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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

493 listings found

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

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

2000 Lexus GS 300

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

2000 Lexus GS 300

Cadillac, MI

UnscoredInsufficient · 0
$2,590309,080 mi

Cadillac, MI

2008 Buick Lucerne CX

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

2008 Buick Lucerne CX

West Branch, MI

UnscoredInsufficient · 0
$2,914163,609 mi

West Branch, 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

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

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Bay City, MI

UnscoredLimited · 12
$3,497162,500 mi

Comparison: 12 similar vehicles

Bay City, MI

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Bay City, MI

UnscoredLimited · 8
$3,497149,120 mi

Comparison: 8 similar vehicles

Bay City, MI

2013 Chevrolet Impala 1FL

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

2013 Chevrolet Impala 1FL

Gladwin, MI

UnscoredInsufficient · 0
$3,899206,188 mi

Gladwin, MI

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Houghton Lake, MI

UnscoredLimited · 6
$3,995229,970 mi

Comparison: 6 similar vehicles

Houghton Lake, MI

2010 Chrysler 300 C

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

2010 Chrysler 300 C

West Branch, MI

UnscoredInsufficient · 4
$4,014202,842 mi

Comparison: 4 similar vehicles

West Branch, MI

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Saginaw, MI

UnscoredLimited · 7
$4,268159,415 mi

Comparison: 7 similar vehicles

Saginaw, MI

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Houghton Lake, MI

UnscoredInsufficient · 0
$4,275155,309 mi

Houghton Lake, MI

2004 Saturn ION 2

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

2004 Saturn ION 2

Houghton Lake, MI

UnscoredInsufficient · 3
$4,95093,787 mi

Comparison: 3 similar vehicles

Houghton Lake, MI

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Harrison, MI

UnscoredInsufficient · 4
$4,988208,869 mi

Comparison: 4 similar vehicles

Harrison, MI

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Cadillac, MI

UnscoredLimited · 16
$4,990154,655 mi

Comparison: 16 similar vehicles

Cadillac, MI

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Cadillac, MI

UnscoredLimited · 12
$4,990154,268 mi

Comparison: 12 similar vehicles

Cadillac, MI

2009 Chrysler 300 Limited

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

2009 Chrysler 300 Limited

Clare, MI

UnscoredInsufficient · 0
$4,99587,533 mi

Clare, MI

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Saginaw, MI

UnscoredLimited · 8
$4,995101,429 mi

Comparison: 8 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

Houghton Lake, MI

UnscoredModerate · 26
$4,998196,975 mi

Comparison: 26 similar vehicles

Houghton Lake, MI

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Bay City, MI

UnscoredLimited · 9
$5,664197,413 mi

Comparison: 9 similar vehicles

Bay City, MI

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Harrison, MI

UnscoredLimited · 17
$5,988179,063 mi

Comparison: 17 similar vehicles

Harrison, MI

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Harrison, MI

UnscoredLimited · 8
$5,988186,819 mi

Comparison: 8 similar vehicles

Harrison, MI

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Cadillac, MI

UnscoredRobust · 126
$5,990123,621 mi

Comparison: 126 similar vehicles

Cadillac, MI

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Saginaw, MI

UnscoredLimited · 7
$5,995104,351 mi

Comparison: 7 similar vehicles

Saginaw, MI

2007 Cadillac DTS Luxury I

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

2007 Cadillac DTS Luxury I

Saginaw, MI

UnscoredInsufficient · 0
$5,995132,067 mi

Saginaw, MI

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Saginaw, MI

UnscoredInsufficient · 0
$5,99573,405 mi

Saginaw, MI

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Bay City, MI

UnscoredModerate · 33
$5,997164,150 mi

Comparison: 33 similar vehicles

Bay City, MI

2010 Nissan Altima S

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

2010 Nissan Altima S

Bay City, MI

UnscoredLimited · 5
$5,99797,453 mi

Comparison: 5 similar vehicles

Bay City, MI

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Houghton Lake, MI

UnscoredInsufficient · 0
$5,999156,280 mi

Houghton Lake, MI

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

St. Louis, MI

UnscoredModerate · 33
$6,165176,695 mi

Comparison: 33 similar vehicles

St. Louis, MI

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Midland, MI

UnscoredLimited · 10
$6,250144,000 mi

Comparison: 10 similar vehicles

Midland, MI

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Harrison, MI

UnscoredLimited · 7
$6,488219,953 mi

Comparison: 7 similar vehicles

Harrison, MI

2005 Toyota Camry SE

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

2005 Toyota Camry SE

Blanchard, MI

OverpricedLimited · 14
$6,50092,450 mi

Market: $5,450 – $6,376

Comparison: 14 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Blanchard, MI

2012 Chevrolet Impala LT

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

2012 Chevrolet Impala LT

Hemlock, MI

OverpricedLimited · 10
$6,695163,517 mi

Market: $4,548 – $6,488

Comparison: 10 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Hemlock, MI

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Houghton Lake, MI

UnscoredLimited · 9
$6,904128,080 mi

Comparison: 9 similar vehicles

Houghton Lake, MI

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Houghton Lake, MI

UnscoredLimited · 6
$6,950191,630 mi

Comparison: 6 similar vehicles

Houghton Lake, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Clare, MI

Fair PriceRobust · 103
$6,97573,623 mi

Market: $3,279 – $14,500

Comparison: 103 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Clare, MI

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Cadillac, MI

UnscoredRobust · 249
$6,990144,049 mi

Comparison: 249 similar vehicles

Cadillac, MI

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Cadillac, MI

OverpricedLimited · 14
$6,990159,001 mi

Market: $3,313 – $6,875

Comparison: 14 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Cadillac, MI

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Gladwin, MI

UnscoredRobust · 82
$6,995168,428 mi

Comparison: 82 similar vehicles

Gladwin, MI

2010 Chevrolet Malibu 2LT

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

2010 Chevrolet Malibu 2LT

Saginaw, MI

UnscoredLimited · 7
$6,995155,442 mi

Comparison: 7 similar vehicles

Saginaw, MI

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Saginaw, MI

Fair PriceLimited · 11
$6,99581,120 mi

Market: $3,200 – $8,000

Comparison: 11 similar vehicles

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

Saginaw, MI

2009 Lincoln MKS V6

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

2009 Lincoln MKS V6

Saginaw, MI

UnscoredLimited · 13
$6,995135,232 mi

Comparison: 13 similar vehicles

Saginaw, MI

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Saginaw, MI

UnscoredLimited · 6
$6,995132,433 mi

Comparison: 6 similar vehicles

Saginaw, MI

2009 Chrysler 300 C

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

2009 Chrysler 300 C

Midland, MI

UnscoredInsufficient · 0
$7,309123,699 mi

Midland, 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

Midland, MI

UnscoredLimited · 11
$7,361135,648 mi

Comparison: 11 similar vehicles

Midland, MI

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Bay City, MI

OverpricedLimited · 10
$7,395113,249 mi

Market: $3,214 – $6,995

Comparison: 10 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Bay City, MI

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Bay City, MI

UnscoredLimited · 5
$7,642105,052 mi

Comparison: 5 similar vehicles

Bay City, MI

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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