Probabilistic Risk Modeling
Location and timing signals make this one worth a closer underbody inspection.
Listing behavior suggests the seller has been adjusting to find the right buyer.
AI VIN intelligence for smarter used-car decisions
Auto VIN Scout starts with public data, marketplace signals, and transparent scoring so buyers can spot risk before they commit to the wrong car.
VIN decode and first-pass risk
- Decode make, model, trim, engine, and core specs using NHTSA data.
- Show a quick risk teaser before a buyer spends money on a deeper report.
Marketplace history that adds context
- Track price changes, relists, and time-on-market across major listing sources.
- Spot asking prices that do not match local market behavior.
Flood and recall exposure signals
- Blend FEMA hazard proximity with recent disaster data for exposure scoring.
- Surface model-level recall density so buyers know what to inspect first.
Buyer guidance you can actually use
- Turn detected risks into inspection questions and seller negotiation prompts.
- Keep missing data visible so the report stays honest and trustworthy.
Who this is for
Built for people making real used-car decisions, especially when the seller has more information than the buyer.
First-time used-car buyers
- Get plain-language risk signals before spending thousands on the wrong vehicle.
- Know which issues deserve a mechanic follow-up and which are mostly noise.
Remote shoppers and marketplace hunters
- Screen out risky listings before booking travel, delivery, or a third-party inspection.
- See whether listing behavior and price movement feel consistent over time.
Families buying on a budget
- Reduce the odds of inheriting flood, recall, or overpriced inventory problems.
- Focus limited inspection time on the areas most likely to hide costly surprises.
Independent inspectors and small dealers
- Use the report as a structured starting point for client conversations.
- Bring faster context into sourcing, trade-in, and pre-purchase decisions.
How it works
Start with a VIN lookup, review the signals, and only go deeper when the vehicle earns a closer look.
Start with a VIN lookup
- Enter a VIN to decode the vehicle identity and key factory specs.
- Normalize the record with cached NHTSA vPIC data.
- See model-level recall counts immediately.
Review the risk teaser
- Compare the asking price and listing behavior against marketplace history.
- Flag flood exposure probability using FEMA and disaster signals.
- Surface a quick buy-with-caution versus investigate-further view.
Unlock the full intelligence report
- Spend a credit to generate deeper scoring and report drivers.
- Inspect the market timeline, pricing context, recall details, and risk breakdown.
- Use the buyer guidance checklist to prepare for calls, inspections, and negotiations.
What buyers told us they need
The product is shaped around the real purchase anxiety behind used cars: hidden damage, bad pricing, and not knowing what to verify next.
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“If a VIN tool can tell me a truck spent weeks being relisted in a flood-prone county, that saves me from a six-hour drive.”
“The recall count is useful, but the inspection checklist is what makes this practical. It tells me what to ask before I pay a mechanic.”
“I like that it uses probability language instead of pretending it knows everything. That makes the report feel more trustworthy.”
“A quick free decode with a gated deeper report is exactly how I want to triage the dozens of listings I review each week.”
“Most VIN tools dump data on you. I need something that tells me where the real risk is and what I should verify next.”
“Market pricing plus flood and recall signals would be enough for me to decide which cars deserve a paid inspection.”
Upcoming features
Once the public-data foundation is proven, the next release expands into official history, stronger verification, and dealer-grade tooling.
Market forecasting and dealer tools
- Add depreciation analytics based on historical model performance and local market behavior.
- Expand into white-label workflows for dealerships evaluating inventory or sharing transparency reports.
Upcoming - API First Platform
Integrate VIN intelligence directly into your own applications, workflows, and dealer tools with a clean, developer-friendly API.
Simple REST endpoints
- Decode any VIN and retrieve structured risk data in a single request.
- JSON responses designed for easy integration with any stack.
Built for scale
- Rate-limited tiers from individual developers to high-volume dealer integrations.
- Cached NHTSA and marketplace data for fast, consistent response times.
Extend your product
- Embed risk scores, flood signals, and recall data into your own UI or reports.
- White-label ready for dealerships, inspectors, and marketplace platforms.
Flexible plans, no hidden complexity
- •vPIC VIN Decode
- •Market Anomalies
- •Local Market Band
- •FEMA Flood Zones
- •Basic Inspection Checklist
- •Everything in Basic
- •Title Branding & Salvage Records
- •Auction / Wholesale Data
- •Legal & Title Verification
- •Everything in Pro
- •Inventory Risk Scoring
- •Wholesale Signals
- •Everything in Dealer Core
- •Priority Title Checks
- •Full Predictive Engine
- •Depreciation Forecasts