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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 21, 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

385 listings found

2008 Pontiac G6 1SV

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

2008 Pontiac G6 1SV

Benton, AR

UnscoredInsufficient · 0
$2,750166,571 mi

Benton, AR

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Bryant, AR

UnscoredInsufficient · 0
$2,999150,953 mi

Bryant, AR

2014 Chrysler 200 LX

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

2014 Chrysler 200 LX

Bryant, AR

UnscoredInsufficient · 0
$3,630170,467 mi

Bryant, AR

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Benton, AR

UnscoredLimited · 8
$4,795189,816 mi

Comparison: 8 similar vehicles

Benton, AR

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Benton, AR

UnscoredLimited · 8
$4,895155,408 mi

Comparison: 8 similar vehicles

Benton, AR

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Hope, AR

UnscoredInsufficient · 0
$4,975218,020 mi

Hope, AR

2011 Ford Taurus Limited

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

2011 Ford Taurus Limited

Benton, AR

UnscoredLimited · 19
$4,995174,355 mi

Comparison: 19 similar vehicles

Benton, AR

2011 Chevrolet Impala Police Sedan

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

2011 Chevrolet Impala Police Sedan

Hot Springs, AR

UnscoredInsufficient · 0
$4,999118,222 mi

Hot Springs, AR

2011 Honda Civic LX

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

2011 Honda Civic LX

Benton, AR

UnscoredInsufficient · 3
$5,495174,050 mi

Comparison: 3 similar vehicles

Benton, AR

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Hot Springs, AR

UnscoredModerate · 26
$5,499176,516 mi

Comparison: 26 similar vehicles

Hot Springs, AR

2019 Dodge Charger Police

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

2019 Dodge Charger Police

Benton, AR

UnscoredInsufficient · 0
$5,995159,266 mi

Benton, AR

2014 Buick Verano 1SD

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

2014 Buick Verano 1SD

Hot Springs, AR

UnscoredInsufficient · 0
$5,999159,961 mi

Hot Springs, AR

2013 Buick LaCrosse Leather

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

2013 Buick LaCrosse Leather

Nashville, AR

UnscoredLimited · 6
$6,125141,636 mi

Comparison: 6 similar vehicles

Nashville, AR

2005 Lexus GS 300

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

2005 Lexus GS 300

Hot Springs, AR

UnscoredInsufficient · 0
$6,500141,326 mi

Hot Springs, AR

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Bryant, AR

UnscoredLimited · 5
$6,580128,307 mi

Comparison: 5 similar vehicles

Bryant, AR

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Hot Springs, AR

UnscoredInsufficient · 3
$6,979113,972 mi

Comparison: 3 similar vehicles

Hot Springs, AR

2022 Nissan Sentra S

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

2022 Nissan Sentra S

Benton, AR

UnscoredLimited · 19
$6,995250,316 mi

Comparison: 19 similar vehicles

Benton, AR

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Hope, AR

UnscoredLimited · 8
$6,995133,649 mi

Comparison: 8 similar vehicles

Hope, AR

2012 Toyota Camry SE

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

2012 Toyota Camry SE

Benton, AR

UnscoredLimited · 8
$6,995231,756 mi

Comparison: 8 similar vehicles

Benton, AR

2012 Ford Taurus Limited

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

2012 Ford Taurus Limited

Hot Springs, AR

UnscoredInsufficient · 0
$7,127136,752 mi

Hot Springs, AR

2004 Lincoln Town Car Ultimate

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

2004 Lincoln Town Car Ultimate

Hot Springs, AR

UnscoredInsufficient · 0
$7,375192,926 mi

Hot Springs, AR

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Bryant, AR

UnscoredInsufficient · 0
$7,629154,893 mi

Bryant, AR

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Malvern, AR

UnscoredInsufficient · 4
$7,630152,660 mi

Comparison: 4 similar vehicles

Malvern, AR

1998 Lincoln Town Car CARTIER

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

1998 Lincoln Town Car CARTIER

Hot Springs, AR

UnscoredInsufficient · 0
$7,775117,423 mi

Hot Springs, AR

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

Camden, AR

UnscoredInsufficient · 3
$7,884156,646 mi

Comparison: 3 similar vehicles

Camden, AR

2012 Honda Accord LX-P

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

2012 Honda Accord LX-P

Bryant, AR

Salvage title
$8,110178,310 mi

Bryant, AR

2010 Honda Civic HYBRID

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

2010 Honda Civic HYBRID

Hot Springs, AR

UnscoredInsufficient · 0
$8,215168,138 mi

Hot Springs, AR

2016 Volkswagen Jetta SEL

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

2016 Volkswagen Jetta SEL

Hot Springs, AR

UnscoredInsufficient · 0
$8,250117,341 mi

Hot Springs, AR

2014 Dodge Charger SE

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

2014 Dodge Charger SE

Nashville, AR

UnscoredLimited · 8
$8,255122,486 mi

Comparison: 8 similar vehicles

Nashville, AR

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Hope, AR

UnscoredInsufficient · 0
$8,500130,176 mi

Hope, AR

2013 Toyota Avalon XLE

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

2013 Toyota Avalon XLE

Malvern, AR

UnscoredLimited · 5
$8,730185,396 mi

Comparison: 5 similar vehicles

Malvern, AR

2016 Toyota Corolla S Plus

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

2016 Toyota Corolla S Plus

Hot Springs, AR

UnscoredInsufficient · 0
$8,750171,795 mi

Hot Springs, AR

2013 Ford Focus SE

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

2013 Ford Focus SE

Hot Springs, AR

UnscoredLimited · 6
$8,769126,994 mi

Comparison: 6 similar vehicles

Hot Springs, AR

2009 Mercedes-Benz S-Class S550

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

2009 Mercedes-Benz S-Class S550

Hot Springs, AR

UnscoredInsufficient · 0
$8,800149,985 mi

Hot Springs, AR

2013 Lincoln MKZ Base

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

2013 Lincoln MKZ Base

Hot Springs, AR

UnscoredInsufficient · 0
$8,900130,080 mi

Hot Springs, AR

2012 Chrysler 300 Base

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

2012 Chrysler 300 Base

Hot Springs, AR

UnscoredInsufficient · 0
$8,90095,000 mi

Hot Springs, AR

2020 Subaru Legacy Sport

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

2020 Subaru Legacy Sport

Bryant, AR

UnscoredInsufficient · 0
$8,929202,638 mi

Bryant, AR

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Benton, AR

UnscoredLimited · 5
$8,995128,141 mi

Comparison: 5 similar vehicles

Benton, AR

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Hot Springs, AR

UnscoredInsufficient · 4
$9,400128,647 mi

Comparison: 4 similar vehicles

Hot Springs, AR

2013 Chrysler 300 C

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

2013 Chrysler 300 C

Camden, AR

UnscoredInsufficient · 0
$9,761142,877 mi

Camden, AR

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Hope, AR

UnscoredRobust · 55
$9,890137,378 mi

Comparison: 55 similar vehicles

Hope, AR

2013 Lincoln MKS Base

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

2013 Lincoln MKS Base

Hot Springs, AR

UnscoredInsufficient · 0
$9,900107,800 mi

Hot Springs, AR

2016 Kia Rio EX

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

2016 Kia Rio EX

Benton, AR

UnscoredInsufficient · 0
$9,995135,944 mi

Benton, AR

2020 Nissan Altima S

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

2020 Nissan Altima S

Camden, AR

UnscoredModerate · 30
$9,997155,490 mi

Comparison: 30 similar vehicles

Camden, AR

2015 Honda Civic EX

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

2015 Honda Civic EX

Hot Springs, AR

UnscoredInsufficient · 4
$9,999113,415 mi

Comparison: 4 similar vehicles

Hot Springs, AR

2015 Toyota Camry XSE

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

2015 Toyota Camry XSE

Hot Springs, AR

UnscoredInsufficient · 0
$9,999172,278 mi

Hot Springs, AR

2005 Lincoln Town Car Signature

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

2005 Lincoln Town Car Signature

Benton, AR

UnscoredInsufficient · 0
$10,079109,406 mi

Benton, AR

2011 Chrysler 300 Limited

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

2011 Chrysler 300 Limited

Bryant, AR

UnscoredLimited · 6
$10,129147,867 mi

Comparison: 6 similar vehicles

Bryant, AR

2009 Chevrolet Impala SS

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

2009 Chevrolet Impala SS

Bryant, AR

UnscoredInsufficient · 0
$10,129159,882 mi

Bryant, AR

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Hope, AR

Fair PriceLimited · 13
$10,33098,707 mi

Market: $3,750 – $14,495

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Hope, AR

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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