CatalogAI Engine v2.4 / White-Label Vision Ingestion • Private Beta

Turn Any Product Photo Into a Perfect Listing—Automatically.

Embed our white-label AI vision API into your app or store workflow. Turn raw photos into structured titles, categories, pricing suggestions, and SEO descriptions. Now accepting early access design partners.

Explore Sandbox Demo

Sub-500ms Latency

Guaranteed JSON Schema

100% White-Label SDK

catalogai-pipeline://v2.4/vision/infer

Prototype Benchmark • 412ms POST /v1/listings/parse

Raw Ingest Photo

JPEG • 2400x1800

Shoe:Footwear 99.4%

Color: Crimson Red

Material: Mesh / Foam

Vision Classifier

Confidence 99.8%

Camera captures from sellers or warehouse scanners are parsed in real time without human data entry.

Structured Response Payload

schema: listing.v2

{
  "status": "ready_to_publish",
  "title": "Performance Mesh Athletic Running Shoes - Crimson Red",
  "taxonomy": {
    "primary_category": "Sporting Goods",
    "subcategory": "Footwear > Running & Training",
    "google_product_category_id": 187
  },
  "attributes": {
    "brand_predicted": "Athletic Pro",
    "color": ["Crimson Red", "Pure White"],
    "material": ["Breathable Knit Mesh", "EVA Cushioned Foam"],
    "condition": "Brand New / Deadstock"
  },
  "pricing_suggestion": {
    "currency": "USD",
    "suggested_min": 119.00,
    "suggested_max": 145.00,
    "target_retail": 129.99,
    "market_confidence": 0.96
  },
  "seo_description": "Engineered with ultra-lightweight breathable mesh and impact-absorbing foam soles. Features ergonomic arch support..."
}

Type-safe OpenAPI 3.1 & TypeScript Ready Test in sandbox

Prototype Sandbox Preview

Test the Vision API Model Preview

Select a sample product photo below and trigger our vision model to preview structured attributes, taxonomy classifications, and SEO generation ahead of full rollout.

Choose Preset Photo:

Preset 3: Footwear / Athletic 1.2 MB RAW

Running Shoes

Inference Time ~380ms

Taxonomy Map Strict Match

Schema State 100% Valid

Zero prompt engineering required. Deterministic schema prototype.

Ready for headless REST, GraphQL, or React SDK injection

Engineered for B2B Scale

Production-Grade Vision Infrastructure

Designed specifically for vertical SaaS platforms, multi-channel listers, and high-volume merchant marketplaces that demand deterministic payloads and zero downtime.

Guaranteed JSON Schema

No Broken Parsers

Say goodbye to hallucinated keys and broken parsers. Every payload is strictly validated against TypeScript and Zod contract schemas with 100% deterministic type safety.

schema.validate() 0 Schema Errors

title: z.string().min(10)

price: z.number().positive()

taxonomy: GoogleTaxonomyEnum

Zero hallucinated attributes or random keys
Pre-mapped to Google & Amazon ASIN hierarchies
Custom taxonomy dictionary enforcement

White-Label UI Ready

Drop-In JS Components

Ship in days, not months. Embed our lightweight web components, React hooks, or headless REST endpoints directly into your merchant app without any CatalogAI branding.

<CatalogUpload /> 100% Unbranded

theme="your-brand-dark"

onListingParsed={handleSave}

autoPublish={true}

Zero CatalogAI branding visible to your sellers
Matches your design system with CSS tokens
Mobile camera stream & multi-file dropzone

High-Speed Ingestion

Sub-Second Processing

Lightning-fast inference powered by distributed edge GPUs. Handle sudden traffic surges, flash sales, and warehouse batch scans without queues or timeouts.

Edge Telemetry ⚡ 380ms P95

regions: 35+ Global Edge Nodes

concurrency: 10,000+ RPS burst

sla: 99.99% Guaranteed

Multi-angle batch ingestion in one request
Automatic background cleanup & lighting normalizer
Webhook dispatchers for async streaming

Planned Volume & Early Partner Pricing

Early Access Tiers & Volume Pricing

Reserve your volume tier. Early access partners receive priority sandbox onboarding and locked-in grandfathered pricing during private beta.

Developer Sandbox

Evaluation

Perfect for local dev, proof-of-concept testing, and integrating the vision SDK.

Free / forever

Monthly Volume 100 calls included

Full OpenAPI 3.1 & TypeScript schema
Standard vision latency (600–800ms)
Standard Google category taxonomy
Public developer documentation & discord
Batch rollout API sandbox credentials

Growth API

Vertical SaaS

Engineered for growing platforms, inventory aggregators, and active merchant networks.

$199 / month

Included Volume 3,000 listings / mo

3,000 listings/mo ($0.06 per additional listing)
Sub-500ms P95 latency SLA guarantee
Multi-angle image batch processing
Async webhook dispatchers & event logs
Drop-in unbranded white-label UI components
Priority developer chat & email support

Enterprise White-Label

Custom Scale

Custom taxonomies, dedicated GPU clusters, and high-volume merchant networks.

$599 / month (base)

Starting Tier 15,000+ listings included

Custom taxonomy tree & proprietary tag mapping
Dedicated private VPC & isolated inference endpoints
Unlimited concurrent ingestion workers
99.99% Uptime SLA with financial backing
Dedicated Technical Account Manager & Slack bridge
SOC 2 Type II reports & enterprise invoicing

No credit card required • Sandbox access in batches • Grandfathered early adopter rates • Enterprise-grade encryption (TLS 1.3)

API Specification Preview

Integrate in Under 10 Lines of Code

Point our vision endpoint at any raw image URL or base64 stream. Structured, validated listings returned with sub-second execution.

quickstart.sh

POST /v1/listings/parse

# Send any raw product photo to CatalogAI
curl -X POST https://api.catalogai.dev/v1/listings/parse \
  -H "Authorization: Bearer $CATALOGAI_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "image_url": "https://your-bucket.s3.amazonaws.com/raw_photo.jpg",
    "taxonomy_standard": "google_shopping_v2",
    "include_pricing_analysis": true,
    "response_language": "en-US"
  }'

Official SDKs available for Node.js, Python, Go, and React

Turn Any Product Photo Into a Perfect Listing—Automatically.

Test the Vision API Model Preview

Production-Grade Vision Infrastructure

Guaranteed JSON Schema

White-Label UI Ready

High-Speed Ingestion

Early Access Tiers & Volume Pricing

Developer Sandbox

Growth API

Enterprise White-Label

Integrate in Under 10 Lines of Code

Request Private API Sandbox Access

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