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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

16,454 listings found

2003 Lexus ES 300

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

2003 Lexus ES 300

Oakland, CA

UnscoredInsufficient · 0
$1,900287,004 mi

Oakland, 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
$1,950196,082 mi

Sacramento, CA

2000 Saturn L-Series Base

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

2000 Saturn L-Series Base

Stockton, CA

UnscoredInsufficient · 0
$2,200211,157 mi

Stockton, CA

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Livermore, CA

UnscoredInsufficient · 0
$2,395210,107 mi

Livermore, CA

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

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Alamo, CA

UnscoredInsufficient · 0
$2,495155,968 mi

Alamo, CA

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Sacramento, CA

UnscoredInsufficient · 0
$2,500217,788 mi

Sacramento, CA

2004 Mercedes-Benz C-Class C240

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

2004 Mercedes-Benz C-Class C240

Santa Rosa, CA

UnscoredInsufficient · 0
$2,500140,087 mi

Santa Rosa, CA

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Rio Linda, CA

UnscoredLimited · 6
$2,600200,000 mi

Comparison: 6 similar vehicles

Rio Linda, CA

2001 Mitsubishi Mirage ES

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

2001 Mitsubishi Mirage ES

Castro Valley, CA

UnscoredInsufficient · 0
$2,650123,478 mi

Castro Valley, CA

2017 Ford Fusion Hybrid SE

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

2017 Ford Fusion Hybrid SE

Santa Rosa, CA

UnscoredLimited · 13
$2,700191,199 mi

Comparison: 13 similar vehicles

Santa Rosa, 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

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
$2,800129,385 mi

Sacramento, CA

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Hayward, CA

UnscoredLimited · 9
$2,900269,094 mi

Comparison: 9 similar vehicles

Hayward, CA

2008 Honda Civic LX

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

2008 Honda Civic LX

Hayward, CA

UnscoredLimited · 12
$2,900315,362 mi

Comparison: 12 similar vehicles

Hayward, CA

2000 Honda Accord LX

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

2000 Honda Accord LX

Sacramento, CA

UnscoredInsufficient · 0
$2,900198,229 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 Toyota Corolla CE

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

2004 Toyota Corolla CE

Santa Rosa, CA

UnscoredInsufficient · 3
$2,955187,246 mi

Comparison: 3 similar vehicles

Santa Rosa, CA

2009 Volkswagen CC Luxury

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

2009 Volkswagen CC Luxury

San Rafael, CA

UnscoredInsufficient · 0
$2,977152,355 mi

San Rafael, CA

2009 Hyundai Elantra SE

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

2009 Hyundai Elantra SE

Alamo, CA

UnscoredInsufficient · 0
$2,995174,499 mi

Alamo, 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 Lincoln Continental Base

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

1999 Lincoln Continental Base

San Leandro, CA

UnscoredInsufficient · 0
$2,995108,000 mi

San Leandro, CA

2010 Dodge Avenger R/T

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

2010 Dodge Avenger R/T

Sacramento, CA

UnscoredInsufficient · 0
$2,999172,233 mi

Sacramento, CA

2009 Volkswagen Jetta S

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

2009 Volkswagen Jetta S

Santa Rosa, CA

UnscoredInsufficient · 4
$2,999163,427 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

1998 Toyota Avalon XL

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

1998 Toyota Avalon XL

Sacramento, CA

UnscoredInsufficient · 0
$2,999230,776 mi

Sacramento, CA

2017 Toyota Mirai

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

2017 Toyota Mirai

Santa Rosa, CA

UnscoredInsufficient · 0
$3,00058,505 mi

Santa Rosa, CA

2008 Nissan Altima S

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

2008 Nissan Altima S

El Cerrito, CA

UnscoredInsufficient · 4
$3,080159,265 mi

Comparison: 4 similar vehicles

El Cerrito, 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

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

2003 Toyota Camry LE V6

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

2003 Toyota Camry LE V6

Santa Rosa, CA

UnscoredInsufficient · 0
$3,150218,555 mi

Santa Rosa, 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

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

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

2003 Honda Accord EX

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

2003 Honda Accord EX

Santa Rosa, CA

UnscoredInsufficient · 0
$3,300229,240 mi

Santa Rosa, CA

2004 Honda Accord EX

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

2004 Honda Accord EX

San Rafael, CA

UnscoredLimited · 7
$3,319213,967 mi

Comparison: 7 similar vehicles

San Rafael, CA

2009 Volvo S60 2.5T

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

2009 Volvo S60 2.5T

Sacramento, CA

UnscoredInsufficient · 0
$3,395185,478 mi

Sacramento, CA

2005 Pontiac Grand Am SE

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

2005 Pontiac Grand Am SE

Lodi, CA

UnscoredInsufficient · 0
$3,495178,911 mi

Lodi, CA

2001 Lexus ES 300

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

2001 Lexus ES 300

Sacramento, CA

UnscoredInsufficient · 0
$3,495190,421 mi

Sacramento, CA

2007 Chrysler 300 Base

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

2007 Chrysler 300 Base

Sacramento, CA

UnscoredInsufficient · 0
$3,499153,157 mi

Sacramento, CA

2006 Chrysler Sebring Base

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

2006 Chrysler Sebring Base

Hayward, CA

UnscoredInsufficient · 0
$3,499151,076 mi

Hayward, CA

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Richmond, CA

UnscoredInsufficient · 4
$3,500146,161 mi

Comparison: 4 similar vehicles

Richmond, CA

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Sacramento, CA

UnscoredLimited · 5
$3,500161,654 mi

Comparison: 5 similar vehicles

Sacramento, CA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Sacramento, CA

UnscoredInsufficient · 3
$3,500137,133 mi

Comparison: 3 similar vehicles

Sacramento, CA

2008 BMW 5 Series 528i

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

2008 BMW 5 Series 528i

Sacramento, CA

UnscoredInsufficient · 3
$3,500175,425 mi

Comparison: 3 similar vehicles

Sacramento, CA

2003 Mitsubishi Lancer ES

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

2003 Mitsubishi Lancer ES

Hayward, CA

UnscoredInsufficient · 0
$3,500147,000 mi

Hayward, CA

2002 Lexus ES 300

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

2002 Lexus ES 300

Santa Rosa, CA

UnscoredLimited · 10
$3,500185,902 mi

Comparison: 10 similar vehicles

Santa Rosa, CA

2000 Volvo S70 GLT

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

2000 Volvo S70 GLT

Fairfield, CA

UnscoredInsufficient · 0
$3,500139,730 mi

Fairfield, CA

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Santa Rosa, CA

UnscoredInsufficient · 0
$3,555195,897 mi

Santa Rosa, CA

2010 Dodge Avenger SXT

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

2010 Dodge Avenger SXT

Rio Linda, CA

UnscoredInsufficient · 0
$3,60097,000 mi

Rio Linda, CA

2002 Honda Accord VP

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

2002 Honda Accord VP

Sacramento, CA

UnscoredInsufficient · 0
$3,600200,915 mi

Sacramento, CA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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