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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

579 listings found

2004 Ford Freestar SES

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Ford Freestar SES

Flint, MI

UnscoredInsufficient · 0
$1,900166,141 mi

Flint, MI

2007 Ford Explorer Eddie Bauer

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Ford Explorer Eddie Bauer

Flint, MI

Unscored
$2,000200,000 mi

Comparison: 8 similar vehicles

Flint, MI

2004 Ford Explorer Sport Trac XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Ford Explorer Sport Trac XLT

Flint, MI

UnscoredInsufficient · 0
$2,314216,235 mi

Flint, MI

2009 Ford F-150 STX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Ford F-150 STX

Flint, MI

Unscored
$2,900303,648 mi

Comparison: 8 similar vehicles

Flint, MI

2007 Ford Focus ZX4 S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Ford Focus ZX4 S

Flint, MI

UnscoredInsufficient · 3
$2,900131,967 mi

Comparison: 3 similar vehicles

Flint, MI

2008 Ford Edge Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Ford Edge Limited

Flint, MI

Unscored
$2,995248,585 mi

Comparison: 17 similar vehicles

Flint, MI

2009 Ford Escape XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Ford Escape XLT

Flint, MI

Unscored
$3,295176,115 mi

Comparison: 5 similar vehicles

Flint, MI

2009 Ford Focus SEL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Ford Focus SEL

Flint, MI

UnscoredInsufficient · 4
$3,400173,946 mi

Comparison: 4 similar vehicles

Flint, MI

2010 Ford F-150 XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford F-150 XLT

Flint, MI

Unscored
$3,499245,881 mi

Comparison: 10 similar vehicles

Flint, MI

2009 Ford Explorer Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Ford Explorer Limited

Flint, MI

UnscoredInsufficient · 0
$4,000207,638 mi

Flint, MI

2010 Ford Taurus Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford Taurus Limited

Flint, MI

Unscored
$4,275174,902 mi

Comparison: 9 similar vehicles

Flint, MI

2004 Ford Expedition XLT Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Ford Expedition XLT Sport

Flint, MI

UnscoredInsufficient · 0
$4,275102,227 mi

Flint, MI

2012 Ford F-150 XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Ford F-150 XLT

Flint, MI

Unscored
$4,498233,595 mi

Comparison: 7 similar vehicles

Flint, MI

2010 Ford Edge SEL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford Edge SEL

Flint, MI

UnscoredInsufficient · 3
$4,900148,973 mi

Comparison: 3 similar vehicles

Flint, MI

2014 Ford Flex SEL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Flex SEL

Flint, MI

Fair PriceLimited · 13
$5,275117,690 mi

Market: $2,995 – $9,175

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Flint, MI

2016 Ford Explorer Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Explorer Limited

Flint, MI

Unscored
$5,498226,801 mi

Comparison: 19 similar vehicles

Flint, MI

2014 Ford Escape Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Escape Titanium

Flint, MI

Unscored
$5,498161,101 mi

Comparison: 5 similar vehicles

Flint, MI

2014 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Escape SE

Flint, MI

Unscored
$5,500129,027 mi

Comparison: 14 similar vehicles

Flint, MI

2015 Ford Flex SEL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Ford Flex SEL

Flint, MI

Unscored
$5,900143,245 mi

Comparison: 10 similar vehicles

Flint, MI

2013 Ford F-150 XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford F-150 XL

Flint, MI

Unscored
$5,995115,827 mi

Comparison: 5 similar vehicles

Flint, MI

2013 Ford Fusion SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford Fusion SE

Flint, MI

Unscored
$5,995122,042 mi

Comparison: 95 similar vehicles

Flint, MI

2011 Ford F-150 XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford F-150 XL

Flint, MI

UnscoredInsufficient · 4
$5,998220,627 mi

Comparison: 4 similar vehicles

Flint, MI

2014 Ford Escape Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Escape Titanium

Flint, MI

Unscored
$5,999192,117 mi

Comparison: 10 similar vehicles

Flint, MI

2013 Ford Flex Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford Flex Limited

Flint, MI

Unscored
$6,000165,308 mi

Comparison: 13 similar vehicles

Flint, MI

2015 Ford Edge Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Ford Edge Sport

Flint, MI

Unscored
$6,275183,959 mi

Comparison: 11 similar vehicles

Flint, MI

2013 Ford Explorer XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford Explorer XLT

Flint, MI

Unscored
$6,275157,027 mi

Comparison: 9 similar vehicles

Flint, MI

2012 Ford Flex Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Ford Flex Limited

Flint, MI

Unscored
$6,275164,390 mi

Comparison: 10 similar vehicles

Flint, MI

2013 Ford Explorer XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford Explorer XLT

Flint, MI

Unscored
$6,450153,853 mi

Comparison: 8 similar vehicles

Flint, MI

2016 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Escape SE

Flint, MI

Unscored
$6,495138,223 mi

Comparison: 30 similar vehicles

Flint, MI

2011 Ford Flex SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford Flex SE

Flint, MI

UnscoredInsufficient · 0
$6,639122,840 mi

Flint, MI

2018 Ford Explorer Utility Police Interceptor

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Explorer Utility Police Interceptor

Flint, MI

Unscored
$6,799133,399 mi

Comparison: 11 similar vehicles

Flint, MI

2014 Ford F-150 XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford F-150 XL

Flint, MI

Unscored
$6,899147,317 mi

Comparison: 5 similar vehicles

Flint, MI

2016 Ford Escape Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Escape Titanium

Flint, MI

Unscored
$6,900129,102 mi

Comparison: 14 similar vehicles

Flint, MI

2014 Ford Edge Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Edge Sport

Flint, MI

Unscored
$6,900155,701 mi

Comparison: 7 similar vehicles

Flint, MI

2004 Ford F-350 Super Duty XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Ford F-350 Super Duty XL

Flint, MI

UnscoredInsufficient · 0
$6,900353,580 mi

Flint, MI

2010 Ford Focus SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford Focus SE

Flint, MI

Unscored
$6,995124,695 mi

Comparison: 6 similar vehicles

Flint, MI

2012 Ford F-150 FX4

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Ford F-150 FX4

Flint, MI

UnscoredInsufficient · 3
$6,998199,737 mi

Comparison: 3 similar vehicles

Flint, MI

2015 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Ford Escape SE

Flint, MI

Unscored
$6,999142,149 mi

Comparison: 31 similar vehicles

Flint, MI

2014 Ford F-150 XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford F-150 XL

Flint, MI

Unscored
$6,999163,316 mi

Comparison: 5 similar vehicles

Flint, MI

2014 Ford F-150 STX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford F-150 STX

Flint, MI

Unscored
$7,200202,275 mi

Comparison: 42 similar vehicles

Flint, MI

2015 Ford Taurus SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Ford Taurus SE

Flint, MI

Fair PriceLimited · 13
$7,27593,536 mi

Market: $6,900 – $12,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Flint, MI

2013 Ford Explorer XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford Explorer XLT

Flint, MI

Unscored
$7,275137,703 mi

Comparison: 9 similar vehicles

Flint, MI

2013 Ford Focus Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford Focus Titanium

Flint, MI

Unscored
$7,50081,106 mi

Comparison: 5 similar vehicles

Flint, MI

2014 Ford Escape SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Escape SE

Flint, MI

Fair PriceLimited · 13
$7,795101,266 mi

Market: $2,995 – $8,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1237 days listed (based on current market benchmarks)

Flint, MI

2014 Ford Fusion SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Fusion SE

Flint, MI

Unscored
$7,888195,050 mi

Comparison: 9 similar vehicles

Flint, MI

2013 Ford F-150 Lariat

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford F-150 Lariat

Flint, MI

Unscored
$7,900194,211 mi

Comparison: 6 similar vehicles

Flint, MI

2012 Ford F-150 Lariat

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Ford F-150 Lariat

Flint, MI

Unscored
$7,900172,776 mi

Comparison: 6 similar vehicles

Flint, MI

2016 Ford Focus Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Focus Titanium

Flint, MI

Unscored
$7,995119,212 mi

Comparison: 6 similar vehicles

Flint, MI

2015 Ford F-150 Lariat

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Ford F-150 Lariat

Flint, MI

Unscored
$7,995202,500 mi

Comparison: 11 similar vehicles

Flint, MI

1995 Ford F-250

Image from the dealer's site. OAV does not own, control, or store dealer images.

1995 Ford F-250

Flint, MI

UnscoredInsufficient · 0
$7,998209,343 mi

Flint, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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