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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 11, 2026

7.3M+

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

280 listings found

2012 FIAT 500 Sport

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

2012 FIAT 500 Sport

Bryan, OH

Fair PriceLimited · 18
$6,90095,390 mi

Market: $4,495 – $7,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Bryan, OH

2006 Dodge Magnum SXT

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

2006 Dodge Magnum SXT

Bryan, OH

UnscoredInsufficient · 0
$6,995107,000 mi

Bryan, OH

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Bryan, OH

Unscored
$7,100155,026 mi

Comparison: 96 similar vehicles

Bryan, OH

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Bryan, OH

Unscored
$7,314182,262 mi

Comparison: 409 similar vehicles

Bryan, OH

2014 Ford Flex Limited

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

2014 Ford Flex Limited

Bryan, OH

Unscored
$7,633164,175 mi

Comparison: 32 similar vehicles

Bryan, OH

2015 Nissan Altima S

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

2015 Nissan Altima S

Bryan, OH

UnscoredInsufficient · 4
$7,720102,448 mi

Comparison: 4 similar vehicles

Bryan, OH

2013 Nissan Sentra SR

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

2013 Nissan Sentra SR

Bryan, OH

Fair PriceLimited · 15
$7,88895,789 mi

Market: $3,495 – $8,795

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Bryan, OH

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Bryan, OH

Unscored
$7,99574,546 mi

Comparison: 5 similar vehicles

Bryan, OH

2009 Pontiac Vibe AWD

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

2009 Pontiac Vibe AWD

Bryan, OH

UnscoredInsufficient · 4
$7,999112,755 mi

Comparison: 4 similar vehicles

Bryan, OH

2013 Hyundai Elantra GT Base

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

2013 Hyundai Elantra GT Base

Bryan, OH

Fair PriceLimited · 18
$8,99586,172 mi

Market: $3,500 – $10,374

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Bryan, OH

2007 Honda Civic EX

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

2007 Honda Civic EX

Bryan, OH

Unscored
$8,995136,520 mi

Comparison: 18 similar vehicles

Bryan, OH

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Bryan, OH

OverpricedModerate · 22
$8,995116,784 mi

Market: $3,900 – $8,990

Comparison: 22 similar vehicles

Bryan, OH

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Bryan, OH

Fair PriceModerate · 28
$8,99994,516 mi

Market: $4,000 – $11,995

Comparison: 28 similar vehicles

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

Bryan, OH

2009 Saturn VUE XE

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

2009 Saturn VUE XE

Bryan, OH

OverpricedLimited · 12
$8,99975,063 mi

Market: $2,600 – $8,500

Comparison: 12 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Bryan, OH

2008 Volkswagen New Beetle S

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

2008 Volkswagen New Beetle S

Bryan, OH

UnscoredInsufficient · 0
$9,00048,879 mi

Bryan, OH

2012 Nissan Maxima SV

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

2012 Nissan Maxima SV

Bryan, OH

Fair PriceLimited · 12
$9,500117,830 mi

Market: $3,550 – $10,495

Comparison: 12 similar vehicles

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

Bryan, OH

2014 Chevrolet Captiva Sport LT

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

2014 Chevrolet Captiva Sport LT

Bryan, OH

OverpricedModerate · 24
$9,99576,052 mi

Market: $1,900 – $7,995

Comparison: 24 similar vehicles

Priced ~25% above the typical market range for similar vehicles (based on current market benchmarks)

Bryan, OH

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Bryan, OH

UnscoredInsufficient · 0
$9,99539,382 mi

Bryan, OH

2010 Lexus IS 250

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

2010 Lexus IS 250

Bryan, OH

Unscored
$9,995121,138 mi

Comparison: 60 similar vehicles

Bryan, OH

2010 Jeep Wrangler Unlimited Sahara

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

2010 Jeep Wrangler Unlimited Sahara

Bryan, OH

Unscored
$10,028169,485 mi

Comparison: 38 similar vehicles

Bryan, OH

2010 Lincoln MKX Base

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

2010 Lincoln MKX Base

Bryan, OH

OverpricedModerate · 28
$10,995100,113 mi

Market: $4,299 – $9,995

Comparison: 28 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Bryan, OH

2010 Chevrolet Impala LTZ

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

2010 Chevrolet Impala LTZ

Bryan, OH

UnscoredInsufficient · 3
$10,99973,979 mi

Comparison: 3 similar vehicles

Bryan, OH

2015 Cadillac CTS Sedan Luxury Collection

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

2015 Cadillac CTS Sedan Luxury Collection

Bryan, OH

Fair PriceModerate · 23
$11,43198,546 mi

Market: $4,100 – $15,998

Comparison: 23 similar vehicles

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

Bryan, OH

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Bryan, OH

Unscored
$11,665130,860 mi

Comparison: 10 similar vehicles

Bryan, OH

2013 Chrysler Town & Country Touring-L

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

2013 Chrysler Town & Country Touring-L

Bryan, OH

UnscoredInsufficient · 4
$11,950110,819 mi

Comparison: 4 similar vehicles

Bryan, OH

2018 GMC Terrain SLT

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

2018 GMC Terrain SLT

Bryan, OH

UnscoredInsufficient · 4
$11,995112,000 mi

Comparison: 4 similar vehicles

Bryan, OH

2014 Kia Soul +

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

2014 Kia Soul +

Bryan, OH

Fair PriceModerate · 34
$11,99960,233 mi

Market: $2,587 – $14,099

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Bryan, OH

2018 Jeep Compass Altitude

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

2018 Jeep Compass Altitude

Bryan, OH

UnscoredInsufficient · 4
$12,50483,928 mi

Comparison: 4 similar vehicles

Bryan, OH

2019 Hyundai Sonata SE

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

2019 Hyundai Sonata SE

Bryan, OH

Fair PriceRobust · 121
$12,82576,275 mi

Market: $6,600 – $16,990

Comparison: 121 similar vehicles

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

Bryan, OH

2018 Jeep Compass Trailhawk

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

2018 Jeep Compass Trailhawk

Bryan, OH

Fair PriceRobust · 120
$13,27492,384 mi

Market: $6,995 – $18,095

Comparison: 120 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Bryan, OH

2018 Jeep Cherokee Latitude

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

2018 Jeep Cherokee Latitude

Bryan, OH

UnscoredInsufficient · 0
$13,89742,737 mi

Bryan, OH

2018 Hyundai Sonata Limited

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

2018 Hyundai Sonata Limited

Bryan, OH

Fair PriceModerate · 27
$13,99574,642 mi

Market: $9,613 – $19,095

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 371 days listed (based on current market benchmarks)

Bryan, OH

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Bryan, OH

Fair PriceRobust · 108
$13,99568,372 mi

Market: $2,752 – $14,995

Comparison: 108 similar vehicles

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

Bryan, OH

2015 Chrysler Town & Country Touring-L

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

2015 Chrysler Town & Country Touring-L

Bryan, OH

Unscored
$13,99591,976 mi

Comparison: 71 similar vehicles

Bryan, OH

2017 Dodge Journey Crossroad

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

2017 Dodge Journey Crossroad

Bryan, OH

Fair PriceModerate · 22
$13,99960,386 mi

Market: $6,000 – $19,789

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Bryan, OH

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Bryan, OH

Unscored
$14,319107,775 mi

Comparison: 5 similar vehicles

Bryan, OH

2015 Lincoln MKS Base

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

2015 Lincoln MKS Base

Bryan, OH

Fair PriceLimited · 16
$14,50869,472 mi

Market: $5,995 – $14,888

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Bryan, OH

2018 Ford Escape SE

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

2018 Ford Escape SE

Bryan, OH

Fair PriceLimited · 17
$14,53361,184 mi

Market: $8,558 – $14,997

Comparison: 17 similar vehicles

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

Bryan, OH

2018 Kia Optima EX

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

2018 Kia Optima EX

Bryan, OH

Fair PriceLimited · 16
$14,99566,788 mi

Market: $6,420 – $18,195

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Bryan, OH

2021 Nissan Murano SL

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

2021 Nissan Murano SL

Bryan, OH

Fair PriceRobust · 53
$15,314110,287 mi

Market: $13,995 – $22,443

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Bryan, OH

2016 Jeep Grand Cherokee Limited

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

2016 Jeep Grand Cherokee Limited

Bryan, OH

Fair PriceRobust · 180
$15,933108,591 mi

Market: $4,995 – $19,995

Comparison: 180 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 139 days listed (based on current market benchmarks)

Bryan, OH

2016 Chevrolet Express Cargo Work Van

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

2016 Chevrolet Express Cargo Work Van

Bryan, OH

Unscored
$15,995132,638 mi

Comparison: 62 similar vehicles

Bryan, OH

2012 Honda Pilot Touring

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

2012 Honda Pilot Touring

Bryan, OH

Fair PriceLimited · 17
$15,99599,389 mi

Market: $5,000 – $17,590

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Bryan, OH

2019 Mercedes-Benz GLA-Class GLA250

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

2019 Mercedes-Benz GLA-Class GLA250

Bryan, OH

Fair PriceModerate · 48
$16,81961,017 mi

Market: $10,500 – $18,990

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Bryan, OH

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Bryan, OH

Unscored
$16,99565,766 mi

Comparison: 5 similar vehicles

Bryan, OH

2016 Ford Transit Connect XL

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

2016 Ford Transit Connect XL

Bryan, OH

UnscoredInsufficient · 0
$16,99552,283 mi

Bryan, OH

2013 Jeep Wrangler Sport

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

2013 Jeep Wrangler Sport

Bryan, OH

OverpricedRobust · 96
$16,99568,441 mi

Market: $4,998 – $16,986

Comparison: 96 similar vehicles

Bryan, OH

2020 GMC Acadia SLE

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

2020 GMC Acadia SLE

Bryan, OH

Fair PriceRobust · 140
$17,23972,634 mi

Market: $9,800 – $24,535

Comparison: 140 similar vehicles

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

Bryan, OH

2018 Chevrolet Malibu 1FL

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

2018 Chevrolet Malibu 1FL

Bryan, OH

UnscoredInsufficient · 0
$17,99527,400 mi

Bryan, OH

2022 Ford Escape SE

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

2022 Ford Escape SE

Bryan, OH

Fair PriceModerate · 25
$18,03119,868 mi

Market: $14,495 – $24,535

Comparison: 25 similar vehicles

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

Bryan, OH

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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