev/blog
- Changelog: https://attributify.dev/changelog
- Privacy: https://attributify.dev/privacy
- Terms: https://attributify.dev/terms
- GDPR: https://attributify.dev/gdpr
- Support: support@attributify.app
- LinkedIn: https://www.linkedin.com/company/attributify