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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

416 listings found

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Wills Point, TX

UnscoredLimited · 6
$2,500186,368 mi

Comparison: 6 similar vehicles

Wills Point, TX

2005 Mercury Sable LS

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

2005 Mercury Sable LS

Rockwall, TX

UnscoredInsufficient · 0
$3,000Mileage not verified

Rockwall, TX

2004 BMW 5 Series 525i

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

2004 BMW 5 Series 525i

Terrell, TX

UnscoredInsufficient · 0
$3,000184,823 mi

Terrell, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Greenville, TX

UnscoredLimited · 5
$3,500108,924 mi

Comparison: 5 similar vehicles

Greenville, TX

2015 Kia Forte LX

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

2015 Kia Forte LX

Greenville, TX

UnscoredLimited · 10
$3,500166,217 mi

Comparison: 10 similar vehicles

Greenville, TX

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Greenville, TX

UnscoredLimited · 8
$3,500179,027 mi

Comparison: 8 similar vehicles

Greenville, TX

2019 Mitsubishi Mirage G4 ES

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

2019 Mitsubishi Mirage G4 ES

Greenville, TX

UnscoredLimited · 9
$3,800152,763 mi

Comparison: 9 similar vehicles

Greenville, TX

2003 Volkswagen Passat GLS

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

2003 Volkswagen Passat GLS

Terrell, TX

UnscoredInsufficient · 0
$3,995136,842 mi

Terrell, TX

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Commerce, TX

UnscoredLimited · 17
$3,999261,596 mi

Comparison: 17 similar vehicles

Commerce, TX

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Greenville, TX

UnscoredLimited · 7
$4,90099,653 mi

Comparison: 7 similar vehicles

Greenville, TX

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Mineola, TX

UnscoredInsufficient · 0
$4,950178,947 mi

Mineola, TX

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Commerce, TX

UnscoredModerate · 40
$4,999141,532 mi

Comparison: 40 similar vehicles

Commerce, TX

2018 Ford Fiesta SE

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

2018 Ford Fiesta SE

Commerce, TX

UnscoredLimited · 8
$5,000107,001 mi

Comparison: 8 similar vehicles

Commerce, TX

2016 Nissan Altima S

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

2016 Nissan Altima S

Big Sandy, TX

UnscoredModerate · 25
$5,500180,036 mi

Comparison: 25 similar vehicles

Big Sandy, TX

2009 BMW 7 Series 750i

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

2009 BMW 7 Series 750i

Greenville, TX

UnscoredInsufficient · 0
$5,900102,834 mi

Greenville, TX

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Commerce, TX

UnscoredModerate · 25
$5,999167,695 mi

Comparison: 25 similar vehicles

Commerce, TX

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Clarksville, TX

UnscoredInsufficient · 0
$5,999127,917 mi

Clarksville, TX

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Mount Pleasant, TX

UnscoredLimited · 13
$6,219128,530 mi

Comparison: 13 similar vehicles

Mount Pleasant, TX

2019 Chevrolet Cruze LT

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

2019 Chevrolet Cruze LT

Wills Point, TX

UnscoredInsufficient · 3
$6,250125,785 mi

Comparison: 3 similar vehicles

Wills Point, TX

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Greenville, TX

UnscoredLimited · 11
$6,400126,670 mi

Comparison: 11 similar vehicles

Greenville, TX

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Big Sandy, TX

Fair PriceLimited · 12
$6,50084,794 mi

Market: $2,995 – $8,900

Comparison: 12 similar vehicles

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

Big Sandy, TX

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Greenville, TX

UnscoredInsufficient · 3
$6,720130,521 mi

Comparison: 3 similar vehicles

Greenville, TX

2013 Toyota Corolla S

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

2013 Toyota Corolla S

Grand Saline, TX

UnscoredLimited · 8
$6,995168,387 mi

Comparison: 8 similar vehicles

Grand Saline, TX

2008 Toyota Avalon XL

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

2008 Toyota Avalon XL

Bonham, TX

UnscoredInsufficient · 3
$6,999174,778 mi

Comparison: 3 similar vehicles

Bonham, TX

2015 Chevrolet Impala 2LZ

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

2015 Chevrolet Impala 2LZ

Big Sandy, TX

UnscoredLimited · 5
$7,000186,995 mi

Comparison: 5 similar vehicles

Big Sandy, TX

2012 Ford Fusion Sport

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

2012 Ford Fusion Sport

Terrell, TX

UnscoredLimited · 7
$7,000148,308 mi

Comparison: 7 similar vehicles

Terrell, TX

2013 Buick Verano 1SL

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

2013 Buick Verano 1SL

Sulphur Springs, TX

UnscoredInsufficient · 0
$7,045126,443 mi

Sulphur Springs, TX

2018 Ford Focus S

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

2018 Ford Focus S

Commerce, TX

UnscoredInsufficient · 3
$7,35780,262 mi

Comparison: 3 similar vehicles

Commerce, TX

2015 Dodge Charger SE

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

2015 Dodge Charger SE

Royse City, TX

UnscoredLimited · 13
$7,500223,897 mi

Comparison: 13 similar vehicles

Royse City, TX

2021 Kia Rio S

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

2021 Kia Rio S

Mineola, TX

UnscoredInsufficient · 4
$7,550174,981 mi

Comparison: 4 similar vehicles

Mineola, TX

2017 INFINITI Q50 Signature Edition

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

2017 INFINITI Q50 Signature Edition

Greenville, TX

Salvage title
$7,900148,934 mi

Greenville, TX

2015 Kia Optima LX

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

2015 Kia Optima LX

Caddo Mills, TX

UnscoredInsufficient · 4
$7,950175,457 mi

Comparison: 4 similar vehicles

Caddo Mills, TX

2016 Nissan Altima SL

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

2016 Nissan Altima SL

Grand Saline, TX

UnscoredModerate · 22
$7,995150,599 mi

Comparison: 22 similar vehicles

Grand Saline, TX

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Commerce, TX

Fair PriceLimited · 17
$7,995Mileage not verified

Market: $3,499 – $10,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Commerce, TX

2006 Mercury Grand Marquis LS

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

2006 Mercury Grand Marquis LS

Mineola, TX

UnscoredInsufficient · 0
$8,399117,822 mi

Mineola, TX

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Greenville, TX

UnscoredLimited · 5
$8,495174,187 mi

Comparison: 5 similar vehicles

Greenville, TX

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Caddo Mills, TX

UnscoredModerate · 21
$8,550176,143 mi

Comparison: 21 similar vehicles

Caddo Mills, TX

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Rockwall, TX

UnscoredLimited · 8
$8,900Mileage not verified

Comparison: 8 similar vehicles

Rockwall, TX

2015 Kia Forte LX

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

2015 Kia Forte LX

Caddo Mills, TX

UnscoredLimited · 10
$8,950154,150 mi

Comparison: 10 similar vehicles

Caddo Mills, TX

2015 Cadillac XTS Luxury Collection

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

2015 Cadillac XTS Luxury Collection

Bonham, TX

UnscoredInsufficient · 4
$8,999143,379 mi

Comparison: 4 similar vehicles

Bonham, TX

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Paris, TX

UnscoredRobust · 107
$9,020169,499 mi

Comparison: 107 similar vehicles

Paris, TX

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Paris, TX

UnscoredRobust · 115
$9,219161,752 mi

Comparison: 115 similar vehicles

Paris, TX

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Paris, TX

UnscoredModerate · 31
$9,504133,051 mi

Comparison: 31 similar vehicles

Paris, TX

2018 Chevrolet Malibu 1LS

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

2018 Chevrolet Malibu 1LS

Greenville, TX

UnscoredModerate · 33
$9,559120,168 mi

Comparison: 33 similar vehicles

Greenville, TX

2016 Nissan Altima S

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

2016 Nissan Altima S

Greenville, TX

Fair PriceModerate · 36
$9,79561,141 mi

Market: $4,500 – $12,999

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Greenville, TX

2018 Dodge Charger SXT

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

2018 Dodge Charger SXT

Caddo Mills, TX

UnscoredLimited · 9
$9,800107,500 mi

Comparison: 9 similar vehicles

Caddo Mills, TX

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Paris, TX

Fair PriceRobust · 50
$9,863105,792 mi

Market: $3,750 – $18,998

Comparison: 50 similar vehicles

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

Paris, TX

2014 Lincoln MKZ Base

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

2014 Lincoln MKZ Base

Terrell, TX

Fair PriceLimited · 10
$9,981109,282 mi

Market: $7,550 – $10,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Terrell, TX

2009 Acura TL Technology Package

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

2009 Acura TL Technology Package

Terrell, TX

UnscoredInsufficient · 0
$9,981108,233 mi

Terrell, TX

2016 Cadillac CTS Sedan Standard

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

2016 Cadillac CTS Sedan Standard

Greenville, TX

UnscoredInsufficient · 0
$9,995163,526 mi

Greenville, 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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