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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

45,555 listings found

2004 Toyota Camry LE V6

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

2004 Toyota Camry LE V6

Sacramento, CA

Salvage title
$2,450175,000 mi

Sacramento, CA

1998 Toyota Avalon XLS

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

1998 Toyota Avalon XLS

Roseville, CA

UnscoredInsufficient · 0
$2,450258,866 mi

Roseville, CA

2003 Saturn ION Base

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

2003 Saturn ION Base

Sacramento, CA

UnscoredInsufficient · 0
$2,500237,793 mi

Sacramento, CA

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Sacramento, CA

UnscoredInsufficient · 0
$2,500176,971 mi

Sacramento, CA

1999 Toyota Camry CE

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

1999 Toyota Camry CE

Stockton, CA

UnscoredInsufficient · 0
$2,500198,593 mi

Stockton, CA

2001 Toyota Corolla S

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

2001 Toyota Corolla S

Roseville, CA

UnscoredInsufficient · 3
$2,650268,910 mi

Comparison: 3 similar vehicles

Roseville, CA

2002 Chevrolet Cavalier Base

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

2002 Chevrolet Cavalier Base

Sacramento, CA

UnscoredInsufficient · 0
$2,660196,082 mi

Sacramento, CA

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Sacramento, CA

UnscoredInsufficient · 3
$2,795170,880 mi

Comparison: 3 similar vehicles

Sacramento, CA

1999 Mercedes-Benz E-Class Base

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

1999 Mercedes-Benz E-Class Base

Sacramento, CA

UnscoredInsufficient · 0
$2,795194,475 mi

Sacramento, CA

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Rio Linda, CA

UnscoredLimited · 6
$2,800200,000 mi

Comparison: 6 similar vehicles

Rio Linda, CA

2007 Kia Sportage EX

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

2007 Kia Sportage EX

Roseville, CA

UnscoredInsufficient · 0
$2,800196,896 mi

Roseville, CA

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Sacramento, CA

UnscoredInsufficient · 0
$2,800245,996 mi

Sacramento, CA

2003 BMW 3 Series 325

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

2003 BMW 3 Series 325

Roseville, CA

UnscoredInsufficient · 0
$2,800234,251 mi

Roseville, CA

2003 Mercedes-Benz C-Class C240

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

2003 Mercedes-Benz C-Class C240

Rancho Cordova, CA

UnscoredInsufficient · 0
$2,895228,459 mi

Rancho Cordova, CA

2002 Jeep Grand Cherokee LIMITED

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

2002 Jeep Grand Cherokee LIMITED

Sacramento, CA

UnscoredInsufficient · 0
$2,895184,633 mi

Sacramento, CA

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Rio Linda, CA

UnscoredInsufficient · 3
$2,900194,039 mi

Comparison: 3 similar vehicles

Rio Linda, CA

2009 Ford Flex LIMITED

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

2009 Ford Flex LIMITED

Rio Linda, CA

UnscoredInsufficient · 0
$2,900200,000 mi

Rio Linda, CA

2004 Mercedes-Benz E-Class E320

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

2004 Mercedes-Benz E-Class E320

Rio Linda, CA

UnscoredInsufficient · 4
$2,900192,000 mi

Comparison: 4 similar vehicles

Rio Linda, CA

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Sacramento, CA

UnscoredInsufficient · 0
$2,900334,834 mi

Sacramento, CA

1998 Chevrolet Lumina Base

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

1998 Chevrolet Lumina Base

Lodi, CA

UnscoredInsufficient · 0
$2,900148,050 mi

Lodi, CA

2004 Mercedes-Benz E-Class E320

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

2004 Mercedes-Benz E-Class E320

Sacramento, CA

UnscoredInsufficient · 4
$2,950118,022 mi

Comparison: 4 similar vehicles

Sacramento, CA

2008 Chrysler PT Cruiser Touring Edition

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

2008 Chrysler PT Cruiser Touring Edition

Roseville, CA

UnscoredInsufficient · 0
$2,995103,832 mi

Roseville, CA

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Roseville, CA

UnscoredInsufficient · 0
$2,995174,112 mi

Roseville, CA

2006 MINI Cooper Base

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

2006 MINI Cooper Base

Woodland, CA

UnscoredInsufficient · 0
$2,995191,450 mi

Woodland, CA

2003 Dodge Caravan SE

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

2003 Dodge Caravan SE

Roseville, CA

UnscoredInsufficient · 0
$2,995176,130 mi

Roseville, CA

2002 Mazda MPV LX

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

2002 Mazda MPV LX

Roseville, CA

UnscoredInsufficient · 0
$2,995196,389 mi

Roseville, CA

2000 Mercedes-Benz E-Class E320 Sedan

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

2000 Mercedes-Benz E-Class E320 Sedan

Sacramento, CA

UnscoredInsufficient · 0
$2,995140,733 mi

Sacramento, CA

1999 Ford Crown Victoria Base

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

1999 Ford Crown Victoria Base

Roseville, CA

UnscoredInsufficient · 0
$2,995183,767 mi

Roseville, CA

1999 Mercury Mountaineer Base

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

1999 Mercury Mountaineer Base

Roseville, CA

UnscoredInsufficient · 0
$2,995217,003 mi

Roseville, CA

1998 Ford Expedition EDDIE BAUER

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

1998 Ford Expedition EDDIE BAUER

Roseville, CA

UnscoredInsufficient · 0
$2,995157,151 mi

Roseville, CA

2013 Kia Rio 5-Door LX

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

2013 Kia Rio 5-Door LX

Sacramento, CA

UnscoredInsufficient · 0
$2,999163,801 mi

Sacramento, CA

2007 Chevrolet Aveo5 LS

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

2007 Chevrolet Aveo5 LS

Sacramento, CA

UnscoredInsufficient · 0
$2,999123,495 mi

Sacramento, CA

2016 FIAT 500X Easy

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

2016 FIAT 500X Easy

Roseville, CA

UnscoredInsufficient · 4
$3,000173,555 mi

Comparison: 4 similar vehicles

Roseville, CA

2010 Nissan Altima S

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

2010 Nissan Altima S

Roseville, CA

UnscoredLimited · 6
$3,000146,007 mi

Comparison: 6 similar vehicles

Roseville, CA

1997 Honda Accord LX

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

1997 Honda Accord LX

Sacramento, CA

UnscoredInsufficient · 0
$3,000129,385 mi

Sacramento, CA

2000 Chevrolet Impala Base

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

2000 Chevrolet Impala Base

West Sacramento, CA

UnscoredInsufficient · 0
$3,082102,091 mi

West Sacramento, CA

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Sacramento, CA

UnscoredInsufficient · 0
$3,119208,000 mi

Sacramento, CA

2000 INFINITI I30 LUXURY

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

2000 INFINITI I30 LUXURY

Sacramento, CA

UnscoredInsufficient · 0
$3,119203,200 mi

Sacramento, CA

1997 Volvo 850

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

1997 Volvo 850

Sacramento, CA

UnscoredInsufficient · 0
$3,119165,300 mi

Sacramento, CA

2012 Ford Focus Electric

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

2012 Ford Focus Electric

Sacramento, CA

UnscoredInsufficient · 0
$3,20094,442 mi

Sacramento, CA

2010 Ford Escape Hybrid

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

2010 Ford Escape Hybrid

Rio Linda, CA

UnscoredInsufficient · 0
$3,200200,000 mi

Rio Linda, CA

2009 Nissan Versa S

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

2009 Nissan Versa S

Rio Linda, CA

UnscoredInsufficient · 3
$3,200130,000 mi

Comparison: 3 similar vehicles

Rio Linda, CA

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Rio Linda, CA

UnscoredInsufficient · 0
$3,200150,000 mi

Rio Linda, CA

2005 Honda Element EX

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

2005 Honda Element EX

Rio Linda, CA

UnscoredInsufficient · 0
$3,200200,000 mi

Rio Linda, CA

2004 Buick Century Base

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

2004 Buick Century Base

Sacramento, CA

UnscoredInsufficient · 0
$3,200133,222 mi

Sacramento, CA

2002 Volkswagen Golf GLS

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

2002 Volkswagen Golf GLS

Sacramento, CA

UnscoredInsufficient · 0
$3,200208,770 mi

Sacramento, CA

2008 Mercedes-Benz E-Class E320 BLUETEC

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

2008 Mercedes-Benz E-Class E320 BLUETEC

Sacramento, CA

UnscoredInsufficient · 0
$3,295307,223 mi

Sacramento, CA

2004 Mercedes-Benz M-Class ML500

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

2004 Mercedes-Benz M-Class ML500

Sacramento, CA

UnscoredInsufficient · 0
$3,295159,705 mi

Sacramento, CA

2013 Ford Escape SE

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

2013 Ford Escape SE

Roseville, CA

UnscoredInsufficient · 4
$3,300215,915 mi

Comparison: 4 similar vehicles

Roseville, CA

2009 Dodge Caliber SE

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

2009 Dodge Caliber SE

Roseville, CA

UnscoredInsufficient · 0
$3,300112,196 mi

Roseville, CA

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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