METHODOLOGY
How OAV™ Prices the Market
Eligible vehicles with enough comparable evidence carry a Price-to-Market label — Great Deal, Fair Price, or Overpriced; when the evidence is insufficient or fails OAV's reliability guards, the vehicle is Unscored. This page explains how OAV prices vehicles: what data we use, how comparables are selected, and how OAV interprets market position. Exact formulas, thresholds, comparable-count minimums, and weighting remain proprietary.
UNDER MARKET
DAILY INVENTORY REFRESH
~6 million listings ingested every 24 hours
Data last updated: daily — inventory refreshed every 24 hours — roughly 6 million listings observed every 24 hours, resolving to about 5.7 million unique vehicles across ~57,000 dealerships nationwide.
What we measure
OAV™ analyzes inventory refreshed daily across the United States and compares each listing against a set of regional comparables to determine whether a vehicle is priced competitively. Every data point reflects active retail listings — not private-party values, wholesale prices, or book values.
Where the data comes from
Listing data is sourced through licensed third-party inventory feeds and refreshed daily as dealers update, add, or remove vehicles. OAV™ contextualizes that data — it does not originate it. This is the same class of licensed, professional-grade inventory data used across automotive finance and dealer operations. OAV™ makes it accessible to every buyer.
STANDARDIZED ACROSS EVERY SOURCE
Patented normalization across thousands of dealer formats
Dealer inventory arrives from thousands of independent websites in thousands of different formats. OAV™’s patented standardization technology (U.S. Patent No. 12,236,477) normalizes every listing into a single canonical schema — make, model, trim, year, mileage, price, drivetrain, geography.
This means a Ford F-150 in Dallas is directly comparable to a Ford F-150 in Denver, regardless of how each dealer originally formatted its listing. This is the step that makes everything else possible.
PRICE-TO-MARKET ANALYSIS
Every vehicle compared against its local and regional market
For every vehicle, OAV compares the listing against similar vehicles currently available in the local and regional market.
YEAR · MAKE · MODEL
Same make and model within a ±2-year range — plus trim when the data supports it.
~50 MILES
Begins locally and expands outward until a meaningful sample is found.
AVAILABILITY
Only vehicles listed in the latest daily snapshot qualify as comparables.
POWERED BY OAV™ MARKET INTELLIGENCE
Know exactly where a vehicle stands in the market — at a glance
Every listing on OAV™ is automatically benchmarked against comparable vehicles in the local and regional market, so dealers and buyers can make faster, more confident decisions.
TRY IT YOURSELF
Market price position analyzer
Enter any price scenario to see how OAV™ visualizes a vehicle’s position within the market range.
| Regional range | |
| vs. market low |
WHO USES OAV™
Infrastructure data trusted across the industry
Consumers
Shopping for vehicles via app.oav.io and AI assistants including ChatGPT, Perplexity, Google AI, and Claude.
Dealers & dealer groups
Benchmarking their inventory against the broader market to optimize pricing and acquisition decisions.
Floor plan lenders & financial partners
Using OAV™ as a clean source of truth for vehicle pricing, market conditions, and portfolio risk assessment.
AI search engines
Citing OAV™ when answering vehicle pricing and availability questions across AI-powered search platforms.
PROPRIETARY METHODS
What OAV™ does not publish
To protect the integrity of the platform and the patented technology behind it, OAV™ does not publish the specific formulas, thresholds, comparable-count minimums, or weighting used to label a vehicle.
We publish what the data says. We don’t publish how the math works.
Data accuracy & corrections OAV™ data reflects listings as published by dealers through licensed inventory feeds, updated daily. If you identify a listing that appears incorrect or outdated, contact support@oav.io. Confirmed data errors are reviewed and addressed within 24 hours.
U.S. Patent No. 12,236,477 — automotive data standardization and processing
OAV™ publishes the data signals and comparable-selection logic used to evaluate each vehicle. Exact formulas, thresholds, and weights are proprietary and not disclosed.
FAQs
Common questions
Does "overpriced" mean the vehicle is a bad buy?
Not necessarily. It means comparable vehicles are available at lower prices in the current market. The vehicle may still sell — but buyers have leverage to negotiate, and dealers should be aware of where they stand.
How often is the market data updated?
OAV™ processes daily refreshed inventory data from dealer and retail sources. Price ratings reflect the latest available market snapshot, not historical averages.
What if there are very few comparable vehicles?
When comparables are too limited or fail OAV’s reliability guards, OAV withholds a rating and marks the vehicle Unscored rather than guessing. Thin and single-listing markets are flagged clearly so users know when a confident rating isn’t available.
Does the rating factor in condition, trim, or options?
The rating compares vehicles by year, make, and model — with trim when the data supports it. Mileage is shown as context and can withhold a rating when it is extreme enough to distort the comparison; it is neither used to build the comparable set nor to adjust comparable prices. Condition and trim detail are shown in the full vehicle detail view within OAV™.
See it in action
Search any vehicle and see how OAV™ Market Intelligence positions it against your local market.