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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

222 listings found

1999 Mazda Protege DX

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

1999 Mazda Protege DX

Cottonwood, AZ

UnscoredInsufficient · 0
$1,900211,717 mi

Cottonwood, AZ

2007 Mercury Milan Base

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

2007 Mercury Milan Base

Cottonwood, AZ

UnscoredInsufficient · 0
$2,900201,312 mi

Cottonwood, AZ

2007 Kia Rio LX

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

2007 Kia Rio LX

Prescott, AZ

UnscoredInsufficient · 3
$3,349208,408 mi

Comparison: 3 similar vehicles

Prescott, AZ

2011 Chevrolet Aveo 1LT

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

2011 Chevrolet Aveo 1LT

Cottonwood, AZ

UnscoredInsufficient · 0
$3,500128,177 mi

Cottonwood, AZ

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Cottonwood, AZ

UnscoredLimited · 8
$5,900170,588 mi

Comparison: 8 similar vehicles

Cottonwood, AZ

2020 Mitsubishi Mirage G4 ES

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

2020 Mitsubishi Mirage G4 ES

Cottonwood, AZ

UnscoredLimited · 5
$6,900144,329 mi

Comparison: 5 similar vehicles

Cottonwood, AZ

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Black Canyon City, AZ

UnscoredInsufficient · 0
$6,995121,632 mi

Black Canyon City, AZ

No Photo

2016 Hyundai Sonata SE

Cottonwood, AZ

UnscoredModerate · 25
$8,888147,018 mi

Comparison: 25 similar vehicles

Cottonwood, AZ

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Cottonwood, AZ

UnscoredLimited · 8
$8,90081,405 mi

Comparison: 8 similar vehicles

Cottonwood, AZ

2015 Toyota Corolla S

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

2015 Toyota Corolla S

Cottonwood, AZ

UnscoredInsufficient · 0
$8,900195,748 mi

Cottonwood, AZ

2010 Cadillac DTS Base

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

2010 Cadillac DTS Base

Prescott, AZ

UnscoredInsufficient · 0
$8,995113,830 mi

Prescott, AZ

2016 Hyundai Elantra Value Edition

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

2016 Hyundai Elantra Value Edition

Prescott, AZ

UnscoredLimited · 9
$9,286133,274 mi

Comparison: 9 similar vehicles

Prescott, AZ

2017 Audi A4 Premium

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

2017 Audi A4 Premium

Prescott, AZ

UnscoredModerate · 21
$9,700126,220 mi

Comparison: 21 similar vehicles

Prescott, AZ

2000 INFINITI I30 LUXURY

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

2000 INFINITI I30 LUXURY

Prescott Valley, AZ

UnscoredInsufficient · 0
$9,994173,000 mi

Prescott Valley, AZ

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Cottonwood, AZ

OverpricedModerate · 27
$10,09898,984 mi

Market: $3,999 – $8,995

Comparison: 27 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Cottonwood, AZ

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Prescott Valley, AZ

UnscoredLimited · 5
$10,199114,713 mi

Comparison: 5 similar vehicles

Prescott Valley, AZ

2016 Toyota Camry Special Edition

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

2016 Toyota Camry Special Edition

Prescott, AZ

UnscoredLimited · 14
$10,249166,227 mi

Comparison: 14 similar vehicles

Prescott, AZ

2020 Subaru Legacy Base

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

2020 Subaru Legacy Base

Prescott, AZ

UnscoredInsufficient · 0
$10,486188,386 mi

Prescott, AZ

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Prescott, AZ

Fair PriceLimited · 10
$10,48777,780 mi

Market: $6,500 – $12,995

Comparison: 10 similar vehicles

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

Prescott, AZ

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Prescott, AZ

Fair PriceModerate · 44
$10,696119,302 mi

Market: $5,500 – $14,795

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Prescott, AZ

2018 Subaru Legacy Sport

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

2018 Subaru Legacy Sport

Black Canyon City, AZ

UnscoredInsufficient · 0
$10,995103,706 mi

Black Canyon City, AZ

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Prescott, AZ

Fair PriceModerate · 33
$11,20099,256 mi

Market: $5,900 – $15,495

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Prescott, AZ

2017 Toyota Camry LE

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

2017 Toyota Camry LE

Prescott, AZ

UnscoredInsufficient · 3
$11,450167,919 mi

Comparison: 3 similar vehicles

Prescott, AZ

2011 Honda Accord SE

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

2011 Honda Accord SE

Cottonwood, AZ

UnscoredInsufficient · 0
$11,688146,925 mi

Cottonwood, AZ

No Photo

2017 BMW 3 Series 320i

Cottonwood, AZ

UnscoredLimited · 6
$11,88896,206 mi

Comparison: 6 similar vehicles

Cottonwood, AZ

2014 Audi A4 Premium

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

2014 Audi A4 Premium

Cottonwood, AZ

Fair PriceLimited · 15
$11,888114,223 mi

Market: $4,000 – $12,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Cottonwood, AZ

2013 Honda Civic EX-L

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

2013 Honda Civic EX-L

Cottonwood, AZ

UnscoredInsufficient · 0
$11,995112,361 mi

Cottonwood, AZ

2008 Toyota Camry SE

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

2008 Toyota Camry SE

Cottonwood, AZ

UnscoredInsufficient · 0
$11,995151,152 mi

Cottonwood, AZ

2020 Kia Optima LX

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

2020 Kia Optima LX

Prescott Valley, AZ

Fair PriceModerate · 22
$12,59990,387 mi

Market: $8,995 – $15,995

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Prescott Valley, AZ

2011 Mercedes-Benz E-Class E550 Luxury

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

2011 Mercedes-Benz E-Class E550 Luxury

Cottonwood, AZ

UnscoredInsufficient · 0
$12,688100,233 mi

Cottonwood, AZ

2008 Dodge Charger SRT8

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

2008 Dodge Charger SRT8

Prescott, AZ

UnscoredInsufficient · 0
$12,802138,998 mi

Prescott, AZ

2018 Toyota Camry XLE

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

2018 Toyota Camry XLE

Camp Verde, AZ

UnscoredLimited · 8
$12,843160,408 mi

Comparison: 8 similar vehicles

Camp Verde, AZ

2015 Jaguar XF Portfolio

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

2015 Jaguar XF Portfolio

Cottonwood, AZ

UnscoredInsufficient · 0
$12,88884,226 mi

Cottonwood, AZ

2014 Mercedes-Benz CLA-Class CLA250

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

2014 Mercedes-Benz CLA-Class CLA250

Cottonwood, AZ

UnscoredLimited · 8
$12,88892,249 mi

Comparison: 8 similar vehicles

Cottonwood, AZ

2016 Hyundai Sonata Sport

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

2016 Hyundai Sonata Sport

Prescott Valley, AZ

UnscoredLimited · 6
$12,98884,868 mi

Comparison: 6 similar vehicles

Prescott Valley, AZ

2014 Mercedes-Benz CLA-Class CLA250

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

2014 Mercedes-Benz CLA-Class CLA250

Prescott Valley, AZ

UnscoredLimited · 8
$13,19987,592 mi

Comparison: 8 similar vehicles

Prescott Valley, AZ

2013 INFINITI M 37

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

2013 INFINITI M 37

Cottonwood, AZ

UnscoredInsufficient · 0
$13,688111,301 mi

Cottonwood, AZ

2017 Toyota Corolla LE

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

2017 Toyota Corolla LE

Prescott, AZ

UnscoredLimited · 16
$14,217123,572 mi

Comparison: 16 similar vehicles

Prescott, AZ

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Wickenburg, AZ

Fair PriceRobust · 123
$14,50195,367 mi

Market: $9,995 – $22,997

Comparison: 123 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Wickenburg, AZ

2015 BMW 5 Series 528i

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

2015 BMW 5 Series 528i

Cottonwood, AZ

UnscoredLimited · 9
$14,68888,938 mi

Comparison: 9 similar vehicles

Cottonwood, AZ

2016 Chevrolet Malibu Hybrid

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

2016 Chevrolet Malibu Hybrid

Prescott, AZ

UnscoredInsufficient · 0
$15,04980,621 mi

Prescott, AZ

2020 Nissan Altima S

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

2020 Nissan Altima S

Wickenburg, AZ

Fair PriceModerate · 27
$15,39073,011 mi

Market: $8,900 – $18,995

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Wickenburg, AZ

2023 Nissan Altima S

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

2023 Nissan Altima S

Prescott, AZ

Fair PriceModerate · 26
$15,58472,565 mi

Market: $7,900 – $21,795

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Prescott, AZ

2017 Toyota Camry SE

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

2017 Toyota Camry SE

Cottonwood, AZ

UnscoredModerate · 35
$15,995128,883 mi

Comparison: 35 similar vehicles

Cottonwood, AZ

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Cottonwood, AZ

Fair PriceLimited · 12
$15,99598,002 mi

Market: $6,000 – $16,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Cottonwood, AZ

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Prescott, AZ

Fair PriceLimited · 14
$15,99958,751 mi

Market: $14,589 – $23,995

Comparison: 14 similar vehicles

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

Prescott, AZ

2017 Toyota Camry LE

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

2017 Toyota Camry LE

Prescott, AZ

UnscoredInsufficient · 3
$16,069100,236 mi

Comparison: 3 similar vehicles

Prescott, AZ

2015 Toyota Camry LE

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

2015 Toyota Camry LE

Cottonwood, AZ

Fair PriceLimited · 15
$16,26074,204 mi

Market: $7,495 – $18,998

Comparison: 15 similar vehicles

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

Cottonwood, AZ

2016 Lexus ES 350

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

2016 Lexus ES 350

Cottonwood, AZ

UnscoredLimited · 5
$16,688141,994 mi

Comparison: 5 similar vehicles

Cottonwood, AZ

2024 Nissan Altima S

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

2024 Nissan Altima S

Prescott, AZ

UnscoredInsufficient · 4
$16,70049,081 mi

Comparison: 4 similar vehicles

Prescott, AZ

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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