Skip to main content
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

4,988 listings found

2004 Chrysler Sebring LXI

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

2004 Chrysler Sebring LXI

Rohnert Park, CA

UnscoredInsufficient · 0
$2,800149,881 mi

Rohnert Park, CA

2004 Volvo C70 HPT

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

2004 Volvo C70 HPT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990146,095 mi

Santa Clarita, CA

2006 MINI Cooper Base

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

2006 MINI Cooper Base

Woodland, CA

UnscoredInsufficient · 0
$2,995191,450 mi

Woodland, CA

2008 Chrysler Sebring Limited

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

2008 Chrysler Sebring Limited

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290130,133 mi

Santa Clarita, CA

2008 Volkswagen Eos Turbo

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

2008 Volkswagen Eos Turbo

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290138,480 mi

Santa Clarita, CA

2002 BMW Z3 2.5

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

2002 BMW Z3 2.5

Bakersfield, CA

UnscoredInsufficient · 0
$3,300236,841 mi

Bakersfield, CA

2008 MINI Cooper S

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

2008 MINI Cooper S

Fremont, CA

UnscoredInsufficient · 3
$3,495125,285 mi

Comparison: 3 similar vehicles

Fremont, 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 BMW 3 Series 325

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

2005 BMW 3 Series 325

San Luis Obispo, CA

UnscoredInsufficient · 4
$3,500121,000 mi

Comparison: 4 similar vehicles

San Luis Obispo, CA

2005 Ford Mustang Premium

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

2005 Ford Mustang Premium

Pomona, CA

UnscoredInsufficient · 0
$3,875205,879 mi

Pomona, CA

2004 Audi A4 Base

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

2004 Audi A4 Base

Bellflower, CA

UnscoredInsufficient · 0
$3,900134,000 mi

Bellflower, CA

2007 Pontiac Solstice Base

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

2007 Pontiac Solstice Base

El Monte, CA

UnscoredInsufficient · 3
$3,98098,600 mi

Comparison: 3 similar vehicles

El Monte, CA

2006 Pontiac Solstice Base

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

2006 Pontiac Solstice Base

Santa Ana, CA

UnscoredInsufficient · 0
$3,99580,929 mi

Santa Ana, CA

2004 Audi A4 Base

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

2004 Audi A4 Base

Newark, CA

UnscoredInsufficient · 0
$3,99985,682 mi

Newark, CA

1999 Jaguar XK Series Base

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

1999 Jaguar XK Series Base

Modesto, CA

UnscoredInsufficient · 0
$3,99998,021 mi

Modesto, CA

2003 Mercedes-Benz CLK-Class CLK320

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

2003 Mercedes-Benz CLK-Class CLK320

Sacramento, CA

Salvage title
$4,000119,765 mi

Sacramento, CA

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

San Diego, CA

UnscoredInsufficient · 0
$4,495107,000 mi

San Diego, CA

2007 Volkswagen Eos 3.2L

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

2007 Volkswagen Eos 3.2L

Belmont, CA

UnscoredInsufficient · 0
$4,495117,065 mi

Belmont, CA

2006 Audi S4 Base

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

2006 Audi S4 Base

Rancho Cordova, CA

UnscoredInsufficient · 0
$4,49594,000 mi

Rancho Cordova, CA

2005 Audi A4 Base

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

2005 Audi A4 Base

San Diego, CA

UnscoredInsufficient · 0
$4,49998,029 mi

San Diego, CA

2014 MINI Cooper S

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

2014 MINI Cooper S

Upland, CA

UnscoredInsufficient · 3
$4,500136,431 mi

Comparison: 3 similar vehicles

Upland, 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

South Lake Tahoe, CA

UnscoredInsufficient · 4
$4,50085,622 mi

Comparison: 4 similar vehicles

South Lake Tahoe, CA

2003 Mercedes-Benz CLK-Class CLK430

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

2003 Mercedes-Benz CLK-Class CLK430

San Mateo, CA

UnscoredInsufficient · 0
$4,588123,110 mi

San Mateo, CA

2006 MINI Cooper Base

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

2006 MINI Cooper Base

Sacramento, CA

UnscoredInsufficient · 0
$4,60085,145 mi

Sacramento, CA

2008 Saturn Sky Red Line

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

2008 Saturn Sky Red Line

Los Angeles, CA

Salvage title
$4,64193,284 mi

Los Angeles, CA

2006 Chrysler PT Cruiser Touring Edition

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

2006 Chrysler PT Cruiser Touring Edition

Gilroy, CA

UnscoredInsufficient · 4
$4,70094,755 mi

Comparison: 4 similar vehicles

Gilroy, 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

Santa Rosa, CA

UnscoredLimited · 7
$4,725142,121 mi

Comparison: 7 similar vehicles

Santa Rosa, 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

Los Angeles, CA

UnscoredInsufficient · 4
$4,795117,243 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

San Jose, CA

UnscoredInsufficient · 3
$4,800120,918 mi

Comparison: 3 similar vehicles

San Jose, CA

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Modesto, CA

UnscoredInsufficient · 3
$4,899164,208 mi

Comparison: 3 similar vehicles

Modesto, CA

2006 Volvo C70 T5

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

2006 Volvo C70 T5

Santa Clarita, CA

UnscoredInsufficient · 0
$4,990109,809 mi

Santa Clarita, CA

2012 FIAT 500 Pop

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

2012 FIAT 500 Pop

Modesto, CA

UnscoredInsufficient · 4
$4,995142,398 mi

Comparison: 4 similar vehicles

Modesto, CA

2012 Volkswagen Eos Executive

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

2012 Volkswagen Eos Executive

Roseville, CA

UnscoredInsufficient · 3
$4,995163,499 mi

Comparison: 3 similar vehicles

Roseville, CA

2006 MINI Cooper S

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

2006 MINI Cooper S

Lemon Grove, CA

UnscoredInsufficient · 0
$4,995125,000 mi

Lemon Grove, CA

2004 Chrysler Sebring LXI

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

2004 Chrysler Sebring LXI

Antioch, CA

UnscoredInsufficient · 0
$4,99563,221 mi

Antioch, CA

2002 Mitsubishi Eclipse GT

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

2002 Mitsubishi Eclipse GT

Vallejo, CA

UnscoredInsufficient · 0
$4,995139,934 mi

Vallejo, CA

2001 Toyota Camry Solara SE

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

2001 Toyota Camry Solara SE

Fillmore, CA

UnscoredInsufficient · 0
$4,995171,650 mi

Fillmore, CA

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Hayward, CA

Fair PriceModerate · 23
$4,999108,474 mi

Market: $4,920 – $11,299

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Hayward, CA

2007 Chrysler PT Cruiser Touring Edition

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

2007 Chrysler PT Cruiser Touring Edition

Glendora, CA

UnscoredInsufficient · 0
$4,99969,900 mi

Glendora, CA

2003 Mercedes-Benz SLK-Class SLK230 Kompressor

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

2003 Mercedes-Benz SLK-Class SLK230 Kompressor

Los Angeles, CA

UnscoredInsufficient · 0
$4,999145,855 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

Rancho Cordova, CA

UnscoredInsufficient · 0
$4,99984,685 mi

Rancho Cordova, CA

1999 Porsche Boxster Base

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

1999 Porsche Boxster Base

Santa Clarita, CA

UnscoredInsufficient · 3
$4,999119,900 mi

Comparison: 3 similar vehicles

Santa Clarita, CA

2006 Mercedes-Benz CLK-Class CLK500

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

2006 Mercedes-Benz CLK-Class CLK500

Ukiah, CA

UnscoredInsufficient · 0
$5,000202,830 mi

Ukiah, CA

2001 Audi TT QUATTRO

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

2001 Audi TT QUATTRO

Oceanside, CA

UnscoredInsufficient · 0
$5,034111,282 mi

Oceanside, CA

2004 Audi S4 Base

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

2004 Audi S4 Base

Perris, CA

UnscoredInsufficient · 0
$5,043114,577 mi

Perris, CA

1999 Mercedes-Benz SLK Base

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

1999 Mercedes-Benz SLK Base

Costa Mesa, CA

UnscoredInsufficient · 0
$5,399145,042 mi

Costa Mesa, 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

Los Angeles, CA

UnscoredLimited · 5
$5,490121,624 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2001 Audi TT Base

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

2001 Audi TT Base

Santa Clarita, CA

UnscoredInsufficient · 0
$5,490102,004 mi

Santa Clarita, CA

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

San Diego, CA

UnscoredInsufficient · 0
$5,495120,963 mi

San Diego, CA

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Irvine, CA

Fair PriceModerate · 28
$5,499193,100 mi

Market: $4,980 – $11,762

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Irvine, 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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.