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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

19,728 listings found

2000 Honda Accord EX

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

2000 Honda Accord EX

Fresno, CA

UnscoredInsufficient · 0
$2,500104,256 mi

Fresno, CA

2002 Ford Expedition Base

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

2002 Ford Expedition Base

Fresno, CA

UnscoredInsufficient · 0
$2,999154,680 mi

Fresno, CA

2000 Toyota Corolla CE

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

2000 Toyota Corolla CE

Fresno, CA

UnscoredInsufficient · 0
$3,630297,232 mi

Fresno, CA

2006 Honda Accord VP

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

2006 Honda Accord VP

Madera, CA

UnscoredInsufficient · 0
$3,700212,663 mi

Madera, CA

2007 GMC Envoy SLT

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

2007 GMC Envoy SLT

Fresno, CA

UnscoredInsufficient · 0
$3,900221,124 mi

Fresno, CA

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Fresno, CA

Salvage title
$3,995160,000 mi

Fresno, CA

2006 Audi A4 Base

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

2006 Audi A4 Base

Fresno, CA

UnscoredInsufficient · 0
$3,995130,930 mi

Fresno, CA

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Sanger, CA

UnscoredInsufficient · 3
$3,999154,916 mi

Comparison: 3 similar vehicles

Sanger, CA

2013 Chevrolet Volt Base

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

2013 Chevrolet Volt Base

Tulare, CA

UnscoredLimited · 12
$3,999148,552 mi

Comparison: 12 similar vehicles

Tulare, CA

2012 Chevrolet Volt Base

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

2012 Chevrolet Volt Base

Tulare, CA

UnscoredLimited · 9
$3,999113,845 mi

Comparison: 9 similar vehicles

Tulare, CA

2001 Isuzu Rodeo Sport S

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

2001 Isuzu Rodeo Sport S

Fresno, CA

UnscoredInsufficient · 0
$3,999131,919 mi

Fresno, CA

2003 Saturn VUE Base

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

2003 Saturn VUE Base

Fresno, CA

UnscoredInsufficient · 0
$4,142179,411 mi

Fresno, CA

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Fresno, CA

UnscoredLimited · 7
$4,200131,880 mi

Comparison: 7 similar vehicles

Fresno, CA

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

Fresno, CA

Fair PriceLimited · 18
$4,200219,265 mi

Market: $3,950 – $10,103

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 350 days listed (based on current market benchmarks)

Fresno, CA

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Fresno, CA

UnscoredLimited · 8
$4,299185,081 mi

Comparison: 8 similar vehicles

Fresno, CA

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Fresno, CA

UnscoredInsufficient · 4
$4,299152,067 mi

Comparison: 4 similar vehicles

Fresno, CA

2007 Ford Escape XLT

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

2007 Ford Escape XLT

Fresno, CA

UnscoredInsufficient · 0
$4,299179,857 mi

Fresno, CA

2011 Chevrolet Equinox 2LT

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

2011 Chevrolet Equinox 2LT

Madera, CA

UnscoredInsufficient · 0
$4,400171,635 mi

Madera, CA

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Fresno, CA

UnscoredInsufficient · 0
$4,444131,769 mi

Fresno, CA

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Fresno, CA

UnscoredLimited · 11
$4,499148,106 mi

Comparison: 11 similar vehicles

Fresno, CA

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Fresno, CA

UnscoredInsufficient · 0
$4,499280,742 mi

Fresno, CA

2014 Mazda MAZDA5 Sport

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

2014 Mazda MAZDA5 Sport

Fresno, CA

UnscoredInsufficient · 3
$4,500187,710 mi

Comparison: 3 similar vehicles

Fresno, CA

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Fresno, CA

UnscoredLimited · 5
$4,500133,282 mi

Comparison: 5 similar vehicles

Fresno, CA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Fresno, CA

UnscoredModerate · 34
$4,500162,320 mi

Comparison: 34 similar vehicles

Fresno, CA

2012 Chevrolet Sonic 2LS

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

2012 Chevrolet Sonic 2LS

Fresno, CA

UnscoredInsufficient · 0
$4,500126,490 mi

Fresno, CA

2012 Honda Insight Base

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

2012 Honda Insight Base

Sanger, CA

UnscoredInsufficient · 0
$4,500130,470 mi

Sanger, CA

2011 Dodge Avenger Express

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

2011 Dodge Avenger Express

Sanger, CA

UnscoredInsufficient · 0
$4,500189,503 mi

Sanger, CA

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Sanger, CA

UnscoredInsufficient · 0
$4,500179,527 mi

Sanger, CA

2010 INFINITI M 35

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

2010 INFINITI M 35

Fresno, CA

UnscoredInsufficient · 0
$4,599219,103 mi

Fresno, CA

1999 Mercedes-Benz M-Class Base

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

1999 Mercedes-Benz M-Class Base

Fresno, CA

UnscoredInsufficient · 0
$4,60096,000 mi

Fresno, CA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Fresno, CA

UnscoredInsufficient · 0
$4,630173,856 mi

Fresno, CA

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Fresno, CA

UnscoredLimited · 9
$4,750137,551 mi

Comparison: 9 similar vehicles

Fresno, CA

2006 Honda Accord EX

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

2006 Honda Accord EX

Fresno, CA

UnscoredLimited · 8
$4,888204,779 mi

Comparison: 8 similar vehicles

Fresno, CA

2012 Volkswagen Golf Base

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

2012 Volkswagen Golf Base

Hanford, CA

UnscoredInsufficient · 4
$4,899175,004 mi

Comparison: 4 similar vehicles

Hanford, CA

2001 Volvo S60 2.4T

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

2001 Volvo S60 2.4T

Madera, CA

UnscoredInsufficient · 0
$4,90083,000 mi

Madera, CA

2006 Pontiac Torrent Base

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

2006 Pontiac Torrent Base

Fresno, CA

UnscoredInsufficient · 0
$4,983145,069 mi

Fresno, CA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Clovis, CA

UnscoredInsufficient · 0
$4,995237,176 mi

Clovis, CA

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Fresno, CA

Salvage title
$4,995212,001 mi

Fresno, CA

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Fresno, CA

Great DealModerate · 22
$4,995109,152 mi

Market: $5,700 – $11,500

Comparison: 22 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 11 days listed (based on current market benchmarks)

Fresno, CA

2012 Ford Focus SE

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

2012 Ford Focus SE

Tulare, CA

UnscoredLimited · 6
$4,995149,551 mi

Comparison: 6 similar vehicles

Tulare, CA

2008 Acura TL Base

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

2008 Acura TL Base

Fresno, CA

UnscoredLimited · 11
$4,995214,123 mi

Comparison: 11 similar vehicles

Fresno, CA

2004 Honda Accord LX

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

2004 Honda Accord LX

Fresno, CA

UnscoredInsufficient · 3
$4,995180,559 mi

Comparison: 3 similar vehicles

Fresno, CA

2001 Chevrolet Lumina Base

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

2001 Chevrolet Lumina Base

Fresno, CA

UnscoredInsufficient · 0
$4,995121,570 mi

Fresno, CA

2000 Buick Park Avenue Base

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

2000 Buick Park Avenue Base

Fresno, CA

UnscoredInsufficient · 0
$4,995147,720 mi

Fresno, CA

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Fresno, CA

UnscoredLimited · 5
$4,999194,466 mi

Comparison: 5 similar vehicles

Fresno, CA

2016 Chevrolet Cruze Limited LTZ

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

2016 Chevrolet Cruze Limited LTZ

Fresno, CA

UnscoredInsufficient · 0
$4,999140,670 mi

Fresno, CA

2014 Nissan Maxima S

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

2014 Nissan Maxima S

Fresno, CA

UnscoredInsufficient · 3
$4,999167,966 mi

Comparison: 3 similar vehicles

Fresno, CA

2014 Nissan Versa Sedan S

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

2014 Nissan Versa Sedan S

Fresno, CA

UnscoredInsufficient · 0
$4,999107,116 mi

Fresno, CA

2014 Nissan Versa Sedan SV

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

2014 Nissan Versa Sedan SV

Farmersville, CA

UnscoredInsufficient · 3
$4,999160,000 mi

Comparison: 3 similar vehicles

Farmersville, CA

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Fresno, CA

UnscoredLimited · 14
$4,999176,743 mi

Comparison: 14 similar vehicles

Fresno, 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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