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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

364 listings found

2014 Ford Focus SE

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

2014 Ford Focus SE

Waterloo, IA

UnscoredRobust · 71
$1,900217,833 mi

Comparison: 71 similar vehicles

Waterloo, IA

No Photo

2015 Chevrolet Cruze 1LT

Waterloo, IA

UnscoredModerate · 49
$2,500181,000 mi

Comparison: 49 similar vehicles

Waterloo, IA

No Photo

2003 Dodge Neon SXT

Manchester, IA

UnscoredInsufficient · 0
$2,550102,334 mi

Manchester, IA

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Waterloo, IA

UnscoredModerate · 27
$2,600201,251 mi

Comparison: 27 similar vehicles

Waterloo, IA

2008 Nissan Altima S

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

2008 Nissan Altima S

Waterloo, IA

UnscoredInsufficient · 4
$2,700191,246 mi

Comparison: 4 similar vehicles

Waterloo, IA

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Waterloo, IA

UnscoredInsufficient · 0
$2,80087,233 mi

Waterloo, IA

No Photo

2015 Chevrolet Malibu 1LT

Manchester, IA

UnscoredRobust · 50
$2,850217,000 mi

Comparison: 50 similar vehicles

Manchester, IA

No Photo

2008 Audi A4 Base

Manchester, IA

UnscoredInsufficient · 4
$2,850188,541 mi

Comparison: 4 similar vehicles

Manchester, IA

2010 Kia Forte EX

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

2010 Kia Forte EX

Waterloo, IA

UnscoredInsufficient · 0
$3,075240,622 mi

Waterloo, IA

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Harmony, MN

UnscoredLimited · 6
$3,250171,000 mi

Comparison: 6 similar vehicles

Harmony, MN

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Manchester, IA

UnscoredLimited · 5
$3,350181,328 mi

Comparison: 5 similar vehicles

Manchester, IA

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Manchester, IA

UnscoredLimited · 9
$3,350179,467 mi

Comparison: 9 similar vehicles

Manchester, IA

No Photo

2008 Ford Fusion SEL

Manchester, IA

Salvage title
$3,350Mileage not verified

Manchester, IA

2004 Pontiac Bonneville GXP

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

2004 Pontiac Bonneville GXP

Manchester, IA

UnscoredInsufficient · 0
$3,350178,505 mi

Manchester, IA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Waterloo, IA

UnscoredModerate · 26
$3,487244,195 mi

Comparison: 26 similar vehicles

Waterloo, IA

2008 Cadillac DTS 1SE

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

2008 Cadillac DTS 1SE

Manchester, IA

UnscoredInsufficient · 0
$3,550191,648 mi

Manchester, IA

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Waterloo, IA

UnscoredLimited · 7
$3,623178,474 mi

Comparison: 7 similar vehicles

Waterloo, IA

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Manchester, IA

UnscoredModerate · 45
$3,850168,000 mi

Comparison: 45 similar vehicles

Manchester, IA

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Spillville, IA

UnscoredInsufficient · 0
$3,900164,066 mi

Spillville, IA

2008 Honda Accord EX V6

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

2008 Honda Accord EX V6

Waterloo, IA

UnscoredInsufficient · 0
$3,981182,852 mi

Waterloo, IA

2014 Ford Focus SE

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

2014 Ford Focus SE

Waterloo, IA

Salvage title
$4,330137,501 mi

Waterloo, IA

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Waterloo, IA

UnscoredLimited · 9
$4,380183,320 mi

Comparison: 9 similar vehicles

Waterloo, IA

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Waterloo, IA

UnscoredInsufficient · 3
$4,600170,000 mi

Comparison: 3 similar vehicles

Waterloo, IA

2013 Toyota Camry LE

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

2013 Toyota Camry LE

Waterloo, IA

UnscoredLimited · 11
$4,644239,235 mi

Comparison: 11 similar vehicles

Waterloo, IA

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Manchester, IA

UnscoredRobust · 94
$4,850259,000 mi

Comparison: 94 similar vehicles

Manchester, IA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Manchester, IA

Salvage title
$4,85087,188 mi

Manchester, IA

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Manchester, IA

UnscoredModerate · 39
$4,850143,270 mi

Comparison: 39 similar vehicles

Manchester, IA

No Photo

2013 Honda Civic LX

Manchester, IA

UnscoredRobust · 89
$4,850212,354 mi

Comparison: 89 similar vehicles

Manchester, IA

No Photo

2011 Mitsubishi Galant SE

Manchester, IA

UnscoredInsufficient · 0
$4,850Mileage not verified

Manchester, IA

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

Waterloo, IA

UnscoredInsufficient · 0
$4,900148,701 mi

Waterloo, IA

2012 Volkswagen CC Luxury

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

2012 Volkswagen CC Luxury

Waterloo, IA

UnscoredInsufficient · 0
$4,995151,161 mi

Waterloo, IA

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Waterloo, IA

UnscoredLimited · 12
$4,995129,109 mi

Comparison: 12 similar vehicles

Waterloo, IA

No Photo

2012 Chevrolet Malibu Fleet

Waterloo, IA

UnscoredInsufficient · 0
$4,999236,410 mi

Waterloo, IA

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Waterloo, IA

UnscoredModerate · 24
$5,10077,910 mi

Comparison: 24 similar vehicles

Waterloo, IA

2013 Buick Verano 1SG

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

2013 Buick Verano 1SG

Waterloo, IA

UnscoredInsufficient · 0
$5,350141,736 mi

Waterloo, IA

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Manchester, IA

UnscoredModerate · 24
$5,350158,286 mi

Comparison: 24 similar vehicles

Manchester, IA

2013 Volkswagen Jetta Base

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

2013 Volkswagen Jetta Base

Waterloo, IA

UnscoredInsufficient · 0
$5,600157,000 mi

Waterloo, IA

2009 Honda Accord LX

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

2009 Honda Accord LX

Waterloo, IA

UnscoredInsufficient · 0
$5,745198,497 mi

Waterloo, IA

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Decorah, IA

UnscoredLimited · 6
$5,795169,320 mi

Comparison: 6 similar vehicles

Decorah, IA

2008 Toyota Corolla LE

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

2008 Toyota Corolla LE

Waterloo, IA

UnscoredInsufficient · 0
$5,820165,202 mi

Waterloo, IA

2017 Volkswagen Passat R-Line

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

2017 Volkswagen Passat R-Line

Evansdale, IA

UnscoredLimited · 5
$5,900153,000 mi

Comparison: 5 similar vehicles

Evansdale, IA

2012 Volkswagen Jetta GLI Autobahn

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

2012 Volkswagen Jetta GLI Autobahn

Spillville, IA

UnscoredInsufficient · 0
$5,900136,359 mi

Spillville, IA

2007 Chrysler 300 Touring

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

2007 Chrysler 300 Touring

Spillville, IA

UnscoredInsufficient · 0
$5,900103,279 mi

Spillville, IA

2001 Mercedes-Benz S-Class S600

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

2001 Mercedes-Benz S-Class S600

Waterloo, IA

UnscoredInsufficient · 0
$5,97957,276 mi

Waterloo, IA

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

Waterloo, IA

UnscoredLimited · 7
$5,999144,949 mi

Comparison: 7 similar vehicles

Waterloo, IA

2009 Toyota Camry XLE

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

2009 Toyota Camry XLE

Waterloo, IA

UnscoredLimited · 7
$6,000189,616 mi

Comparison: 7 similar vehicles

Waterloo, IA

2003 Honda Accord LX

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

2003 Honda Accord LX

Waterloo, IA

UnscoredInsufficient · 0
$6,144109,227 mi

Waterloo, IA

2008 Buick LaCrosse CXL

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

2008 Buick LaCrosse CXL

Decorah, IA

UnscoredInsufficient · 3
$6,295120,267 mi

Comparison: 3 similar vehicles

Decorah, IA

2009 Cadillac DTS 1SC

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

2009 Cadillac DTS 1SC

Spillville, IA

UnscoredInsufficient · 0
$6,500121,177 mi

Spillville, IA

2011 Nissan Altima S

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

2011 Nissan Altima S

Decorah, IA

UnscoredInsufficient · 3
$6,579129,630 mi

Comparison: 3 similar vehicles

Decorah, IA

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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