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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

1,534 listings found

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Chesaning, MI

UnscoredLimited · 16
$1,495302,180 mi

Comparison: 16 similar vehicles

Chesaning, MI

2002 Buick Regal LS

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

2002 Buick Regal LS

Mount Morris, MI

UnscoredInsufficient · 0
$1,999Mileage not verified

Mount Morris, MI

2005 Buick Park Avenue Base

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

2005 Buick Park Avenue Base

Fenton, MI

UnscoredInsufficient · 0
$2,000192,566 mi

Fenton, MI

2008 Chevrolet Cobalt Sport

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

2008 Chevrolet Cobalt Sport

Midland, MI

UnscoredInsufficient · 0
$2,295172,192 mi

Midland, MI

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Flint Township, MI

UnscoredInsufficient · 3
$2,309268,361 mi

Comparison: 3 similar vehicles

Flint Township, MI

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Flint, MI

UnscoredLimited · 14
$2,495165,124 mi

Comparison: 14 similar vehicles

Flint, MI

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Saginaw, MI

UnscoredInsufficient · 0
$2,495172,298 mi

Saginaw, MI

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Bay City, MI

UnscoredInsufficient · 0
$2,497203,057 mi

Bay City, MI

2002 Oldsmobile Alero GL1

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

2002 Oldsmobile Alero GL1

Mount Morris, MI

UnscoredInsufficient · 0
$2,49991,824 mi

Mount Morris, MI

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Davison, MI

UnscoredLimited · 9
$2,501213,355 mi

Comparison: 9 similar vehicles

Davison, 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

Davison, MI

UnscoredLimited · 6
$2,501284,989 mi

Comparison: 6 similar vehicles

Davison, MI

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Davison, MI

UnscoredInsufficient · 0
$2,501174,289 mi

Davison, MI

2008 Lexus ES 350

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

2008 Lexus ES 350

Davison, MI

UnscoredLimited · 5
$2,614248,948 mi

Comparison: 5 similar vehicles

Davison, MI

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Mount Morris, MI

UnscoredInsufficient · 0
$2,750196,587 mi

Mount Morris, MI

2003 Buick Regal LS

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

2003 Buick Regal LS

Flint, MI

UnscoredLimited · 5
$2,775160,856 mi

Comparison: 5 similar vehicles

Flint, MI

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Chesaning, MI

UnscoredLimited · 12
$2,795226,507 mi

Comparison: 12 similar vehicles

Chesaning, MI

2007 Kia Spectra EX

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

2007 Kia Spectra EX

Mount Morris, MI

UnscoredInsufficient · 0
$2,796175,110 mi

Mount Morris, MI

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Flint, MI

UnscoredInsufficient · 3
$2,900131,967 mi

Comparison: 3 similar vehicles

Flint, MI

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Flint, MI

UnscoredModerate · 21
$2,909218,682 mi

Comparison: 21 similar vehicles

Flint, MI

2013 Chevrolet Cruze ECO

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

2013 Chevrolet Cruze ECO

Mount Pleasant, MI

UnscoredLimited · 15
$2,950191,183 mi

Comparison: 15 similar vehicles

Mount Pleasant, 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

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Flint, MI

UnscoredModerate · 30
$2,975211,907 mi

Comparison: 30 similar vehicles

Flint, MI

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Chesaning, MI

UnscoredLimited · 9
$2,995188,318 mi

Comparison: 9 similar vehicles

Chesaning, MI

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Chesaning, MI

UnscoredLimited · 14
$2,995163,310 mi

Comparison: 14 similar vehicles

Chesaning, MI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Chesaning, MI

UnscoredModerate · 36
$2,995169,147 mi

Comparison: 36 similar vehicles

Chesaning, MI

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Chesaning, MI

UnscoredLimited · 12
$2,995191,043 mi

Comparison: 12 similar vehicles

Chesaning, MI

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Chesaning, MI

UnscoredModerate · 21
$2,995181,189 mi

Comparison: 21 similar vehicles

Chesaning, MI

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Saginaw, MI

UnscoredLimited · 16
$2,995201,495 mi

Comparison: 16 similar vehicles

Saginaw, MI

2014 Chevrolet Cruze ECO

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

2014 Chevrolet Cruze ECO

Mount Morris, MI

UnscoredInsufficient · 3
$2,996206,519 mi

Comparison: 3 similar vehicles

Mount Morris, MI

2007 Lexus ES 350

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

2007 Lexus ES 350

Mount Morris, MI

UnscoredLimited · 12
$2,999253,898 mi

Comparison: 12 similar vehicles

Mount Morris, MI

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Mount Morris, MI

UnscoredLimited · 5
$2,999173,800 mi

Comparison: 5 similar vehicles

Mount Morris, MI

2012 Lincoln MKZ Hybrid

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

2012 Lincoln MKZ Hybrid

Mount Pleasant, MI

UnscoredInsufficient · 0
$3,000360,030 mi

Mount Pleasant, 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

2008 Pontiac G6

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

2008 Pontiac G6

Mount Morris, MI

UnscoredLimited · 7
$3,180125,246 mi

Comparison: 7 similar vehicles

Mount Morris, MI

1999 Lincoln Town Car CARTIER

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

1999 Lincoln Town Car CARTIER

Flint, MI

UnscoredInsufficient · 0
$3,275183,109 mi

Flint, MI

2013 Buick Regal Premium 1

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

2013 Buick Regal Premium 1

Chesaning, MI

UnscoredLimited · 12
$3,295193,387 mi

Comparison: 12 similar vehicles

Chesaning, 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

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Flint Township, MI

UnscoredModerate · 24
$3,309162,225 mi

Comparison: 24 similar vehicles

Flint 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

Flint Township, MI

OverpricedLimited · 15
$3,309149,853 mi

Market: $1,880 – $2,809

Comparison: 15 similar vehicles

Priced ~18% above the typical market range for similar vehicles (based on current market benchmarks)

Flint 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

Flint, MI

UnscoredInsufficient · 3
$3,400173,946 mi

Comparison: 3 similar vehicles

Flint, MI

2009 Buick LaCrosse CXL

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

2009 Buick LaCrosse CXL

Flint, MI

UnscoredLimited · 7
$3,400167,050 mi

Comparison: 7 similar vehicles

Flint, MI

2014 Dodge Avenger SXT

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

2014 Dodge Avenger SXT

Flint, MI

UnscoredInsufficient · 0
$3,450206,656 mi

Flint, 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

Mount Morris, MI

UnscoredInsufficient · 0
$3,47557,898 mi

Mount Morris, MI

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Chesaning, MI

UnscoredInsufficient · 4
$3,495170,359 mi

Comparison: 4 similar vehicles

Chesaning, MI

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Chesaning, MI

UnscoredLimited · 5
$3,495211,391 mi

Comparison: 5 similar vehicles

Chesaning, MI

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Chesaning, MI

Salvage title
$3,495176,278 mi

Chesaning, MI

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Chesaning, MI

UnscoredLimited · 13
$3,495180,790 mi

Comparison: 13 similar vehicles

Chesaning, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Chesaning, MI

UnscoredRobust · 116
$3,495164,934 mi

Comparison: 116 similar vehicles

Chesaning, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Saginaw, MI

UnscoredModerate · 42
$3,495201,210 mi

Comparison: 42 similar vehicles

Saginaw, MI

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Chesaning, MI

UnscoredLimited · 12
$3,495140,068 mi

Comparison: 12 similar vehicles

Chesaning, 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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