Inventory in motion.
Every VIN, every dealer, every change - in real time.
The data layer, framework, and developer hub for automotive applications. Real-time dealer inventory at national scale, competitive market intelligence, smart Vehicle Listing Ads, GA4-grounded engagement scoring, listing-quality audits, and an SDK that dealer engineering teams use to build their own internal tools.
Eight workflows you used to do manually.
All on autopilot now.
Purpose-built for the modern dealer stack - from inventory ingestion and quality auditing to ad delivery, competitive intelligence, and engagement scoring. Every page in the app maps to a working endpoint in the API, and every endpoint is wrapped in our SDK.
Resilient ingestion - never miss a beat.
Our ingestion layer auto-recovers from upstream changes - schema drifts, layout swaps, redirect chains, the works. Adapters self-correct, run snapshot + live verification, and ship the fix. Your data feed never stops, and you never see a midnight page.
Competitive intel - map-aware, market-aware.
Auto-discover competitors within a configurable radius via Google Places. Track inventory shifts, price changes, sold velocity, and market share by make. Pricing positioning vs. local median, with a live D3 cluster graph for any model in your group.
VLA Feed Manager
Smart Google Vehicle Listing Ads feed with quadrant-based inclusion (Stars / Boost / Fix It / Push or Cut), reactive bid boosts when rivals add matching VINs, and a time-decay curve for aging stock.
Engagement scoring
GA4 connected per-dealer. Per-VIN VDP analytics - pageviews, time on page, bounce rate, form fills, click-to-call - fold into a 0–100 engagement score and a quadrant verdict.
Listing quality audits
Score every listing 0–100 across photo count, description quality, missing fields, and required-spec coverage. Top issues queue with one-click fixes ranked by estimated CTR impact.
Ammo cards for the floor
Per-VIN talking points generated from market position + engagement data. Sales reps hit the lot with "you're $1,400 below median" and "this trim sells in 23 days on average."
Trade matchmaking
Find dealers with reciprocal demand for a swap. Opt in, set what you want and your radius, and we surface viable trades - including who has the matching unit and at what cost.
Developer API + SDK
REST endpoints for every page in the app, plus typed SDKs in TypeScript, Python, and Go. Auth via X-API-Key, generous rate limits, Postman collection one-click, and a hosted MCP server so any AI agent can talk to your inventory directly.
One schema for every dealer site. Even the weird ones.
128 CMS platforms - every major OEM, every dealer group platform, every long-tail boutique builder - all normalized to one schema. VIN decoding, color and trim parsing, photo URL canonicalization, video links, price stack expansion, history tracking. Every field has provenance.
// GET /api/vehicles/:vin { "vin": "1HGCV1F34LA123456", "year": 2024, "make": "Honda", "model": "Accord", "trim": "Sport", "price": 28995, "msrp": 31500, "days_on_lot": 23, "market": { "median": 29850, "position": "below", "rank": 3, "of": 17 }, "engagement": { "score": 82, "quadrant": "stars" }, "source": { "cms": "dealercom", "updated_at": "2026-05-10T00:34Z", "confidence": 0.97 } }
Four audiences. One platform.
Dealers & dealer groups
Stop paying for inventory feeds you can't audit. Track your own lot and your top 12 rivals on one console. Aging alerts, listing-quality audits, ammo cards for sales, F&I benchmarks, seasonal demand patterns. Works for one rooftop or one hundred.
Dealer engineering teams
The framework, SDK, and shared data hub your team builds on. Skip the years of normalization work - pull a live, structured feed of every dealer in the country and ship internal tools, dashboards, marketplace integrations, and AI workflows on top.
Developers & AI builders
The cleanest automotive data API on the market. Stable schema, predictable latency, real-time webhooks, typed SDKs in three languages, and a hosted MCP server so any AI agent can wire into a live fleet feed in under five minutes.
Ad agencies
White-glove VLA feed management across your entire client portfolio. Per-dealer reactive boosts, time-decay bidding, scheduled performance reports auto-emailed to clients. Multi-tenant with role-scoped access.
What others have built on top of us.
Apps in the wild that ship faster because they don't have to scrape, normalize, or maintain dealer data themselves.
AI car-buying for ChatGPT
Conversational car research inside ChatGPT. Live inventory, pricing intelligence, and ownership-cost predictions - every answer grounded in our structured data.
Visit cargenius.io ↗Sales-rep performance platform
Inventory data piped into Facebook Marketplace posting workflows for car salespeople. Surfaces high-engagement listings worth boosting and tracks rep-level conversion.
Visit lotpro.io ↗The framework + data hub
Open framework and shared data hub that dealer engineering and ad-tech teams use to build internal tools, dashboards, marketplace integrations, and AI workflows - all on the same canonical schema.
Visit carfluence.io ↗Stop scraping. Start building.
One API key, full access to nationwide dealer inventory and the SDK that wraps every endpoint. Free for 7 days, then $49 per domain per month.