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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

351 listings found

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Radcliff, KY

Unscored
$4,499232,335 mi

Comparison: 20 similar vehicles

Radcliff, KY

2015 Kia Rio LX

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

2015 Kia Rio LX

Radcliff, KY

UnscoredInsufficient · 3
$5,203156,660 mi

Comparison: 3 similar vehicles

Radcliff, KY

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Radcliff, KY

UnscoredInsufficient · 0
$7,494165,671 mi

Radcliff, KY

2017 Kia Soul +

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

2017 Kia Soul +

Radcliff, KY

Unscored
$7,499108,122 mi

Comparison: 7 similar vehicles

Radcliff, KY

2005 Mercedes-Benz CLK-Class CLK500

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

2005 Mercedes-Benz CLK-Class CLK500

Radcliff, KY

UnscoredInsufficient · 0
$7,597106,917 mi

Radcliff, KY

2019 Chevrolet Express Cargo Work Van

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

2019 Chevrolet Express Cargo Work Van

Radcliff, KY

UnscoredInsufficient · 4
$7,996223,964 mi

Comparison: 4 similar vehicles

Radcliff, KY

2016 BMW 5 Series 528i

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

2016 BMW 5 Series 528i

Radcliff, KY

Great DealModerate · 20
$9,57598,098 mi

Market: $10,432 – $14,990

Comparison: 20 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 7 days listed (based on current market benchmarks)

Radcliff, KY

2013 Honda Civic Si

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

2013 Honda Civic Si

Radcliff, KY

UnscoredInsufficient · 0
$9,575169,122 mi

Radcliff, KY

2011 GMC Sierra 1500 SL

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

2011 GMC Sierra 1500 SL

Radcliff, KY

UnscoredInsufficient · 3
$9,595115,962 mi

Comparison: 3 similar vehicles

Radcliff, KY

1999 Ford Ranger XL

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

1999 Ford Ranger XL

Radcliff, KY

UnscoredInsufficient · 0
$9,99537,329 mi

Radcliff, KY

2013 Lexus ES 350

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

2013 Lexus ES 350

Radcliff, KY

Unscored
$10,575169,814 mi

Comparison: 8 similar vehicles

Radcliff, KY

2010 Kia Sportage LX

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

2010 Kia Sportage LX

Radcliff, KY

UnscoredInsufficient · 0
$10,58629,149 mi

Radcliff, KY

2021 Ford Escape SEL

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

2021 Ford Escape SEL

Radcliff, KY

Unscored
$10,995134,730 mi

Comparison: 52 similar vehicles

Radcliff, KY

2017 Audi Q7 Premium Plus

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

2017 Audi Q7 Premium Plus

Radcliff, KY

Fair PriceModerate · 28
$10,995111,540 mi

Market: $9,999 – $27,800

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Radcliff, KY

2013 Chrysler 300 S

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

2013 Chrysler 300 S

Radcliff, KY

UnscoredInsufficient · 0
$10,995117,142 mi

Radcliff, KY

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Radcliff, KY

Unscored
$11,575256,220 mi

Comparison: 5 similar vehicles

Radcliff, KY

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

Radcliff, KY

Unscored
$11,595139,114 mi

Comparison: 6 similar vehicles

Radcliff, KY

2017 Chrysler Pacifica Limited

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

2017 Chrysler Pacifica Limited

Radcliff, KY

UnscoredInsufficient · 3
$11,596123,439 mi

Comparison: 3 similar vehicles

Radcliff, KY

2019 BMW X3 30i

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

2019 BMW X3 30i

Radcliff, KY

Unscored
$11,995136,283 mi

Comparison: 5 similar vehicles

Radcliff, KY

2015 Ford Focus ST

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

2015 Ford Focus ST

Radcliff, KY

Unscored
$11,996102,410 mi

Comparison: 5 similar vehicles

Radcliff, KY

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Radcliff, KY

Fair PriceRobust · 61
$12,03594,806 mi

Market: $4,950 – $17,995

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Radcliff, KY

2019 Jeep Cherokee Trailhawk

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

2019 Jeep Cherokee Trailhawk

Radcliff, KY

Fair PriceRobust · 72
$12,097118,303 mi

Market: $8,495 – $18,999

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Radcliff, KY

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Radcliff, KY

Fair PriceRobust · 74
$12,097117,121 mi

Market: $8,433 – $21,998

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Radcliff, KY

2020 Nissan NV200 S

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

2020 Nissan NV200 S

Radcliff, KY

Unscored
$12,47396,285 mi

Comparison: 5 similar vehicles

Radcliff, KY

2006 Lexus LS 430

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

2006 Lexus LS 430

Radcliff, KY

OverpricedLimited · 11
$12,473116,415 mi

Market: $9,990 – $10,990

Comparison: 11 similar vehicles

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

Radcliff, KY

2017 Porsche Macan S

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

2017 Porsche Macan S

Radcliff, KY

Unscored
$12,575135,435 mi

Comparison: 14 similar vehicles

Radcliff, KY

2020 Volvo XC90 Momentum

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

2020 Volvo XC90 Momentum

Radcliff, KY

UnscoredInsufficient · 4
$12,597139,921 mi

Comparison: 4 similar vehicles

Radcliff, KY

2016 GMC Yukon XL Denali

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

2016 GMC Yukon XL Denali

Radcliff, KY

UnscoredInsufficient · 4
$12,597199,339 mi

Comparison: 4 similar vehicles

Radcliff, KY

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Radcliff, KY

Fair PriceModerate · 34
$12,995104,728 mi

Market: $5,988 – $17,535

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Radcliff, KY

2016 Hyundai Tucson SE

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

2016 Hyundai Tucson SE

Radcliff, KY

Fair PriceModerate · 21
$12,99963,062 mi

Market: $8,299 – $16,595

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Radcliff, KY

2018 Ford Explorer Sport

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

2018 Ford Explorer Sport

Radcliff, KY

Unscored
$13,097129,264 mi

Comparison: 48 similar vehicles

Radcliff, KY

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Radcliff, KY

Fair PriceRobust · 74
$13,93190,509 mi

Market: $8,433 – $21,998

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Radcliff, KY

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Radcliff, KY

Fair PriceRobust · 100
$14,40067,156 mi

Market: $4,500 – $16,247

Comparison: 100 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Radcliff, KY

2018 Volkswagen Tiguan SEL Premium

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

2018 Volkswagen Tiguan SEL Premium

Radcliff, KY

Fair PriceModerate · 29
$14,58680,935 mi

Market: $10,500 – $16,990

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Radcliff, KY

2014 Lexus RX 350

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

2014 Lexus RX 350

Radcliff, KY

Fair PriceModerate · 24
$14,586105,285 mi

Market: $12,699 – $22,521

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Radcliff, KY

2011 Cadillac Escalade ESV Platinum Edition

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

2011 Cadillac Escalade ESV Platinum Edition

Radcliff, KY

UnscoredInsufficient · 3
$14,593109,310 mi

Comparison: 3 similar vehicles

Radcliff, KY

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Radcliff, KY

Unscored
$14,595145,285 mi

Comparison: 49 similar vehicles

Radcliff, KY

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Radcliff, KY

UnscoredInsufficient · 0
$14,59759,414 mi

Radcliff, KY

2006 Ford F-250 Super Duty XL

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

2006 Ford F-250 Super Duty XL

Radcliff, KY

UnscoredInsufficient · 4
$15,58682,579 mi

Comparison: 4 similar vehicles

Radcliff, KY

2018 Jeep All-New Wrangler Unlimited Sport S

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

2018 Jeep All-New Wrangler Unlimited Sport S

Radcliff, KY

Unscored
$15,596127,840 mi

Comparison: 171 similar vehicles

Radcliff, KY

2011 Ford F-350 Super Duty XL

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

2011 Ford F-350 Super Duty XL

Radcliff, KY

Unscored
$15,596197,916 mi

Comparison: 12 similar vehicles

Radcliff, KY

2017 Buick LaCrosse Premium

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

2017 Buick LaCrosse Premium

Radcliff, KY

UnscoredInsufficient · 0
$15,59752,489 mi

Radcliff, KY

2017 Chrysler Pacifica Limited

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

2017 Chrysler Pacifica Limited

Radcliff, KY

UnscoredInsufficient · 3
$15,59788,442 mi

Comparison: 3 similar vehicles

Radcliff, KY

2016 INFINITI Q50 Premium

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

2016 INFINITI Q50 Premium

Radcliff, KY

UnscoredInsufficient · 0
$15,59755,479 mi

Radcliff, KY

2020 Ford Explorer ST

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

2020 Ford Explorer ST

Radcliff, KY

Unscored
$16,575145,767 mi

Comparison: 10 similar vehicles

Radcliff, KY

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

Radcliff, KY

Unscored
$16,575128,414 mi

Comparison: 43 similar vehicles

Radcliff, KY

2018 Jeep All-New Wrangler Unlimited Sport

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

2018 Jeep All-New Wrangler Unlimited Sport

Radcliff, KY

Fair PriceModerate · 47
$16,931119,037 mi

Market: $16,750 – $23,274

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Radcliff, KY

2020 Kia Telluride EX

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

2020 Kia Telluride EX

Radcliff, KY

Fair PriceRobust · 118
$16,986101,786 mi

Market: $12,990 – $25,995

Comparison: 118 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Radcliff, KY

2015 RAM 1500 Pickup Laramie Limited

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

2015 RAM 1500 Pickup Laramie Limited

Radcliff, KY

Unscored
$17,553136,225 mi

Comparison: 5 similar vehicles

Radcliff, KY

2015 Cadillac Escalade ESV Premium

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

2015 Cadillac Escalade ESV Premium

Radcliff, KY

UnscoredInsufficient · 3
$17,575127,530 mi

Comparison: 3 similar vehicles

Radcliff, KY

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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