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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

889 listings found

2010 Kia Forte EX

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

2010 Kia Forte EX

Clinton Township, MI

UnscoredLimited · 7
$2,295282,133 mi

Comparison: 7 similar vehicles

Clinton Township, MI

1999 Toyota Corolla LE

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

1999 Toyota Corolla LE

Shelby Township, MI

UnscoredInsufficient · 0
$2,499186,502 mi

Shelby Township, MI

2008 Mercury Sable Premier

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

2008 Mercury Sable Premier

Imlay City, MI

UnscoredInsufficient · 3
$2,500236,725 mi

Comparison: 3 similar vehicles

Imlay City, MI

2006 Honda Accord SE

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

2006 Honda Accord SE

Mount Clemens, MI

UnscoredInsufficient · 0
$2,500381,853 mi

Mount Clemens, MI

2007 BMW 3 Series 328xi

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

2007 BMW 3 Series 328xi

Casco, MI

UnscoredInsufficient · 0
$2,600150,585 mi

Casco, MI

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Mount Clemens, MI

UnscoredInsufficient · 3
$2,650165,208 mi

Comparison: 3 similar vehicles

Mount Clemens, MI

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Casco, MI

UnscoredLimited · 5
$2,800213,500 mi

Comparison: 5 similar vehicles

Casco, MI

2018 Ford Focus SEL

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

2018 Ford Focus SEL

New Baltimore, MI

UnscoredLimited · 11
$2,850174,319 mi

Comparison: 11 similar vehicles

New Baltimore, MI

2007 BMW 5 Series 525i

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

2007 BMW 5 Series 525i

Lapeer, MI

UnscoredInsufficient · 0
$2,950220,411 mi

Lapeer, MI

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Shelby Township, MI

UnscoredLimited · 13
$2,995147,369 mi

Comparison: 13 similar vehicles

Shelby Township, MI

2009 BMW 3 Series 328xi

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

2009 BMW 3 Series 328xi

New Baltimore, MI

UnscoredInsufficient · 4
$2,999193,232 mi

Comparison: 4 similar vehicles

New Baltimore, MI

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Marine City, MI

UnscoredModerate · 25
$3,000186,342 mi

Comparison: 25 similar vehicles

Marine City, MI

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

Marlette, MI

UnscoredLimited · 10
$3,174181,141 mi

Comparison: 10 similar vehicles

Marlette, MI

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Shelby Township, MI

UnscoredLimited · 6
$3,199184,482 mi

Comparison: 6 similar vehicles

Shelby Township, MI

2010 Cadillac CTS Luxury Collection

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

2010 Cadillac CTS Luxury Collection

Clinton Township, MI

UnscoredInsufficient · 4
$3,295150,000 mi

Comparison: 4 similar vehicles

Clinton Township, MI

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Metamora, MI

UnscoredInsufficient · 4
$3,300207,544 mi

Comparison: 4 similar vehicles

Metamora, MI

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Mount Clemens, MI

UnscoredLimited · 7
$3,450143,710 mi

Comparison: 7 similar vehicles

Mount Clemens, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Clinton Township, MI

UnscoredModerate · 27
$3,495161,085 mi

Comparison: 27 similar vehicles

Clinton Township, MI

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Clinton Township, MI

UnscoredInsufficient · 4
$3,495173,267 mi

Comparison: 4 similar vehicles

Clinton Township, MI

2008 Chevrolet Impala LTZ

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

2008 Chevrolet Impala LTZ

Clinton Township, MI

UnscoredLimited · 8
$3,495190,085 mi

Comparison: 8 similar vehicles

Clinton Township, MI

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

New Baltimore, MI

UnscoredLimited · 10
$3,499157,057 mi

Comparison: 10 similar vehicles

New Baltimore, MI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Shelby Township, MI

UnscoredLimited · 11
$3,500147,480 mi

Comparison: 11 similar vehicles

Shelby Township, MI

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Shelby Township, MI

UnscoredInsufficient · 3
$3,599161,600 mi

Comparison: 3 similar vehicles

Shelby Township, MI

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Clinton Township, MI

UnscoredLimited · 8
$3,809146,295 mi

Comparison: 8 similar vehicles

Clinton Township, MI

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Imlay City, MI

UnscoredLimited · 15
$3,810204,721 mi

Comparison: 15 similar vehicles

Imlay City, MI

2016 Hyundai Accent SE

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

2016 Hyundai Accent SE

Macomb, MI

UnscoredLimited · 6
$3,814141,589 mi

Comparison: 6 similar vehicles

Macomb, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Lapeer, MI

UnscoredModerate · 34
$3,895154,785 mi

Comparison: 34 similar vehicles

Lapeer, MI

2011 Lexus HS Premium

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

2011 Lexus HS Premium

Macomb, MI

UnscoredInsufficient · 0
$3,954179,322 mi

Macomb, MI

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Clinton Township, MI

UnscoredLimited · 10
$3,995165,875 mi

Comparison: 10 similar vehicles

Clinton Township, MI

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Port Huron, MI

UnscoredLimited · 19
$3,995185,125 mi

Comparison: 19 similar vehicles

Port Huron, MI

2012 Ford Focus SE

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

2012 Ford Focus SE

Clinton Township, MI

UnscoredModerate · 28
$3,995140,233 mi

Comparison: 28 similar vehicles

Clinton Township, MI

2012 Ford Fiesta SE

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

2012 Ford Fiesta SE

Clinton Township, MI

UnscoredLimited · 18
$3,995152,455 mi

Comparison: 18 similar vehicles

Clinton Township, MI

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Clinton Township, MI

UnscoredLimited · 8
$3,995165,000 mi

Comparison: 8 similar vehicles

Clinton Township, MI

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Clinton Township, MI

UnscoredLimited · 6
$3,995177,124 mi

Comparison: 6 similar vehicles

Clinton Township, MI

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Clinton Township, MI

UnscoredLimited · 8
$3,995177,254 mi

Comparison: 8 similar vehicles

Clinton Township, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Clinton Township, MI

UnscoredModerate · 27
$3,995178,790 mi

Comparison: 27 similar vehicles

Clinton Township, MI

2010 Mazda MAZDA3 i Sport

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

2010 Mazda MAZDA3 i Sport

Clinton Township, MI

UnscoredInsufficient · 3
$3,995173,836 mi

Comparison: 3 similar vehicles

Clinton Township, MI

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Clinton Township, MI

UnscoredLimited · 16
$3,995191,237 mi

Comparison: 16 similar vehicles

Clinton Township, MI

2002 Jaguar X-Type Base

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

2002 Jaguar X-Type Base

Port Huron, MI

UnscoredInsufficient · 0
$3,995157,435 mi

Port Huron, MI

2015 Chevrolet Sonic LTZ

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

2015 Chevrolet Sonic LTZ

New Baltimore, MI

UnscoredInsufficient · 4
$3,999149,231 mi

Comparison: 4 similar vehicles

New Baltimore, MI

2015 Nissan Sentra SL

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

2015 Nissan Sentra SL

New Baltimore, MI

UnscoredInsufficient · 0
$3,999154,312 mi

New Baltimore, MI

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Mount Clemens, MI

UnscoredLimited · 13
$4,000195,300 mi

Comparison: 13 similar vehicles

Mount Clemens, MI

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Mount Clemens, MI

UnscoredLimited · 10
$4,000234,283 mi

Comparison: 10 similar vehicles

Mount Clemens, MI

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Mount Clemens, MI

UnscoredLimited · 12
$4,000292,280 mi

Comparison: 12 similar vehicles

Mount Clemens, MI

2008 Chrysler 300 Touring

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

2008 Chrysler 300 Touring

Macomb, MI

UnscoredInsufficient · 3
$4,109163,142 mi

Comparison: 3 similar vehicles

Macomb, MI

2016 Buick Regal Premium 2

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

2016 Buick Regal Premium 2

Mount Clemens, MI

UnscoredInsufficient · 4
$4,295156,050 mi

Comparison: 4 similar vehicles

Mount Clemens, MI

2010 Mazda MAZDA6 i Touring

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

2010 Mazda MAZDA6 i Touring

Casco, MI

UnscoredInsufficient · 0
$4,295163,106 mi

Casco, MI

2013 Ford Focus SE

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

2013 Ford Focus SE

Macomb, MI

UnscoredLimited · 11
$4,304142,198 mi

Comparison: 11 similar vehicles

Macomb, MI

2014 Buick Regal Premium 1 4WD

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

2014 Buick Regal Premium 1 4WD

Clinton Township, MI

UnscoredInsufficient · 0
$4,309156,800 mi

Clinton Township, MI

2009 Ford Focus SEL

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

2009 Ford Focus SEL

Macomb, MI

UnscoredInsufficient · 0
$4,309127,339 mi

Macomb, 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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