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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

92 listings found

2012 Ford Escape XLT

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

2012 Ford Escape XLT

East Ridge, TN

UnscoredModerate · 46
$4,995164,109 mi

Comparison: 46 similar vehicles

East Ridge, TN

2012 Ford Edge SEL

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

2012 Ford Edge SEL

East Ridge, TN

UnscoredLimited · 13
$4,995166,529 mi

Comparison: 13 similar vehicles

East Ridge, TN

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

East Ridge, TN

UnscoredInsufficient · 3
$4,995145,866 mi

Comparison: 3 similar vehicles

East Ridge, TN

2015 Ford Escape S

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

2015 Ford Escape S

East Ridge, TN

UnscoredLimited · 11
$5,995135,807 mi

Comparison: 11 similar vehicles

East Ridge, TN

2014 Ford Fusion SE

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

2014 Ford Fusion SE

East Ridge, TN

UnscoredRobust · 75
$5,995156,333 mi

Comparison: 75 similar vehicles

East Ridge, TN

2015 Ford Expedition XLT

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

2015 Ford Expedition XLT

East Ridge, TN

UnscoredLimited · 17
$6,995196,245 mi

Comparison: 17 similar vehicles

East Ridge, TN

2014 Ford Edge SEL

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

2014 Ford Edge SEL

East Ridge, TN

UnscoredModerate · 32
$6,995153,515 mi

Comparison: 32 similar vehicles

East Ridge, TN

2014 Ford Taurus Limited

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

2014 Ford Taurus Limited

East Ridge, TN

UnscoredLimited · 5
$7,995150,801 mi

Comparison: 5 similar vehicles

East Ridge, TN

2022 Ford Escape S

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

2022 Ford Escape S

East Ridge, TN

UnscoredInsufficient · 4
$9,999Mileage not verified

Comparison: 4 similar vehicles

East Ridge, TN

2020 Ford Mustang GT

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

2020 Ford Mustang GT

East Ridge, TN

UnscoredModerate · 38
$10,852Mileage not verified

Comparison: 38 similar vehicles

East Ridge, TN

2019 Ford Fusion S

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

2019 Ford Fusion S

East Ridge, TN

Fair PriceModerate · 25
$10,99578,145 mi

Market: $8,711 – $15,998

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

East Ridge, TN

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

East Ridge, TN

UnscoredRobust · 174
$11,321Mileage not verified

Comparison: 174 similar vehicles

East Ridge, TN

2021 Ford Expedition Limited

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

2021 Ford Expedition Limited

East Ridge, TN

UnscoredLimited · 7
$12,987Mileage not verified

Comparison: 7 similar vehicles

East Ridge, TN

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

East Ridge, TN

UnscoredModerate · 34
$14,099126,742 mi

Comparison: 34 similar vehicles

East Ridge, TN

2024 Ford Mustang GT Premium

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

2024 Ford Mustang GT Premium

East Ridge, TN

UnscoredInsufficient · 0
$14,358Mileage not verified

East Ridge, TN

2015 Ford Taurus SE

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

2015 Ford Taurus SE

East Ridge, TN

UnscoredLimited · 7
$14,798131,941 mi

Comparison: 7 similar vehicles

East Ridge, TN

2017 Ford Fusion SE

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

2017 Ford Fusion SE

East Ridge, TN

UnscoredLimited · 5
$14,898136,429 mi

Comparison: 5 similar vehicles

East Ridge, TN

2017 Ford Fusion SE

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

2017 Ford Fusion SE

East Ridge, TN

UnscoredLimited · 5
$14,898121,572 mi

Comparison: 5 similar vehicles

East Ridge, TN

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

East Ridge, TN

UnscoredLimited · 16
$15,099123,849 mi

Comparison: 16 similar vehicles

East Ridge, TN

2019 Ford Fusion SE

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

2019 Ford Fusion SE

East Ridge, TN

UnscoredRobust · 79
$15,299120,276 mi

Comparison: 79 similar vehicles

East Ridge, TN

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

East Ridge, TN

UnscoredInsufficient · 3
$15,299138,619 mi

Comparison: 3 similar vehicles

East Ridge, TN

No Photo

2017 Ford Fusion Platinum

East Ridge, TN

UnscoredInsufficient · 0
$15,398132,725 mi

East Ridge, TN

No Photo

2019 Ford Edge SE

East Ridge, TN

OverpricedLimited · 15
$15,399112,016 mi

Market: $7,728 – $13,885

Comparison: 15 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2017 Ford Edge Titanium

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

2017 Ford Edge Titanium

East Ridge, TN

UnscoredInsufficient · 4
$15,598117,986 mi

Comparison: 4 similar vehicles

East Ridge, TN

2018 Ford Edge SEL

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

2018 Ford Edge SEL

East Ridge, TN

UnscoredInsufficient · 4
$15,799102,479 mi

Comparison: 4 similar vehicles

East Ridge, TN

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

East Ridge, TN

UnscoredLimited · 6
$15,799100,830 mi

Comparison: 6 similar vehicles

East Ridge, TN

2020 Ford Edge SEL

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

2020 Ford Edge SEL

East Ridge, TN

Fair PriceRobust · 66
$15,899112,191 mi

Market: $3,900 – $20,232

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

East Ridge, TN

2019 Ford F-150 Raptor

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

2019 Ford F-150 Raptor

East Ridge, TN

UnscoredRobust · 104
$15,975Mileage not verified

Comparison: 104 similar vehicles

East Ridge, TN

No Photo

2018 Ford Escape SE

East Ridge, TN

UnscoredLimited · 7
$15,999112,712 mi

Comparison: 7 similar vehicles

East Ridge, TN

2013 Ford Mustang V6

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

2013 Ford Mustang V6

East Ridge, TN

UnscoredLimited · 17
$16,399132,764 mi

Comparison: 17 similar vehicles

East Ridge, TN

2020 Ford Escape SEL

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

2020 Ford Escape SEL

East Ridge, TN

UnscoredInsufficient · 3
$16,499157,176 mi

Comparison: 3 similar vehicles

East Ridge, TN

2015 Ford Edge SEL

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

2015 Ford Edge SEL

East Ridge, TN

Fair PriceModerate · 40
$16,599100,150 mi

Market: $4,950 – $18,499

Comparison: 40 similar vehicles

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

East Ridge, TN

2018 Ford Edge SE

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

2018 Ford Edge SE

East Ridge, TN

UnscoredLimited · 15
$16,699131,685 mi

Comparison: 15 similar vehicles

East Ridge, TN

2017 Ford Taurus SEL

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

2017 Ford Taurus SEL

East Ridge, TN

UnscoredLimited · 9
$16,99990,962 mi

Comparison: 9 similar vehicles

East Ridge, TN

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

East Ridge, TN

UnscoredLimited · 6
$16,999134,742 mi

Comparison: 6 similar vehicles

East Ridge, TN

2017 Ford Fusion Titanium

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

2017 Ford Fusion Titanium

East Ridge, TN

OverpricedLimited · 13
$17,099113,525 mi

Market: $4,999 – $14,050

Comparison: 13 similar vehicles

Priced ~22% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

East Ridge, TN

UnscoredLimited · 6
$17,299156,235 mi

Comparison: 6 similar vehicles

East Ridge, TN

2018 Ford Escape SEL

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

2018 Ford Escape SEL

East Ridge, TN

OverpricedRobust · 56
$17,39890,957 mi

Market: $6,995 – $14,998

Comparison: 56 similar vehicles

Priced ~16% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

East Ridge, TN

OverpricedLimited · 15
$17,399129,070 mi

Market: $8,990 – $16,995

Comparison: 15 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2021 Ford Bronco Sport Badlands

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

2021 Ford Bronco Sport Badlands

East Ridge, TN

UnscoredRobust · 53
$17,498159,626 mi

Comparison: 53 similar vehicles

East Ridge, TN

2015 Ford Explorer Base

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

2015 Ford Explorer Base

East Ridge, TN

OverpricedLimited · 14
$17,698108,218 mi

Market: $5,850 – $14,990

Comparison: 14 similar vehicles

Priced ~18% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2018 Ford Escape S

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

2018 Ford Escape S

East Ridge, TN

OverpricedLimited · 10
$17,898115,438 mi

Market: $3,599 – $13,166

Comparison: 10 similar vehicles

Priced ~36% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2013 Ford Mustang V6

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

2013 Ford Mustang V6

East Ridge, TN

Fair PriceLimited · 17
$18,19986,657 mi

Market: $6,699 – $21,298

Comparison: 17 similar vehicles

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

East Ridge, TN

2015 Ford Edge SEL

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

2015 Ford Edge SEL

East Ridge, TN

OverpricedModerate · 40
$18,499142,027 mi

Market: $4,950 – $17,981

Comparison: 40 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2018 Ford Edge SEL

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

2018 Ford Edge SEL

East Ridge, TN

UnscoredInsufficient · 4
$18,699115,122 mi

Comparison: 4 similar vehicles

East Ridge, TN

2017 Ford Edge Titanium

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

2017 Ford Edge Titanium

East Ridge, TN

UnscoredInsufficient · 4
$18,699102,098 mi

Comparison: 4 similar vehicles

East Ridge, TN

2018 Ford Edge SE

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

2018 Ford Edge SE

East Ridge, TN

OverpricedLimited · 15
$18,79898,434 mi

Market: $6,501 – $16,699

Comparison: 15 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

East Ridge, TN

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

East Ridge, TN

UnscoredInsufficient · 3
$18,799149,610 mi

Comparison: 3 similar vehicles

East Ridge, TN

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

East Ridge, TN

UnscoredInsufficient · 3
$19,00074,896 mi

Comparison: 3 similar vehicles

East Ridge, TN

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

East Ridge, TN

UnscoredRobust · 54
$19,199121,824 mi

Comparison: 54 similar vehicles

East Ridge, TN

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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