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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

2,814 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 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

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

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

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

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

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

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

2006 Scion tC Base

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

2006 Scion tC Base

La Puente, CA

UnscoredInsufficient · 0
$4,980157,248 mi

La Puente, CA

2006 Hyundai Tiburon GS

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

2006 Hyundai Tiburon GS

La Puente, CA

UnscoredInsufficient · 0
$4,990122,825 mi

La Puente, CA

2002 Audi TT Base

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

2002 Audi TT Base

Pasadena, CA

UnscoredLimited · 5
$4,99096,843 mi

Comparison: 5 similar vehicles

Pasadena, CA

2008 Nissan Altima S

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

2008 Nissan Altima S

East Los Angeles, CA

UnscoredInsufficient · 3
$4,995146,844 mi

Comparison: 3 similar vehicles

East Los Angeles, CA

2008 Mercedes-Benz CLK-Class CLK350

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

2008 Mercedes-Benz CLK-Class CLK350

Pasadena, CA

UnscoredInsufficient · 3
$4,995132,149 mi

Comparison: 3 similar vehicles

Pasadena, CA

2004 Honda Civic VP

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

2004 Honda Civic VP

East Los Angeles, CA

UnscoredInsufficient · 0
$4,995124,816 mi

East Los Angeles, 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

Canyon Country, CA

UnscoredInsufficient · 0
$4,995149,860 mi

Canyon Country, CA

2005 Mercedes-Benz CLK-Class CLK320

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

2005 Mercedes-Benz CLK-Class CLK320

West Covina, CA

UnscoredInsufficient · 4
$5,360119,280 mi

Comparison: 4 similar vehicles

West Covina, CA

2007 BMW 3 Series 328i

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

2007 BMW 3 Series 328i

Whittier, CA

UnscoredInsufficient · 4
$5,495148,000 mi

Comparison: 4 similar vehicles

Whittier, CA

2009 Audi A5 Base

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

2009 Audi A5 Base

Los Angeles, CA

UnscoredInsufficient · 4
$5,900112,606 mi

Comparison: 4 similar vehicles

Los Angeles, CA

1998 Cadillac Eldorado Base

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

1998 Cadillac Eldorado Base

South Gate, CA

UnscoredInsufficient · 0
$5,99082,185 mi

South Gate, CA

2012 Honda Civic LX

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

2012 Honda Civic LX

Bellflower, CA

UnscoredModerate · 29
$5,995157,021 mi

Comparison: 29 similar vehicles

Bellflower, CA

2008 Scion tC Base

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

2008 Scion tC Base

Los Angeles, CA

UnscoredInsufficient · 0
$5,995135,100 mi

Los Angeles, CA

2002 Mercedes-Benz CLK-Class CLK430

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

2002 Mercedes-Benz CLK-Class CLK430

Los Angeles, CA

UnscoredInsufficient · 0
$5,99586,786 mi

Los Angeles, CA

2004 BMW 6 Series 645Ci

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

2004 BMW 6 Series 645Ci

Los Angeles, CA

UnscoredInsufficient · 0
$5,998159,977 mi

Los Angeles, CA

2011 Honda Accord EX

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

2011 Honda Accord EX

Pasadena, CA

UnscoredInsufficient · 3
$6,202220,325 mi

Comparison: 3 similar vehicles

Pasadena, CA

2009 Mitsubishi Eclipse GS

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

2009 Mitsubishi Eclipse GS

Los Angeles, CA

UnscoredInsufficient · 0
$6,499116,550 mi

Los Angeles, CA

2014 Audi A5 Premium

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

2014 Audi A5 Premium

Los Angeles, CA

UnscoredInsufficient · 3
$6,500130,559 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2011 Honda Civic LX

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

2011 Honda Civic LX

Inglewood, CA

UnscoredLimited · 7
$6,500123,300 mi

Comparison: 7 similar vehicles

Inglewood, CA

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Lawndale, CA

Fair PriceLimited · 18
$6,550114,420 mi

Market: $5,895 – $11,132

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Lawndale, CA

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Oxnard, CA

UnscoredInsufficient · 0
$6,765141,937 mi

Oxnard, CA

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Los Angeles, CA

UnscoredLimited · 6
$6,851104,641 mi

Comparison: 6 similar vehicles

Los Angeles, CA

2006 Pontiac GTO Base

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

2006 Pontiac GTO Base

Gardena, CA

UnscoredInsufficient · 4
$6,858118,525 mi

Comparison: 4 similar vehicles

Gardena, CA

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Bellflower, CA

UnscoredLimited · 10
$6,865129,151 mi

Comparison: 10 similar vehicles

Bellflower, CA

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Bellflower, CA

UnscoredInsufficient · 0
$6,86578,286 mi

Bellflower, 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

Long Beach, CA

UnscoredInsufficient · 4
$6,96895,753 mi

Comparison: 4 similar vehicles

Long Beach, CA

2014 Hyundai Genesis Coupe R-Spec

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

2014 Hyundai Genesis Coupe R-Spec

Los Angeles, CA

UnscoredInsufficient · 0
$6,988115,439 mi

Los Angeles, CA

2012 Scion tC Base

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

2012 Scion tC Base

La Puente, CA

UnscoredInsufficient · 0
$6,995141,246 mi

La Puente, CA

2007 Honda Civic EX

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

2007 Honda Civic EX

Los Angeles, CA

UnscoredLimited · 5
$6,995106,500 mi

Comparison: 5 similar vehicles

Los Angeles, 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

Los Angeles, CA

UnscoredInsufficient · 0
$6,995122,679 mi

Los Angeles, CA

2005 Ford Mustang Deluxe

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

2005 Ford Mustang Deluxe

Los Angeles, CA

UnscoredInsufficient · 0
$6,995119,680 mi

Los Angeles, CA

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Covina, CA

UnscoredInsufficient · 0
$6,995164,874 mi

Covina, CA

2004 BMW 6 Series 645Ci

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

2004 BMW 6 Series 645Ci

La Crescenta-Montrose, CA

UnscoredInsufficient · 0
$7,153Mileage not verified

La Crescenta-Montrose, CA

2009 Audi TT Premium

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

2009 Audi TT Premium

Santa Clarita, CA

UnscoredInsufficient · 3
$7,490108,100 mi

Comparison: 3 similar vehicles

Santa Clarita, CA

2000 Toyota Celica GT

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

2000 Toyota Celica GT

Los Angeles, CA

UnscoredInsufficient · 0
$7,490132,048 mi

Los Angeles, CA

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

Pasadena, CA

UnscoredLimited · 5
$7,495167,523 mi

Comparison: 5 similar vehicles

Pasadena, 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

Pasadena, CA

UnscoredInsufficient · 0
$7,495116,244 mi

Pasadena, CA

2008 Ford Focus S

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

2008 Ford Focus S

Glendora, CA

UnscoredInsufficient · 0
$7,57242,073 mi

Glendora, CA

2004 Mercedes-Benz CL-Class CL500

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

2004 Mercedes-Benz CL-Class CL500

Los Angeles, CA

Salvage title
$7,69593,320 mi

Los Angeles, CA

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Long Beach, CA

UnscoredLimited · 5
$7,70099,362 mi

Comparison: 5 similar vehicles

Long Beach, 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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