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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 · October 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 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

219 listings found

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Webster, TX

UnscoredLimited · 5
$7,373150,021 mi

Comparison: 5 similar vehicles

Webster, TX

2013 Ford Focus Titanium

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

2013 Ford Focus Titanium

Webster, TX

UnscoredInsufficient · 0
$9,49952,669 mi

Webster, TX

2019 Ford Fiesta SE

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

2019 Ford Fiesta SE

Webster, TX

UnscoredInsufficient · 0
$9,99949,287 mi

Webster, TX

2009 Ford Escape Limited

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

2009 Ford Escape Limited

Webster, TX

UnscoredInsufficient · 0
$9,99961,515 mi

Webster, TX

2016 Ford Edge Titanium

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

2016 Ford Edge Titanium

Webster, TX

UnscoredInsufficient · 4
$10,225116,639 mi

Comparison: 4 similar vehicles

Webster, TX

2009 Ford Mustang Premium

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

2009 Ford Mustang Premium

Webster, TX

UnscoredInsufficient · 0
$10,99953,777 mi

Webster, TX

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

Webster, TX

UnscoredInsufficient · 3
$11,999128,002 mi

Comparison: 3 similar vehicles

Webster, TX

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Webster, TX

Fair PriceRobust · 97
$12,363102,571 mi

Market: $7,500 – $24,900

Comparison: 97 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Webster, TX

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Webster, TX

UnscoredModerate · 44
$12,999115,621 mi

Comparison: 44 similar vehicles

Webster, TX

2018 Ford Focus S

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

2018 Ford Focus S

Webster, TX

UnscoredInsufficient · 0
$12,99912,143 mi

Webster, TX

2003 Ford Thunderbird Premium

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

2003 Ford Thunderbird Premium

Webster, TX

UnscoredInsufficient · 0
$13,99850,752 mi

Webster, TX

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

Webster, TX

UnscoredInsufficient · 0
$13,99948,201 mi

Webster, TX

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

Webster, TX

UnscoredLimited · 6
$13,999110,409 mi

Comparison: 6 similar vehicles

Webster, TX

2013 Ford Transit Connect XLT

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

2013 Ford Transit Connect XLT

Webster, TX

UnscoredInsufficient · 0
$13,99944,095 mi

Webster, TX

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Webster, TX

UnscoredInsufficient · 0
$14,99758,838 mi

Webster, TX

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

Webster, TX

UnscoredInsufficient · 0
$14,99825,043 mi

Webster, TX

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Webster, TX

OverpricedLimited · 16
$14,99962,328 mi

Market: $7,000 – $13,120

Comparison: 16 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Webster, TX

2021 Ford Edge SEL

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

2021 Ford Edge SEL

Webster, TX

UnscoredLimited · 6
$15,82282,436 mi

Comparison: 6 similar vehicles

Webster, TX

2020 Ford Escape SEL

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

2020 Ford Escape SEL

Webster, TX

UnscoredLimited · 6
$15,84252,541 mi

Comparison: 6 similar vehicles

Webster, TX

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Webster, TX

UnscoredInsufficient · 0
$15,99914,232 mi

Webster, TX

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Webster, TX

UnscoredInsufficient · 0
$15,99916,500 mi

Webster, TX

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Webster, TX

Fair PriceRobust · 114
$16,49797,562 mi

Market: $10,666 – $33,232

Comparison: 114 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 156 days listed (based on current market benchmarks)

Webster, TX

2020 Ford Edge Titanium

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

2020 Ford Edge Titanium

Webster, TX

UnscoredLimited · 5
$16,99963,466 mi

Comparison: 5 similar vehicles

Webster, TX

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Webster, TX

Fair PriceRobust · 98
$16,99961,182 mi

Market: $7,500 – $24,900

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Webster, TX

2019 Ford Mustang EcoBoost Premium

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

2019 Ford Mustang EcoBoost Premium

Webster, TX

UnscoredInsufficient · 0
$17,99954,992 mi

Webster, TX

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

Webster, TX

UnscoredInsufficient · 3
$18,99839,693 mi

Comparison: 3 similar vehicles

Webster, TX

2017 Ford Explorer Limited

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

2017 Ford Explorer Limited

Webster, TX

UnscoredInsufficient · 0
$18,99844,121 mi

Webster, TX

2019 Ford Edge Titanium

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

2019 Ford Edge Titanium

Webster, TX

UnscoredInsufficient · 0
$18,99932,486 mi

Webster, TX

2019 Ford Transit Connect XL

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

2019 Ford Transit Connect XL

Webster, TX

UnscoredInsufficient · 0
$18,99930,174 mi

Webster, TX

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

Webster, TX

Fair PriceRobust · 56
$18,99978,788 mi

Market: $6,850 – $39,612

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Webster, TX

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Webster, TX

UnscoredLimited · 6
$19,35360,511 mi

Comparison: 6 similar vehicles

Webster, TX

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

Webster, TX

Fair PriceLimited · 16
$19,99891,949 mi

Market: $9,950 – $24,990

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

Webster, TX

2021 Ford Transit Connect XL

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

2021 Ford Transit Connect XL

Webster, TX

UnscoredLimited · 8
$19,99965,320 mi

Comparison: 8 similar vehicles

Webster, TX

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Webster, TX

Fair PriceRobust · 108
$19,99979,546 mi

Market: $5,950 – $38,995

Comparison: 108 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Webster, TX

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Webster, TX

UnscoredInsufficient · 0
$20,99820,059 mi

Webster, TX

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Webster, TX

Fair PriceRobust · 57
$20,99966,368 mi

Market: $13,999 – $26,995

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Webster, TX

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

Webster, TX

UnscoredInsufficient · 3
$20,99936,931 mi

Comparison: 3 similar vehicles

Webster, TX

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Webster, TX

Fair PriceRobust · 93
$21,22567,898 mi

Market: $17,213 – $88,866

Comparison: 93 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Webster, TX

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Webster, TX

Fair PriceRobust · 152
$21,720113,538 mi

Market: $9,750 – $88,866

Comparison: 152 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Webster, TX

2022 Ford Transit Connect XL

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

2022 Ford Transit Connect XL

Webster, TX

Fair PriceLimited · 13
$21,99968,306 mi

Market: $14,491 – $23,999

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Webster, TX

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Webster, TX

UnscoredLimited · 5
$21,99951,121 mi

Comparison: 5 similar vehicles

Webster, TX

2022 Ford Maverick XLT

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

2022 Ford Maverick XLT

Webster, TX

Fair PriceLimited · 11
$22,20672,355 mi

Market: $16,525 – $23,715

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Webster, TX

2022 Ford Bronco Sport Big Bend

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

2022 Ford Bronco Sport Big Bend

Webster, TX

UnscoredLimited · 5
$22,21347,819 mi

Comparison: 5 similar vehicles

Webster, TX

2020 Ford Explorer Platinum

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

2020 Ford Explorer Platinum

Webster, TX

UnscoredLimited · 9
$22,72581,370 mi

Comparison: 9 similar vehicles

Webster, TX

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Webster, TX

UnscoredInsufficient · 0
$22,99752,846 mi

Webster, TX

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Webster, TX

UnscoredLimited · 5
$22,99871,811 mi

Comparison: 5 similar vehicles

Webster, TX

2022 Ford Bronco Sport Big Bend

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

2022 Ford Bronco Sport Big Bend

Webster, TX

UnscoredInsufficient · 0
$22,9998,702 mi

Webster, TX

2014 Ford E-Series Econoline Wagon XLT

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

2014 Ford E-Series Econoline Wagon XLT

Webster, TX

UnscoredInsufficient · 0
$22,99958,488 mi

Webster, TX

2024 Ford Bronco Sport Big Bend

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

2024 Ford Bronco Sport Big Bend

Webster, TX

OverpricedLimited · 13
$23,21743,087 mi

Market: $20,549 – $21,425

Comparison: 13 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Webster, TX

2023 Ford Bronco Sport Badlands

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

2023 Ford Bronco Sport Badlands

Webster, TX

UnscoredLimited · 6
$23,62567,749 mi

Comparison: 6 similar vehicles

Webster, TX

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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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