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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

416 listings found

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Keokuk, IA

UnscoredInsufficient · 3
$2,500113,544 mi

Comparison: 3 similar vehicles

Keokuk, IA

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Keokuk, IA

UnscoredInsufficient · 0
$2,800190,669 mi

Keokuk, IA

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Keokuk, IA

UnscoredLimited · 11
$2,800185,660 mi

Comparison: 11 similar vehicles

Keokuk, IA

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Keokuk, IA

UnscoredLimited · 6
$3,000203,321 mi

Comparison: 6 similar vehicles

Keokuk, IA

2010 Kia Optima LX

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

2010 Kia Optima LX

Keokuk, IA

UnscoredInsufficient · 0
$3,100166,945 mi

Keokuk, IA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Keokuk, IA

UnscoredRobust · 58
$3,200198,905 mi

Comparison: 58 similar vehicles

Keokuk, IA

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Keokuk, IA

UnscoredLimited · 10
$3,200214,015 mi

Comparison: 10 similar vehicles

Keokuk, IA

2005 Chevrolet Classic Base

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

2005 Chevrolet Classic Base

Kirksville, MO

UnscoredInsufficient · 0
$3,950147,790 mi

Kirksville, MO

2004 Pontiac Grand Am SE1

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

2004 Pontiac Grand Am SE1

Quincy, IL

UnscoredInsufficient · 0
$4,250109,268 mi

Quincy, IL

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Macon, MO

UnscoredRobust · 56
$4,500248,673 mi

Comparison: 56 similar vehicles

Macon, MO

2014 Ford Fiesta S

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

2014 Ford Fiesta S

Quincy, IL

UnscoredInsufficient · 0
$4,553146,914 mi

Quincy, IL

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Quincy, IL

UnscoredLimited · 6
$4,763173,291 mi

Comparison: 6 similar vehicles

Quincy, IL

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Macon, MO

UnscoredModerate · 25
$4,995187,764 mi

Comparison: 25 similar vehicles

Macon, MO

2002 Toyota Avalon XL

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

2002 Toyota Avalon XL

Kirksville, MO

UnscoredInsufficient · 0
$5,650149,100 mi

Kirksville, MO

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Kirksville, MO

UnscoredModerate · 36
$5,950179,300 mi

Comparison: 36 similar vehicles

Kirksville, MO

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Macon, MO

UnscoredInsufficient · 3
$5,995148,511 mi

Comparison: 3 similar vehicles

Macon, MO

2013 Nissan Versa Sedan S

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

2013 Nissan Versa Sedan S

Palmyra, MO

UnscoredInsufficient · 0
$6,495137,327 mi

Palmyra, MO

2005 Honda Accord EX

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

2005 Honda Accord EX

Quincy, IL

UnscoredLimited · 8
$6,973183,203 mi

Comparison: 8 similar vehicles

Quincy, IL

2004 Jaguar XJ Series XJ8

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

2004 Jaguar XJ Series XJ8

Quincy, IL

Salvage title
$7,00794,862 mi

Quincy, IL

2004 Mercedes-Benz E-Class E500 4Matic

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

2004 Mercedes-Benz E-Class E500 4Matic

Bloomfield, IA

UnscoredInsufficient · 0
$7,30091,000 mi

Bloomfield, IA

2013 Hyundai Sonata Hybrid Base

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

2013 Hyundai Sonata Hybrid Base

Quincy, IL

UnscoredInsufficient · 0
$7,308117,053 mi

Quincy, IL

2013 Honda Civic LX

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

2013 Honda Civic LX

Quincy, IL

UnscoredModerate · 25
$7,323231,232 mi

Comparison: 25 similar vehicles

Quincy, IL

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Quincy, IL

Fair PriceLimited · 15
$7,567100,458 mi

Market: $4,990 – $9,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Quincy, IL

2015 Chevrolet Impala 2LT

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

2015 Chevrolet Impala 2LT

Quincy, IL

UnscoredLimited · 9
$7,900172,049 mi

Comparison: 9 similar vehicles

Quincy, IL

2017 Buick Regal Sport Touring

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

2017 Buick Regal Sport Touring

Kirksville, MO

UnscoredLimited · 11
$7,950145,940 mi

Comparison: 11 similar vehicles

Kirksville, MO

2019 Chevrolet Cruze LS

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

2019 Chevrolet Cruze LS

Quincy, IL

UnscoredLimited · 15
$7,995139,240 mi

Comparison: 15 similar vehicles

Quincy, IL

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Macon, MO

UnscoredModerate · 44
$7,995168,040 mi

Comparison: 44 similar vehicles

Macon, MO

2013 Lincoln MKZ Base

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

2013 Lincoln MKZ Base

Quincy, IL

UnscoredLimited · 5
$7,997188,957 mi

Comparison: 5 similar vehicles

Quincy, IL

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Keokuk, IA

UnscoredModerate · 40
$7,999166,364 mi

Comparison: 40 similar vehicles

Keokuk, IA

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Palmyra, MO

UnscoredLimited · 5
$8,400176,800 mi

Comparison: 5 similar vehicles

Palmyra, MO

2015 Chevrolet Malibu 1LZ

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

2015 Chevrolet Malibu 1LZ

Bloomfield, IA

UnscoredLimited · 8
$8,495128,405 mi

Comparison: 8 similar vehicles

Bloomfield, IA

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Palmyra, MO

UnscoredModerate · 31
$8,495156,225 mi

Comparison: 31 similar vehicles

Palmyra, MO

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Keokuk, IA

UnscoredLimited · 6
$8,990152,358 mi

Comparison: 6 similar vehicles

Keokuk, IA

2020 Hyundai Elantra SEL

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

2020 Hyundai Elantra SEL

Quincy, IL

UnscoredInsufficient · 3
$8,990128,041 mi

Comparison: 3 similar vehicles

Quincy, IL

2011 Honda Accord LX-P

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

2011 Honda Accord LX-P

Quincy, IL

UnscoredInsufficient · 0
$8,990143,380 mi

Quincy, IL

2019 Kia Optima S

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

2019 Kia Optima S

Palmyra, MO

UnscoredInsufficient · 4
$8,995150,832 mi

Comparison: 4 similar vehicles

Palmyra, MO

2012 Buick LaCrosse Leather

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

2012 Buick LaCrosse Leather

Palmyra, MO

UnscoredInsufficient · 0
$8,995155,870 mi

Palmyra, MO

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Bloomfield, IA

UnscoredModerate · 30
$9,000129,500 mi

Comparison: 30 similar vehicles

Bloomfield, IA

2015 Buick LaCrosse Base

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

2015 Buick LaCrosse Base

Bloomfield, IA

UnscoredInsufficient · 0
$9,195137,450 mi

Bloomfield, IA

2011 Toyota Camry Base

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

2011 Toyota Camry Base

Bloomfield, IA

UnscoredLimited · 5
$9,300140,715 mi

Comparison: 5 similar vehicles

Bloomfield, IA

2020 Ford Fusion SEL

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

2020 Ford Fusion SEL

Macon, MO

UnscoredModerate · 25
$9,500132,534 mi

Comparison: 25 similar vehicles

Macon, MO

2014 Toyota Corolla S Plus

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

2014 Toyota Corolla S Plus

Quincy, IL

UnscoredLimited · 12
$9,540160,606 mi

Comparison: 12 similar vehicles

Quincy, IL

2020 Hyundai Elantra Value Edition

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

2020 Hyundai Elantra Value Edition

Quincy, IL

UnscoredInsufficient · 0
$9,885123,304 mi

Quincy, IL

2018 Ford Focus SE

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

2018 Ford Focus SE

Quincy, IL

UnscoredLimited · 15
$9,990142,540 mi

Comparison: 15 similar vehicles

Quincy, IL

2020 Ford Fusion S

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

2020 Ford Fusion S

Macon, MO

Great DealLimited · 11
$9,99562,702 mi

Market: $10,999 – $16,288

Comparison: 11 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 87 days listed (based on current market benchmarks)

Macon, MO

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Macon, MO

Fair PriceModerate · 22
$9,99580,905 mi

Market: $7,750 – $11,990

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Macon, MO

2015 Kia Forte EX

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

2015 Kia Forte EX

Macon, MO

UnscoredInsufficient · 0
$9,99595,886 mi

Macon, MO

2014 Chevrolet Malibu 2LT

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

2014 Chevrolet Malibu 2LT

Keokuk, IA

OverpricedLimited · 14
$9,999138,642 mi

Market: $5,486 – $9,995

Comparison: 14 similar vehicles

Keokuk, IA

2017 Honda Accord LX

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

2017 Honda Accord LX

Quincy, IL

UnscoredLimited · 7
$10,000189,715 mi

Comparison: 7 similar vehicles

Quincy, IL

2016 BMW 3 Series 320i

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

2016 BMW 3 Series 320i

Quincy, IL

UnscoredInsufficient · 0
$10,250103,630 mi

Quincy, IL

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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