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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

50,000+ listings found(add a location or filter to narrow results)

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Riverside, CA

UnscoredInsufficient · 3
$2,500239,101 mi

Comparison: 3 similar vehicles

Riverside, CA

1999 Toyota Corolla VE

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

1999 Toyota Corolla VE

San Bernardino, CA

UnscoredInsufficient · 0
$2,500Mileage not verified

San Bernardino, CA

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Riverside, CA

UnscoredInsufficient · 3
$2,700207,185 mi

Comparison: 3 similar vehicles

Riverside, CA

2004 Mercury Monterey Convenience

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

2004 Mercury Monterey Convenience

Bloomington, CA

UnscoredInsufficient · 0
$2,950126,125 mi

Bloomington, CA

2015 Chevrolet Sonic LS

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

2015 Chevrolet Sonic LS

Victorville, CA

UnscoredInsufficient · 3
$2,975149,962 mi

Comparison: 3 similar vehicles

Victorville, CA

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Victorville, CA

UnscoredLimited · 12
$2,975181,520 mi

Comparison: 12 similar vehicles

Victorville, CA

2008 Dodge Caliber SE

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

2008 Dodge Caliber SE

Bloomington, CA

UnscoredInsufficient · 0
$2,975Mileage not verified

Bloomington, CA

No Photo

2002 Honda CR-V LX

Bloomington, CA

UnscoredInsufficient · 0
$2,975Mileage not verified

Bloomington, CA

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Victorville, CA

UnscoredInsufficient · 0
$2,995135,214 mi

Victorville, CA

2005 Toyota Camry Solara SE

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

2005 Toyota Camry Solara SE

San Bernardino, CA

Salvage title
$2,995236,295 mi

San Bernardino, CA

2006 Mercury Milan Premier

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

2006 Mercury Milan Premier

Banning, CA

UnscoredInsufficient · 0
$2,999150,000 mi

Banning, 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

Riverside, CA

UnscoredInsufficient · 0
$2,999145,859 mi

Riverside, CA

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Temecula, CA

UnscoredInsufficient · 3
$3,25080,000 mi

Comparison: 3 similar vehicles

Temecula, CA

No Photo

2014 Nissan LEAF S

Fontana, CA

UnscoredInsufficient · 0
$3,33574,134 mi

Fontana, CA

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Rancho Cucamonga, CA

UnscoredInsufficient · 4
$3,478205,732 mi

Comparison: 4 similar vehicles

Rancho Cucamonga, CA

2003 Cadillac CTS Base

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

2003 Cadillac CTS Base

Fontana, CA

UnscoredInsufficient · 0
$3,499172,578 mi

Fontana, CA

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

San Bernardino, CA

UnscoredInsufficient · 3
$3,499199,899 mi

Comparison: 3 similar vehicles

San Bernardino, CA

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Victorville, CA

UnscoredInsufficient · 4
$3,500248,757 mi

Comparison: 4 similar vehicles

Victorville, CA

2009 Ford E-Series Econoline Van Commercial

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

2009 Ford E-Series Econoline Van Commercial

Upland, CA

UnscoredInsufficient · 0
$3,500149,594 mi

Upland, CA

2009 Nissan Altima S

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

2009 Nissan Altima S

Victorville, CA

UnscoredLimited · 8
$3,500141,647 mi

Comparison: 8 similar vehicles

Victorville, CA

2006 Toyota Camry Solara SLE

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

2006 Toyota Camry Solara SLE

Victorville, CA

UnscoredLimited · 9
$3,500173,085 mi

Comparison: 9 similar vehicles

Victorville, CA

2005 GMC Envoy SLE

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

2005 GMC Envoy SLE

Ontario, CA

UnscoredInsufficient · 0
$3,500290,750 mi

Ontario, CA

2000 Ford F-150 XL

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

2000 Ford F-150 XL

San Jacinto, CA

UnscoredInsufficient · 0
$3,500187,245 mi

San Jacinto, CA

2008 Honda Pilot VALUE PACKAGE

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

2008 Honda Pilot VALUE PACKAGE

Ontario, CA

Salvage title
$3,600267,001 mi

Ontario, CA

2009 Audi A8 Base

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

2009 Audi A8 Base

Victorville, CA

UnscoredInsufficient · 0
$3,650163,121 mi

Victorville, CA

2015 FIAT 500 Pop

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

2015 FIAT 500 Pop

Upland, CA

UnscoredInsufficient · 3
$3,700127,771 mi

Comparison: 3 similar vehicles

Upland, CA

2007 Honda Accord EX

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

2007 Honda Accord EX

Victorville, CA

UnscoredInsufficient · 4
$3,750127,242 mi

Comparison: 4 similar vehicles

Victorville, CA

2004 Ford Explorer NBX

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

2004 Ford Explorer NBX

Corona, CA

UnscoredInsufficient · 0
$3,750169,425 mi

Corona, CA

2012 Ford Fusion SE

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

2012 Ford Fusion SE

San Bernardino, CA

UnscoredLimited · 9
$3,800101,762 mi

Comparison: 9 similar vehicles

San Bernardino, CA

2006 Mitsubishi Raider LS

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

2006 Mitsubishi Raider LS

Victorville, CA

UnscoredInsufficient · 0
$3,800167,185 mi

Victorville, CA

2003 Toyota Camry XLE V6

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

2003 Toyota Camry XLE V6

Bloomington, CA

UnscoredInsufficient · 0
$3,850178,941 mi

Bloomington, CA

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Victorville, CA

UnscoredLimited · 8
$3,875151,288 mi

Comparison: 8 similar vehicles

Victorville, CA

2002 Honda CR-V LX

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

2002 Honda CR-V LX

Temecula, CA

UnscoredInsufficient · 0
$3,895220,567 mi

Temecula, CA

2015 Nissan Altima S

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

2015 Nissan Altima S

Corona, CA

UnscoredModerate · 22
$3,900197,644 mi

Comparison: 22 similar vehicles

Corona, CA

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Riverside, CA

UnscoredLimited · 6
$3,900181,624 mi

Comparison: 6 similar vehicles

Riverside, CA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Bloomington, CA

UnscoredLimited · 8
$3,900155,480 mi

Comparison: 8 similar vehicles

Bloomington, CA

2014 FIAT 500L Pop

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

2014 FIAT 500L Pop

Bloomington, CA

UnscoredInsufficient · 0
$3,90090,458 mi

Bloomington, CA

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Temecula, CA

UnscoredLimited · 10
$3,950130,000 mi

Comparison: 10 similar vehicles

Temecula, CA

2015 Chevrolet Trax LT

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

2015 Chevrolet Trax LT

Victorville, CA

UnscoredLimited · 14
$3,950110,120 mi

Comparison: 14 similar vehicles

Victorville, CA

2008 Subaru Outback I Limited

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

2008 Subaru Outback I Limited

Ontario, CA

UnscoredInsufficient · 0
$3,950198,320 mi

Ontario, CA

2008 MINI Cooper Base

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

2008 MINI Cooper Base

Upland, CA

UnscoredInsufficient · 0
$3,95073,450 mi

Upland, CA

2002 Honda Odyssey EX

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

2002 Honda Odyssey EX

Riverside, CA

UnscoredInsufficient · 0
$3,960138,162 mi

Riverside, CA

2011 Lincoln Navigator Base

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

2011 Lincoln Navigator Base

Bloomington, CA

UnscoredInsufficient · 0
$3,975181,337 mi

Bloomington, CA

2011 Kia Sorento SX

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

2011 Kia Sorento SX

Bloomington, CA

UnscoredInsufficient · 0
$3,975167,863 mi

Bloomington, CA

2014 Mazda Mazda2 Sport

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

2014 Mazda Mazda2 Sport

Ontario, CA

UnscoredInsufficient · 0
$3,995238,200 mi

Ontario, CA

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Ontario, CA

UnscoredInsufficient · 4
$3,995204,220 mi

Comparison: 4 similar vehicles

Ontario, CA

2012 Nissan Versa S

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

2012 Nissan Versa S

Ontario, CA

UnscoredInsufficient · 3
$3,995172,100 mi

Comparison: 3 similar vehicles

Ontario, CA

2009 Nissan Sentra

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

2009 Nissan Sentra

Colton, CA

UnscoredInsufficient · 0
$3,995128,560 mi

Colton, CA

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Riverside, CA

UnscoredInsufficient · 3
$3,995156,402 mi

Comparison: 3 similar vehicles

Riverside, CA

2008 Kia Rondo LX

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

2008 Kia Rondo LX

Ontario, CA

UnscoredInsufficient · 0
$3,995Mileage not verified

Ontario, 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

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. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. 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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