Inventoryintelligenceforagentic commerce
Power your software and AI agents with real-time dealer inventory, pricing, and vehicle intelligence. Live in minutes with any LLM via REST & MCP.
The Inventory Intelligence layer powering modern auto retail
From dealer URL to intelligence in minutes.
No complex integrations. No 30-day onboarding.
Ingest
You pass us a dealer's website URL. Autosnap's Origin layer instantly extracts inventory, deep price breakdowns, photos, and merchandising context.
Enrich & Vectorize
Our Vault structures the raw data, matches it with 3rd-party vehicle intelligence (NHTSA, CarFax, OEM specs), and generates 1,536-dimension vectors.
Activate
Ingest the structured JSON directly into your CRM and digital retailing platforms, or let your AI query the data instantly via our Cortex MCP/REST endpoints.
Your AI now answers really hard shopper questions.
Autosnap AI grounds your agent in the dealer's live inventory — plus safety, history, financing, and trade-in data. No guesswork. No stale feeds.
The difference between a chatbot that talks about cars, and an AI agent that actually helps sell them.
Grounded in the Dealer's Source of Truth.
Legacy AI relies on stale 24-hour overnight feeds, leading to outdated prices and broken trust. Autosnap AI grounds your application directly in the dealer's live website — the only public source of truth.
Consistency builds dealer trust.
Auto retail was built for human browsing — not AI-driven shopping.
AI agents are about to dominate car-buying. The data underneath the industry was never built for that.
Made for
- Built for human browsing
- 24-hour batch CSVs
- Lacks semantic context
Made for
- Built for AI reasoning
- Live vector extraction
- Deep semantic context
Every AI agent is only as smart as the data behind it. Autosnap AI is that data — structured, current, and machine-readable.
Built for platforms powering automotive retail.
Wherever automotive software needs real inventory, richer vehicle data, smarter search, and grounded AI answers — Autosnap AI is the layer underneath.
CRM & Customer Engagement
Power BDC and follow-up with inventory-grounded answers, not stale CSV exports.
Digital Retailing
Show shoppers the right car at the right price, matched live to the dealer's actual inventory.
Conversational AI & Chat
Replace inaccurate inventory with grounded answers through a single MCP connection.
Marketplaces & Search
Semantic discovery and more relevant shopper matches across live inventory.
Dealer Website Platforms
Make dealer inventory machine-readable so AI can search, compare, and recommend it.
Analytics & Intelligence
Structured inventory and vehicle data for pricing, trends, and market insight.
Four layers. One data intelligence platform.
Origin extracts it.Vault stores it.Cortex thinks with it.Forge builds on it.
Learn morePulls live inventory, price breakdowns, media, and full vehicle data for any dealership.
Every record is validated and cross-referenced before it enters the pipeline. One URL in, complete structured inventory out.
Stores every record as a normalized, deduplicated, 1,536-dimension vector.
Indexed for semantic search. Not a database — a knowledge layer that stays fresh and queryable with no manual indexing or ETL.
Lightning fast semantic search, VIN-level intelligence, pricing, docs, and history.
Exposed as 18 tools any AI agent can call over REST or MCP. Query the data like it understands cars.
Deploy agents that help price inventory, respond to leads, and more.
Forge is the agent runtime built for automotive data. Skip the plumbing, ship the agent.
$ origin extract
johnsonauto.com/inventory
→ Connecting...
→ Extracting: 100%
→ Enriching data...
✓ 347 vehicles — 2.4s
VIN
1HGCV1F34PA028...
Year
2025
Make
Honda
Model
Civic EX
Price
$28,450
Mileage
12 mi
Trim
EX Sedan
Color
Sonic Gray
$ origin extract --url
https://johnsonauto.com/inventory
VIN
1HGCV1F34PA0...
Year
2025
Make
Honda
Model
Civic
Price
$28,450
Mileage
12 mi
Built for agentic commerce, not just chat.
Chatbots answer questions. Agents execute workflows. Autosnap's Forge layer provides the infrastructure for your agents to take autonomous action.
Autonomous Merchandising
Agents that deliver personalized shopper experiences — custom vehicle descriptions, AEO-optimized content, and enhanced media — tuned to each shopper's intent.
Dynamic Pricing Intelligence
Agents that analyze comparable market vehicles with the deepest price breakdowns in the industry, and recommend real-time price adjustments.
Lead Nurturing
Agents that push lead info and summaries directly into your CRM, then recommend the next best action for every shopper.
Connect your agent to inventory intelligence in under a minute.
Connect via MCP and your agent auto-discovers all 18 tools — or call the REST API directly with any LLM.
MCP Connection
{
"mcpServers": {
"autosnap-cortex": {
"command": "npx",
"args": ["-y", "@autosnap/cortex"],
"env": {
"AUTOSNAP_API_KEY": "YOUR_API_KEY"
}
}
}
}Compatible across LLM providers
18 tools, exposed as MCP and REST.
cortex.tools.length = 18Need raw data?
Extract pure, structured JSON in seconds.
Don't need AI yet? Use our Origin API to pull live inventory, pricing, and photos straight from any dealer URL into your existing database.
POST /origin/inventory
{
"dealership_url": "www.example-dealership.com",
"as_api_key": "as_live_xxxxxxxxxxxxxxxxxxxxx"
}More than inventory. Complete vehicle intelligence.
A VIN is just a number. Autosnap surrounds every vehicle on a dealer's lot with the deep, contextual data AI needs to actually sell it.
Inventory Intelligence
(the ground truth)
- Live dealer pricing & availability
- Current incentives & rebates
- Days on lot & price drop history
- Dealer-specific merchandising
Vehicle Intelligence
(the context)
- NHTSA safety ratings & open recalls
- EPA fuel economy & EV range
- OEM build sheets & window stickers
- Integrated 3rd-party history
Built for the scale, security, and uptime top platforms require.
Built for the scale, security, and uptime requirements of top-tier automotive software platforms.
Scale & Speed
<8ms p99 query latency. 25M+ records continuously synced.
LLM Agnostic
Complete flexibility. Connect via MCP or REST to Claude, GPT-4, Gemini, Llama, or local models.
Always-On Reliability
99.5%+ uptime with redundant fallback architecture.
Data Integrity
Strict isolation of dealer data. Zero contamination between competitor rooftop datasets.
Build more. Pay less. Scale smart.
Start free with 500 API requests per month. Scale to pay-as-you-go when you need more.
Developer
For builders exploring the platform
- 500 API requests/month
- Origin API access
- Vault (limited storage)
- Cortex semantic search
- Community docs
GrowthPopular
For companies scaling automotive AI products
Everything in Free +
- Up to 5,000 requests/month
- Higher rate limits
- All Cortex plugins
- Forge agent builder
- Priority support
- Production-ready SLAs
Enterprise
For enterprise groups and strategic partners
Everything in Growth +
- Dedicated infrastructure
- Custom SLAs
- White-label options
- Direct engineering support
- Volume pricing
MANIFESTO
We didn't set out to build another vendor tool.
The automotive industry runs on data that is fragmented, inconsistent, and trapped inside systems that were never designed for the age of AI.
Dealer systems built in the early 2000s still control the flow of inventory. Data providers charge enterprise fees for stale feeds delivered on 24-hour cycles. And the companies building the next generation of automotive AI — the chatbots, the pricing engines, the personalization platforms — are forced to solve the same foundational data problems over and over again, burning engineering cycles on infrastructure instead of innovation.
We believe that is fundamentally broken.
Autosnap AI exists because we believe the future of automotive technology depends on a shared intelligence layer — a single, open, API-first platform that solves the hardest data problems once, at the infrastructure level, so that every builder in the ecosystem can move faster.
We built Origin because no one should have to negotiate a vendor integration to access inventory data that is already public on the internet. We built Vault because every company maintaining their own vector database and embedding pipeline is wasting time solving a problem that should be solved at the platform level. We built Cortex because AI applications deserve a real intelligence layer — not a raw database and a prayer. And we built Forge because the agents are coming whether the industry is ready or not, and they deserve to be built on a foundation that actually understands automotive.
This is not a dealership tool. This is not a chatbot. This is the infrastructure beneath all of it.
Ultimately, Autosnap AI provides the essential infrastructure that enables platforms to deliver smarter recommendations, greater shopper confidence, and more trusted automotive experiences.
— The Autosnap AI Team
The infrastructure beneath automotive intelligence.
Start building with a free API key. Full platform access. No sales call required.