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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

184 listings found

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Lakeview, MI

UnscoredLimited · 19
$2,500428,500 mi

Comparison: 19 similar vehicles

Lakeview, 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

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

2008 Nissan Altima S

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

2008 Nissan Altima S

Howard City, MI

UnscoredLimited · 6
$2,995201,719 mi

Comparison: 6 similar vehicles

Howard City, MI

2004 Honda Accord EX

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

2004 Honda Accord EX

Cedar Springs, MI

UnscoredLimited · 8
$2,995258,000 mi

Comparison: 8 similar vehicles

Cedar Springs, 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

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Howard City, MI

UnscoredModerate · 36
$3,495147,394 mi

Comparison: 36 similar vehicles

Howard City, MI

2003 Honda Accord EX

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

2003 Honda Accord EX

Lakeview, MI

UnscoredLimited · 13
$3,495208,300 mi

Comparison: 13 similar vehicles

Lakeview, MI

2011 Lincoln MKS Base

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

2011 Lincoln MKS Base

Big Rapids, MI

UnscoredLimited · 8
$3,500222,711 mi

Comparison: 8 similar vehicles

Big Rapids, 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

2009 Honda Civic LX

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

2009 Honda Civic LX

Lakeview, MI

UnscoredModerate · 35
$3,995224,500 mi

Comparison: 35 similar vehicles

Lakeview, MI

2007 Ford Fusion SEL

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

2007 Ford Fusion SEL

Howard City, MI

UnscoredInsufficient · 3
$3,995113,158 mi

Comparison: 3 similar vehicles

Howard City, MI

2003 Buick Park Avenue Base

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

2003 Buick Park Avenue Base

Howard City, MI

UnscoredInsufficient · 0
$3,995131,577 mi

Howard 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

Manistee, MI

UnscoredModerate · 22
$4,000171,000 mi

Comparison: 22 similar vehicles

Manistee, 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

2007 Buick LaCrosse CXL

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

2007 Buick LaCrosse CXL

Twin Lake, MI

UnscoredLimited · 5
$4,620164,789 mi

Comparison: 5 similar vehicles

Twin 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 Buick Verano 1SG

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

2013 Buick Verano 1SG

Ludington, MI

UnscoredInsufficient · 4
$4,990177,725 mi

Comparison: 4 similar vehicles

Ludington, 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

2016 Buick Verano 1SD

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

2016 Buick Verano 1SD

Cedar Springs, MI

UnscoredLimited · 7
$4,995129,000 mi

Comparison: 7 similar vehicles

Cedar Springs, 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

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Lakeview, MI

UnscoredInsufficient · 4
$4,995109,600 mi

Comparison: 4 similar vehicles

Lakeview, 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

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Big Rapids, MI

UnscoredLimited · 7
$4,999144,259 mi

Comparison: 7 similar vehicles

Big Rapids, MI

2016 Volkswagen Jetta SEL

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

2016 Volkswagen Jetta SEL

Manistee, MI

UnscoredLimited · 7
$5,000222,855 mi

Comparison: 7 similar vehicles

Manistee, MI

2013 Buick LaCrosse Base

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

2013 Buick LaCrosse Base

Reed City, MI

UnscoredInsufficient · 0
$5,900132,972 mi

Reed 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

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Cedar Springs, MI

Fair PriceModerate · 44
$5,99592,000 mi

Market: $2,995 – $13,000

Comparison: 44 similar vehicles

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

Cedar Springs, MI

2012 Cadillac CTS Sport Sedan Base

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

2012 Cadillac CTS Sport Sedan Base

Lakeview, MI

UnscoredInsufficient · 4
$5,995161,000 mi

Comparison: 4 similar vehicles

Lakeview, 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

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Stanwood, MI

UnscoredModerate · 32
$6,000125,987 mi

Comparison: 32 similar vehicles

Stanwood, 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

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Cadillac, MI

UnscoredLimited · 6
$6,89993,259 mi

Comparison: 6 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

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 Honda Civic EX-T

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

2016 Honda Civic EX-T

Lakeview, MI

UnscoredLimited · 11
$6,995211,900 mi

Comparison: 11 similar vehicles

Lakeview, MI

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Lakeview, MI

UnscoredModerate · 30
$6,995126,600 mi

Comparison: 30 similar vehicles

Lakeview, MI

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Rockford, MI

UnscoredModerate · 20
$6,999138,926 mi

Comparison: 20 similar vehicles

Rockford, MI

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Big Rapids, MI

UnscoredModerate · 31
$7,495159,056 mi

Comparison: 31 similar vehicles

Big Rapids, MI

2016 Kia Cadenza Premium

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

2016 Kia Cadenza Premium

Cadillac, MI

UnscoredInsufficient · 0
$7,990128,072 mi

Cadillac, MI

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Rockford, MI

UnscoredLimited · 7
$7,995197,236 mi

Comparison: 7 similar vehicles

Rockford, MI

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Shepherd, MI

Fair PriceLimited · 13
$7,995114,517 mi

Market: $3,999 – $9,500

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Shepherd, 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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