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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

8,471 listings found

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Ann Arbor, MI

UnscoredInsufficient · 0
$1,900277,446 mi

Ann Arbor, MI

1999 Toyota Camry LE

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

1999 Toyota Camry LE

Ann Arbor, MI

UnscoredInsufficient · 3
$2,275137,586 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2006 Honda Odyssey EX

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

2006 Honda Odyssey EX

Ann Arbor, MI

Unscored
$2,775264,585 mi

Comparison: 14 similar vehicles

Ann Arbor, MI

2008 Honda CR-V LX

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

2008 Honda CR-V LX

Ann Arbor, MI

Unscored
$3,614277,480 mi

Comparison: 9 similar vehicles

Ann Arbor, MI

2009 Nissan Versa S

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

2009 Nissan Versa S

Ann Arbor, MI

Unscored
$3,891170,215 mi

Comparison: 6 similar vehicles

Ann Arbor, MI

2011 Dodge Journey Mainstreet

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

2011 Dodge Journey Mainstreet

Ann Arbor, MI

UnscoredInsufficient · 3
$4,214147,467 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2012 Dodge Journey SE

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

2012 Dodge Journey SE

Ann Arbor, MI

Unscored
$4,275142,822 mi

Comparison: 14 similar vehicles

Ann Arbor, MI

2015 Jeep Cherokee Sport

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

2015 Jeep Cherokee Sport

Ann Arbor, MI

Unscored
$4,314143,581 mi

Comparison: 29 similar vehicles

Ann Arbor, MI

2014 Dodge Charger SXT Plus

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

2014 Dodge Charger SXT Plus

Ann Arbor, MI

UnscoredInsufficient · 0
$4,995208,856 mi

Ann Arbor, MI

2010 Volkswagen Passat Komfort

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

2010 Volkswagen Passat Komfort

Ann Arbor, MI

UnscoredInsufficient · 4
$4,99593,043 mi

Comparison: 4 similar vehicles

Ann Arbor, MI

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Ann Arbor, MI

Unscored
$5,275200,025 mi

Comparison: 30 similar vehicles

Ann Arbor, MI

2010 Subaru Outback 2.5i

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

2010 Subaru Outback 2.5i

Ann Arbor, MI

Unscored
$5,295177,359 mi

Comparison: 5 similar vehicles

Ann Arbor, MI

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Ann Arbor, MI

Unscored
$5,400239,873 mi

Comparison: 22 similar vehicles

Ann Arbor, MI

2013 Chevrolet Captiva Sport LT

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

2013 Chevrolet Captiva Sport LT

Ann Arbor, MI

Fair PriceLimited · 10
$5,495102,493 mi

Market: $2,900 – $11,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Ann Arbor, MI

2002 Honda Accord LX

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

2002 Honda Accord LX

Ann Arbor, MI

UnscoredInsufficient · 0
$5,495121,190 mi

Ann Arbor, MI

2004 Scion xA Base

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

2004 Scion xA Base

Ann Arbor, MI

UnscoredInsufficient · 0
$5,500141,127 mi

Ann Arbor, MI

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Ann Arbor, MI

UnscoredInsufficient · 4
$5,775201,938 mi

Comparison: 4 similar vehicles

Ann Arbor, MI

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Ann Arbor, MI

UnscoredInsufficient · 4
$5,99590,237 mi

Comparison: 4 similar vehicles

Ann Arbor, MI

2014 Chevrolet Captiva Sport 2LS

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

2014 Chevrolet Captiva Sport 2LS

Ann Arbor, MI

Unscored
$5,99586,099 mi

Comparison: 5 similar vehicles

Ann Arbor, MI

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Ann Arbor, MI

Fair PriceLimited · 17
$5,99595,967 mi

Market: $5,995 – $11,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Ann Arbor, MI

2013 Ford Escape SE

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

2013 Ford Escape SE

Ann Arbor, MI

Fair PriceModerate · 32
$5,995117,243 mi

Market: $1,999 – $9,995

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Ann Arbor, MI

2011 Saab 9-3 Turbo4

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

2011 Saab 9-3 Turbo4

Ann Arbor, MI

UnscoredInsufficient · 0
$5,99590,057 mi

Ann Arbor, MI

2008 Dodge Grand Caravan SXT

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

2008 Dodge Grand Caravan SXT

Ann Arbor, MI

Unscored
$5,996163,364 mi

Comparison: 14 similar vehicles

Ann Arbor, MI

2017 Toyota Mirai

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

2017 Toyota Mirai

Ann Arbor, MI

Salvage title
$6,00064,290 mi

Ann Arbor, MI

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Ann Arbor, MI

UnscoredInsufficient · 3
$6,11481,940 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Ann Arbor, MI

Fair PriceRobust · 58
$6,27596,020 mi

Market: $3,300 – $12,995

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Ann Arbor, MI

2017 Chevrolet Trax Premier

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

2017 Chevrolet Trax Premier

Ann Arbor, MI

Unscored
$6,275152,292 mi

Comparison: 12 similar vehicles

Ann Arbor, MI

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Ann Arbor, MI

UnscoredInsufficient · 3
$6,275207,652 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2013 Ford Flex SEL

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

2013 Ford Flex SEL

Ann Arbor, MI

Unscored
$6,275158,643 mi

Comparison: 26 similar vehicles

Ann Arbor, MI

2013 Ford Escape S

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

2013 Ford Escape S

Ann Arbor, MI

Unscored
$6,495100,693 mi

Comparison: 7 similar vehicles

Ann Arbor, MI

2009 Suzuki SX4 Sport

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

2009 Suzuki SX4 Sport

Ann Arbor, MI

UnscoredInsufficient · 0
$6,49566,002 mi

Ann Arbor, MI

2008 Mitsubishi Endeavor SE

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

2008 Mitsubishi Endeavor SE

Ann Arbor, MI

UnscoredInsufficient · 0
$6,495121,375 mi

Ann Arbor, MI

2006 Honda Civic Base

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

2006 Honda Civic Base

Ann Arbor, MI

UnscoredInsufficient · 0
$6,500162,503 mi

Ann Arbor, MI

2017 Chrysler Pacifica Touring-L

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

2017 Chrysler Pacifica Touring-L

Ann Arbor, MI

Unscored
$6,775177,433 mi

Comparison: 8 similar vehicles

Ann Arbor, MI

2015 Lincoln MKX Base

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

2015 Lincoln MKX Base

Ann Arbor, MI

Unscored
$6,775126,079 mi

Comparison: 19 similar vehicles

Ann Arbor, MI

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Ann Arbor, MI

Unscored
$6,964131,358 mi

Comparison: 10 similar vehicles

Ann Arbor, MI

2016 GMC Acadia SLE-1

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

2016 GMC Acadia SLE-1

Ann Arbor, MI

Unscored
$6,995122,420 mi

Comparison: 8 similar vehicles

Ann Arbor, MI

2016 Subaru Impreza Premium

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

2016 Subaru Impreza Premium

Ann Arbor, MI

Fair PriceLimited · 10
$6,995111,877 mi

Market: $6,950 – $13,848

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Ann Arbor, MI

2013 Volkswagen CC Sport

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

2013 Volkswagen CC Sport

Ann Arbor, MI

UnscoredInsufficient · 0
$6,99592,306 mi

Ann Arbor, MI

2009 Pontiac G8 Base

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

2009 Pontiac G8 Base

Ann Arbor, MI

Unscored
$6,995104,974 mi

Comparison: 6 similar vehicles

Ann Arbor, MI

2002 Lexus ES 300

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

2002 Lexus ES 300

Ann Arbor, MI

UnscoredInsufficient · 0
$6,99594,834 mi

Ann Arbor, MI

1997 Toyota 4Runner SR5 V6

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

1997 Toyota 4Runner SR5 V6

Ann Arbor, MI

UnscoredInsufficient · 0
$6,995174,938 mi

Ann Arbor, MI

2011 Honda Civic LX

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

2011 Honda Civic LX

Ann Arbor, MI

Unscored
$6,998127,730 mi

Comparison: 27 similar vehicles

Ann Arbor, MI

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Ann Arbor, MI

Fair PriceRobust · 56
$7,05499,317 mi

Market: $4,999 – $17,560

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Ann Arbor, MI

2017 Jeep Patriot Sport

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

2017 Jeep Patriot Sport

Ann Arbor, MI

Fair PriceRobust · 65
$7,10290,306 mi

Market: $3,600 – $19,388

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Ann Arbor, MI

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Ann Arbor, MI

Unscored
$7,259135,278 mi

Comparison: 39 similar vehicles

Ann Arbor, MI

2007 Toyota Avalon Limited

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

2007 Toyota Avalon Limited

Ann Arbor, MI

UnscoredInsufficient · 0
$7,495108,812 mi

Ann Arbor, MI

1999 GMC Sonoma SLS

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

1999 GMC Sonoma SLS

Ann Arbor, MI

UnscoredInsufficient · 0
$7,49554,226 mi

Ann Arbor, MI

2019 Ford Escape SE

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

2019 Ford Escape SE

Ann Arbor, MI

Unscored
$7,590148,211 mi

Comparison: 39 similar vehicles

Ann Arbor, MI

2017 Lincoln MKC Premiere

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

2017 Lincoln MKC Premiere

Ann Arbor, MI

Unscored
$7,595167,136 mi

Comparison: 27 similar vehicles

Ann Arbor, MI

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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