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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

11,014 listings found

2003 Toyota Echo Base

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

2003 Toyota Echo Base

Santa Clarita, CA

UnscoredInsufficient · 0
$1,290201,717 mi

Santa Clarita, CA

2003 Hyundai Tiburon GT V6

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

2003 Hyundai Tiburon GT V6

Santa Clarita, CA

UnscoredInsufficient · 0
$1,49081,020 mi

Santa Clarita, CA

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Santa Clarita, CA

UnscoredInsufficient · 0
$1,880175,946 mi

Santa Clarita, CA

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Tracy, CA

UnscoredLimited · 6
$2,500214,592 mi

Comparison: 6 similar vehicles

Tracy, CA

2001 Honda Accord LX

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

2001 Honda Accord LX

Pomona, CA

UnscoredInsufficient · 0
$2,775269,107 mi

Pomona, CA

2000 Honda Accord EX

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

2000 Honda Accord EX

Fremont, CA

UnscoredInsufficient · 0
$2,800246,786 mi

Fremont, CA

1999 Mercedes-Benz CLK Base

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

1999 Mercedes-Benz CLK Base

Goleta, CA

UnscoredInsufficient · 0
$2,80097,000 mi

Goleta, CA

2008 Scion tC Spec Package

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

2008 Scion tC Spec Package

Los Angeles, CA

UnscoredInsufficient · 0
$2,832119,076 mi

Los Angeles, CA

2011 Honda Civic EX

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

2011 Honda Civic EX

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990280,782 mi

Santa Clarita, CA

2001 Toyota Camry Solara SLE

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

2001 Toyota Camry Solara SLE

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990179,115 mi

Santa Clarita, CA

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

San Diego, CA

UnscoredInsufficient · 3
$2,995139,136 mi

Comparison: 3 similar vehicles

San Diego, CA

2006 Honda Civic LX

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

2006 Honda Civic LX

Santa Rosa, CA

UnscoredLimited · 9
$2,995253,220 mi

Comparison: 9 similar vehicles

Santa Rosa, 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 Ford Mustang Deluxe

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

2006 Ford Mustang Deluxe

Fresno, CA

UnscoredInsufficient · 0
$2,999154,709 mi

Fresno, 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

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Livermore, CA

UnscoredInsufficient · 0
$3,295242,880 mi

Livermore, CA

2007 Scion tC Base

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

2007 Scion tC Base

Oakland, CA

UnscoredInsufficient · 0
$3,400224,960 mi

Oakland, CA

2002 Saturn S-Series SC2

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

2002 Saturn S-Series SC2

East Los Angeles, CA

UnscoredInsufficient · 0
$3,40068,890 mi

East Los Angeles, CA

2001 Toyota Echo Base

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

2001 Toyota Echo Base

Placentia, CA

UnscoredInsufficient · 0
$3,495232,738 mi

Placentia, CA

2007 Mazda RX-8 Grand Touring

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

2007 Mazda RX-8 Grand Touring

Fremont, CA

UnscoredInsufficient · 0
$3,500181,000 mi

Fremont, CA

2002 Honda Civic LX

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

2002 Honda Civic LX

Richmond, CA

UnscoredInsufficient · 4
$3,500167,542 mi

Comparison: 4 similar vehicles

Richmond, CA

2005 Honda Accord LX

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

2005 Honda Accord LX

Long Beach, CA

UnscoredInsufficient · 4
$3,585208,124 mi

Comparison: 4 similar vehicles

Long Beach, CA

2005 Honda Civic EX

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

2005 Honda Civic EX

Tracy, CA

UnscoredInsufficient · 0
$3,599190,912 mi

Tracy, CA

2006 Chevrolet Monte Carlo LT

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

2006 Chevrolet Monte Carlo LT

Livermore, CA

UnscoredInsufficient · 0
$3,695195,631 mi

Livermore, 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 · 3
$3,750127,242 mi

Comparison: 3 similar vehicles

Victorville, CA

2001 Mercedes-Benz CLK CLK430

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

2001 Mercedes-Benz CLK CLK430

Brea, CA

UnscoredInsufficient · 0
$3,777200,755 mi

Brea, CA

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Pomona, CA

UnscoredInsufficient · 3
$3,875207,478 mi

Comparison: 3 similar vehicles

Pomona, CA

2008 Nissan Altima SE

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

2008 Nissan Altima SE

Los Angeles, CA

UnscoredInsufficient · 0
$3,950149,711 mi

Los Angeles, CA

2007 Scion tC Base

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

2007 Scion tC Base

Newark, CA

UnscoredInsufficient · 0
$3,950167,092 mi

Newark, CA

2002 Mercedes-Benz CLK-Class CLK320

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

2002 Mercedes-Benz CLK-Class CLK320

Covina, CA

UnscoredInsufficient · 0
$3,950179,000 mi

Covina, CA

2007 Honda Accord LX

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

2007 Honda Accord LX

Riverside, CA

UnscoredInsufficient · 3
$3,999138,919 mi

Comparison: 3 similar vehicles

Riverside, CA

2007 Toyota Camry Solara Sport

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

2007 Toyota Camry Solara Sport

Santa Rosa, CA

UnscoredInsufficient · 0
$3,999232,336 mi

Santa Rosa, CA

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Richmond, CA

UnscoredInsufficient · 0
$3,999150,000 mi

Richmond, 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

Roseville, CA

UnscoredInsufficient · 0
$3,999247,122 mi

Roseville, CA

2002 Mercedes-Benz CL Class CL500

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

2002 Mercedes-Benz CL Class CL500

Livermore, CA

Salvage title
$3,999115,650 mi

Livermore, CA

1999 Acura CL L4

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

1999 Acura CL L4

Richmond, CA

UnscoredInsufficient · 0
$3,999125,690 mi

Richmond, CA

1999 Ford Mustang Base

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

1999 Ford Mustang Base

Santa Clarita, CA

UnscoredInsufficient · 0
$3,999161,720 mi

Santa Clarita, CA

1999 Cadillac Eldorado Base

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

1999 Cadillac Eldorado Base

Santa Clarita, CA

UnscoredInsufficient · 0
$3,999128,450 mi

Santa Clarita, CA

2000 Chevrolet Monte Carlo LS

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

2000 Chevrolet Monte Carlo LS

San Bernardino, CA

UnscoredInsufficient · 0
$4,000Mileage not verified

San Bernardino, CA

1998 Nissan 200 SX SE

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

1998 Nissan 200 SX SE

Santa Maria, CA

UnscoredInsufficient · 0
$4,069200,378 mi

Santa Maria, CA

2002 Honda Civic EX

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

2002 Honda Civic EX

Sacramento, CA

UnscoredInsufficient · 0
$4,119203,300 mi

Sacramento, CA

2007 Scion tC Base

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

2007 Scion tC Base

San Diego, CA

UnscoredInsufficient · 0
$4,200167,000 mi

San Diego, CA

2006 Ford Mustang GT Premium

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

2006 Ford Mustang GT Premium

Pomona, CA

UnscoredInsufficient · 0
$4,250137,875 mi

Pomona, CA

2009 INFINITI G Coupe 37 Journey

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

2009 INFINITI G Coupe 37 Journey

Stockton, CA

UnscoredInsufficient · 0
$4,400159,637 mi

Stockton, CA

2004 INFINITI G35 Sport Coupe Base

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

2004 INFINITI G35 Sport Coupe Base

Sacramento, CA

UnscoredInsufficient · 3
$4,499197,421 mi

Comparison: 3 similar vehicles

Sacramento, CA

2011 BMW 1 Series 128i

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

2011 BMW 1 Series 128i

Roseville, CA

UnscoredInsufficient · 3
$4,500182,400 mi

Comparison: 3 similar vehicles

Roseville, CA

2009 Ford Focus SE

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

2009 Ford Focus SE

Watsonville, CA

UnscoredInsufficient · 0
$4,500164,413 mi

Watsonville, CA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

National City, CA

UnscoredInsufficient · 0
$4,500176,173 mi

National City, CA

2005 Chevrolet Monte Carlo SS

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

2005 Chevrolet Monte Carlo SS

Fremont, CA

UnscoredInsufficient · 0
$4,500231,643 mi

Fremont, CA

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

San Bernardino, CA

UnscoredInsufficient · 3
$4,599181,494 mi

Comparison: 3 similar vehicles

San Bernardino, 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. 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 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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