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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 13, 2026

7.2M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

231 listings found

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Hayward, CA

Salvage title
$4,588114,490 mi

Hayward, CA

2012 Ford E-Series Econoline Wagon XL

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

2012 Ford E-Series Econoline Wagon XL

Hayward, CA

UnscoredInsufficient · 0
$4,900251,037 mi

Hayward, CA

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Hayward, CA

Unscored
$4,998168,829 mi

Comparison: 12 similar vehicles

Hayward, CA

2017 Ford Escape S

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

2017 Ford Escape S

Hayward, CA

Unscored
$5,900147,311 mi

Comparison: 6 similar vehicles

Hayward, CA

2015 Ford Escape SE

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

2015 Ford Escape SE

Hayward, CA

UnscoredInsufficient · 3
$5,900115,574 mi

Comparison: 3 similar vehicles

Hayward, CA

2013 Ford Expedition Limited

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

2013 Ford Expedition Limited

Hayward, CA

Unscored
$5,998176,158 mi

Comparison: 5 similar vehicles

Hayward, CA

2018 Ford Taurus

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

2018 Ford Taurus

Hayward, CA

UnscoredInsufficient · 0
$6,685128,561 mi

Hayward, CA

2017 Ford Taurus

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

2017 Ford Taurus

Hayward, CA

UnscoredInsufficient · 0
$6,685116,799 mi

Hayward, CA

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Hayward, CA

UnscoredInsufficient · 0
$6,900119,590 mi

Hayward, CA

2017 Ford Escape SE

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

2017 Ford Escape SE

Hayward, CA

Unscored
$6,921165,937 mi

Comparison: 16 similar vehicles

Hayward, CA

2016 Ford Explorer Utility Police Interceptor

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

2016 Ford Explorer Utility Police Interceptor

Hayward, CA

Unscored
$7,080156,138 mi

Comparison: 7 similar vehicles

Hayward, CA

2013 Ford Fusion SE Hybrid

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

2013 Ford Fusion SE Hybrid

Hayward, CA

UnscoredInsufficient · 4
$7,640143,597 mi

Comparison: 4 similar vehicles

Hayward, CA

2009 Ford E-Series Econoline Van Commercial

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

2009 Ford E-Series Econoline Van Commercial

Hayward, CA

UnscoredInsufficient · 4
$7,990100,850 mi

Comparison: 4 similar vehicles

Hayward, CA

2014 Ford Transit Connect XLT

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

2014 Ford Transit Connect XLT

Hayward, CA

UnscoredInsufficient · 3
$8,795218,425 mi

Comparison: 3 similar vehicles

Hayward, CA

2003 Ford Crown Victoria LX

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

2003 Ford Crown Victoria LX

Hayward, CA

UnscoredInsufficient · 0
$9,085102,162 mi

Hayward, CA

2007 Ford Ranger XLT

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

2007 Ford Ranger XLT

Hayward, CA

UnscoredInsufficient · 0
$9,420120,995 mi

Hayward, CA

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Hayward, CA

Fair PriceLimited · 13
$9,90092,435 mi

Market: $4,988 – $10,900

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Hayward, CA

2014 Ford Transit Connect XLT

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

2014 Ford Transit Connect XLT

Hayward, CA

UnscoredInsufficient · 3
$9,995161,932 mi

Comparison: 3 similar vehicles

Hayward, CA

2016 Ford Fusion Hybrid S

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

2016 Ford Fusion Hybrid S

Hayward, CA

UnscoredInsufficient · 0
$9,999165,776 mi

Hayward, CA

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Hayward, CA

Unscored
$10,14793,289 mi

Comparison: 8 similar vehicles

Hayward, CA

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Hayward, CA

Unscored
$10,638138,447 mi

Comparison: 20 similar vehicles

Hayward, CA

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

Hayward, CA

Unscored
$10,900163,650 mi

Comparison: 5 similar vehicles

Hayward, CA

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Hayward, CA

Unscored
$10,941135,110 mi

Comparison: 14 similar vehicles

Hayward, CA

2017 Ford Fusion Hybrid SE

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

2017 Ford Fusion Hybrid SE

Hayward, CA

Unscored
$10,995120,360 mi

Comparison: 5 similar vehicles

Hayward, CA

2014 Ford Transit Connect XL

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

2014 Ford Transit Connect XL

Hayward, CA

UnscoredInsufficient · 4
$10,995146,010 mi

Comparison: 4 similar vehicles

Hayward, CA

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Hayward, CA

Great DealLimited · 10
$11,31986,988 mi

Market: $12,999 – $14,171

Comparison: 10 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 69 days listed (based on current market benchmarks)

Hayward, CA

2018 Ford Fusion Hybrid SE

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

2018 Ford Fusion Hybrid SE

Hayward, CA

Unscored
$11,595122,126 mi

Comparison: 13 similar vehicles

Hayward, CA

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Hayward, CA

Unscored
$11,995165,703 mi

Comparison: 17 similar vehicles

Hayward, CA

2017 Ford Escape SE

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

2017 Ford Escape SE

Hayward, CA

UnscoredInsufficient · 3
$11,99958,134 mi

Comparison: 3 similar vehicles

Hayward, CA

2016 Ford Focus ST

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

2016 Ford Focus ST

Hayward, CA

Unscored
$12,460113,721 mi

Comparison: 9 similar vehicles

Hayward, CA

2019 Ford Flex Limited

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

2019 Ford Flex Limited

Hayward, CA

UnscoredInsufficient · 4
$12,49989,216 mi

Comparison: 4 similar vehicles

Hayward, CA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Hayward, CA

Unscored
$12,900193,576 mi

Comparison: 6 similar vehicles

Hayward, CA

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Hayward, CA

Unscored
$12,990102,120 mi

Comparison: 8 similar vehicles

Hayward, CA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Hayward, CA

Unscored
$12,99598,541 mi

Comparison: 7 similar vehicles

Hayward, CA

2017 Ford Explorer Limited

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

2017 Ford Explorer Limited

Hayward, CA

Great DealLimited · 12
$12,998108,920 mi

Market: $13,500 – $19,990

Comparison: 12 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 110 days listed (based on current market benchmarks)

Hayward, CA

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Hayward, CA

UnscoredInsufficient · 3
$12,999308,367 mi

Comparison: 3 similar vehicles

Hayward, CA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Hayward, CA

Unscored
$13,299148,884 mi

Comparison: 7 similar vehicles

Hayward, CA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Hayward, CA

Unscored
$13,795105,201 mi

Comparison: 7 similar vehicles

Hayward, CA

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Hayward, CA

Fair PriceLimited · 10
$13,900118,053 mi

Market: $10,999 – $23,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Hayward, CA

2008 Ford Mustang GT Deluxe

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

2008 Ford Mustang GT Deluxe

Hayward, CA

UnscoredInsufficient · 0
$13,90077,176 mi

Hayward, CA

2018 Ford Transit Van Base

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

2018 Ford Transit Van Base

Hayward, CA

Unscored
$13,995187,187 mi

Comparison: 24 similar vehicles

Hayward, CA

2019 Ford Fusion Hybrid SE

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

2019 Ford Fusion Hybrid SE

Hayward, CA

Fair PriceLimited · 14
$13,99997,291 mi

Market: $8,609 – $14,999

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 198 days listed (based on current market benchmarks)

Hayward, CA

2014 Ford Taurus SHO

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

2014 Ford Taurus SHO

Hayward, CA

UnscoredInsufficient · 0
$14,08386,845 mi

Hayward, CA

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Hayward, CA

OverpricedLimited · 10
$14,17189,247 mi

Market: $11,319 – $12,999

Comparison: 10 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Hayward, CA

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Hayward, CA

Fair PriceLimited · 10
$14,44987,781 mi

Market: $10,999 – $23,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Hayward, CA

2019 Ford Ecosport Titanium

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

2019 Ford Ecosport Titanium

Hayward, CA

UnscoredInsufficient · 0
$14,49939,600 mi

Hayward, CA

2019 Ford Flex SEL

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

2019 Ford Flex SEL

Hayward, CA

Fair PriceLimited · 16
$14,58571,481 mi

Market: $11,990 – $18,998

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 735 days listed (based on current market benchmarks)

Hayward, CA

2016 Ford F-250 Super Duty XL

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

2016 Ford F-250 Super Duty XL

Hayward, CA

UnscoredInsufficient · 4
$14,795214,655 mi

Comparison: 4 similar vehicles

Hayward, CA

2022 Ford Edge SEL

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

2022 Ford Edge SEL

Hayward, CA

Unscored
$14,900108,306 mi

Comparison: 7 similar vehicles

Hayward, CA

2004 Ford F-550

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

2004 Ford F-550

Hayward, CA

UnscoredInsufficient · 0
$14,90024,180 mi

Hayward, CA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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