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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 22, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

189 listings found

2004 Honda Accord EX

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

2004 Honda Accord EX

McAlester, OK

UnscoredInsufficient · 4
$2,419254,868 mi

Comparison: 4 similar vehicles

McAlester, OK

2004 Ford Taurus SES

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

2004 Ford Taurus SES

McAlester, OK

UnscoredInsufficient · 0
$2,469198,286 mi

McAlester, OK

2010 Ford Fusion Hybrid

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

2010 Ford Fusion Hybrid

McAlester, OK

Salvage title
$2,618201,000 mi

McAlester, OK

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

McAlester, OK

UnscoredLimited · 5
$2,619228,809 mi

Comparison: 5 similar vehicles

McAlester, OK

2004 Pontiac Grand Am SE

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

2004 Pontiac Grand Am SE

McAlester, OK

UnscoredInsufficient · 0
$2,869275,986 mi

McAlester, OK

2013 Kia Optima SX

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

2013 Kia Optima SX

McAlester, OK

UnscoredLimited · 6
$2,894224,698 mi

Comparison: 6 similar vehicles

McAlester, OK

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Denison, TX

UnscoredInsufficient · 0
$2,995139,839 mi

Denison, TX

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Denison, TX

UnscoredInsufficient · 0
$4,995141,600 mi

Denison, TX

2006 Dodge Charger SXT

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

2006 Dodge Charger SXT

Tishomingo, OK

UnscoredInsufficient · 0
$4,999176,750 mi

Tishomingo, OK

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

McAlester, OK

UnscoredLimited · 11
$5,995142,002 mi

Comparison: 11 similar vehicles

McAlester, OK

2015 Kia Forte LX

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

2015 Kia Forte LX

Denison, TX

UnscoredInsufficient · 4
$5,999201,156 mi

Comparison: 4 similar vehicles

Denison, TX

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Denison, TX

UnscoredLimited · 8
$6,224125,199 mi

Comparison: 8 similar vehicles

Denison, TX

2019 Ford Fiesta SE

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

2019 Ford Fiesta SE

Hugo, OK

UnscoredModerate · 21
$6,888136,996 mi

Comparison: 21 similar vehicles

Hugo, OK

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

McAlester, OK

UnscoredLimited · 7
$6,995229,461 mi

Comparison: 7 similar vehicles

McAlester, OK

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Denison, TX

UnscoredModerate · 36
$7,200130,113 mi

Comparison: 36 similar vehicles

Denison, TX

2016 Kia Optima EX

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

2016 Kia Optima EX

Denison, TX

UnscoredLimited · 12
$7,224155,449 mi

Comparison: 12 similar vehicles

Denison, TX

2016 Nissan Altima SL

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

2016 Nissan Altima SL

McAlester, OK

UnscoredModerate · 26
$7,500137,401 mi

Comparison: 26 similar vehicles

McAlester, OK

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Mcalester, OK

UnscoredLimited · 7
$7,995140,980 mi

Comparison: 7 similar vehicles

Mcalester, OK

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Antlers, OK

UnscoredModerate · 20
$8,100159,014 mi

Comparison: 20 similar vehicles

Antlers, OK

2016 Nissan Altima S

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

2016 Nissan Altima S

McAlester, OK

UnscoredModerate · 29
$8,500149,073 mi

Comparison: 29 similar vehicles

McAlester, OK

2018 Ford Fusion S

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

2018 Ford Fusion S

Ada, OK

UnscoredLimited · 18
$8,653132,310 mi

Comparison: 18 similar vehicles

Ada, OK

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Madill, OK

Fair PriceRobust · 64
$8,849102,460 mi

Market: $6,060 – $18,500

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Madill, OK

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Madill, OK

Fair PriceLimited · 16
$8,849108,000 mi

Market: $4,900 – $10,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Madill, OK

2019 Nissan Versa Sedan SV

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

2019 Nissan Versa Sedan SV

Mcalester, OK

Fair PriceLimited · 15
$8,99562,540 mi

Market: $5,900 – $10,990

Comparison: 15 similar vehicles

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

Mcalester, OK

2017 Ford Focus SE

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

2017 Ford Focus SE

Mcalester, OK

Fair PriceModerate · 41
$8,995115,988 mi

Market: $3,600 – $14,000

Comparison: 41 similar vehicles

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

Mcalester, OK

2015 Lincoln MKZ Base

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

2015 Lincoln MKZ Base

Mcalester, OK

UnscoredLimited · 8
$8,995143,351 mi

Comparison: 8 similar vehicles

Mcalester, OK

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Mcalester, OK

UnscoredLimited · 19
$8,995123,250 mi

Comparison: 19 similar vehicles

Mcalester, OK

2005 Lexus ES 330

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

2005 Lexus ES 330

McAlester, OK

UnscoredLimited · 14
$8,995242,472 mi

Comparison: 14 similar vehicles

McAlester, OK

2011 Chrysler 300 C

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

2011 Chrysler 300 C

McAlester, OK

UnscoredInsufficient · 0
$9,000146,467 mi

McAlester, OK

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Denison, TX

UnscoredRobust · 74
$9,224161,512 mi

Comparison: 74 similar vehicles

Denison, TX

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Antlers, OK

Fair PriceModerate · 34
$9,60085,288 mi

Market: $4,950 – $15,988

Comparison: 34 similar vehicles

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

Antlers, OK

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Ada, OK

UnscoredModerate · 28
$9,900142,526 mi

Comparison: 28 similar vehicles

Ada, OK

2014 Cadillac XTS Luxury Collection

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

2014 Cadillac XTS Luxury Collection

Mcalester, OK

UnscoredLimited · 5
$9,995150,264 mi

Comparison: 5 similar vehicles

Mcalester, OK

2009 Hyundai Genesis 3.8

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

2009 Hyundai Genesis 3.8

Denison, TX

UnscoredInsufficient · 0
$9,995142,096 mi

Denison, TX

2007 Lexus ES 350

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

2007 Lexus ES 350

McAlester, OK

UnscoredLimited · 13
$10,000127,232 mi

Comparison: 13 similar vehicles

McAlester, OK

2007 Lexus LS Base

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

2007 Lexus LS Base

McAlester, OK

UnscoredLimited · 14
$10,500147,397 mi

Comparison: 14 similar vehicles

McAlester, OK

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Mcalester, OK

UnscoredModerate · 34
$10,595176,697 mi

Comparison: 34 similar vehicles

Mcalester, OK

2019 Nissan Altima SR

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

2019 Nissan Altima SR

McAlester, OK

UnscoredModerate · 43
$10,995148,991 mi

Comparison: 43 similar vehicles

McAlester, OK

2019 Kia Optima LX

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

2019 Kia Optima LX

Mcalester, OK

UnscoredModerate · 31
$10,995152,426 mi

Comparison: 31 similar vehicles

Mcalester, OK

2017 Chevrolet Malibu Premier

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

2017 Chevrolet Malibu Premier

Mcalester, OK

UnscoredInsufficient · 3
$10,995124,034 mi

Comparison: 3 similar vehicles

Mcalester, OK

2017 Nissan Altima S

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

2017 Nissan Altima S

McAlester, OK

UnscoredModerate · 28
$10,995130,459 mi

Comparison: 28 similar vehicles

McAlester, OK

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

Mcalester, OK

UnscoredModerate · 37
$10,995178,045 mi

Comparison: 37 similar vehicles

Mcalester, OK

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

Madill, OK

Fair PriceLimited · 17
$11,44996,156 mi

Market: $8,499 – $16,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Madill, OK

2021 Hyundai Sonata Hybrid Blue

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

2021 Hyundai Sonata Hybrid Blue

Hugo, OK

UnscoredInsufficient · 0
$11,900116,207 mi

Hugo, OK

2013 Cadillac XTS Luxury Collection

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

2013 Cadillac XTS Luxury Collection

McAlester, OK

Fair PriceModerate · 20
$11,99591,538 mi

Market: $6,846 – $14,590

Comparison: 20 similar vehicles

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

McAlester, OK

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Denison, TX

Fair PriceRobust · 107
$12,129101,652 mi

Market: $5,995 – $21,995

Comparison: 107 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Denison, TX

2017 Jaguar XE Prestige

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

2017 Jaguar XE Prestige

Madill, OK

UnscoredInsufficient · 0
$12,24982,605 mi

Madill, OK

2017 Chrysler 300 C

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

2017 Chrysler 300 C

Mcalester, OK

UnscoredInsufficient · 0
$12,495127,932 mi

Mcalester, OK

2022 Kia FORTE LXS

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

2022 Kia FORTE LXS

Denison, TX

UnscoredModerate · 27
$12,995179,102 mi

Comparison: 27 similar vehicles

Denison, TX

2017 Hyundai Elantra Limited

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

2017 Hyundai Elantra Limited

Denison, TX

UnscoredLimited · 12
$12,995130,915 mi

Comparison: 12 similar vehicles

Denison, 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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