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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 · November 3, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

5,300 listings found

2008 Honda Odyssey EX-L

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

2008 Honda Odyssey EX-L

Katy, TX

UnscoredInsufficient · 3
$3,500202,003 mi

Comparison: 3 similar vehicles

Katy, TX

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Katy, TX

Unscored
$3,999144,321 mi

Comparison: 5 similar vehicles

Katy, TX

2012 Hyundai Accent GS

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

2012 Hyundai Accent GS

Katy, TX

UnscoredInsufficient · 0
$3,999166,215 mi

Katy, TX

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Katy, TX

Unscored
$3,99998,605 mi

Comparison: 5 similar vehicles

Katy, TX

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Katy, TX

Fair PriceLimited · 13
$4,499119,920 mi

Market: $3,950 – $11,950

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Katy, TX

2014 BMW i3 Base

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

2014 BMW i3 Base

Katy, TX

UnscoredInsufficient · 0
$4,49992,425 mi

Katy, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Katy, TX

Unscored
$4,499137,897 mi

Comparison: 6 similar vehicles

Katy, TX

1999 Honda CR-V LX

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

1999 Honda CR-V LX

Katy, TX

UnscoredInsufficient · 0
$4,720210,700 mi

Katy, TX

2013 Buick Enclave Premium

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

2013 Buick Enclave Premium

Katy, TX

Unscored
$4,999180,652 mi

Comparison: 13 similar vehicles

Katy, TX

2003 Mitsubishi Montero Sport LS

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

2003 Mitsubishi Montero Sport LS

Katy, TX

UnscoredInsufficient · 0
$4,999161,538 mi

Katy, TX

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Katy, TX

Unscored
$5,000137,523 mi

Comparison: 9 similar vehicles

Katy, TX

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Katy, TX

UnscoredInsufficient · 0
$5,019175,900 mi

Katy, TX

2016 Nissan Sentra SR

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

2016 Nissan Sentra SR

Katy, TX

UnscoredInsufficient · 3
$5,499131,355 mi

Comparison: 3 similar vehicles

Katy, TX

2016 Kia Forte LX

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

2016 Kia Forte LX

Katy, TX

Fair PriceModerate · 21
$5,499104,035 mi

Market: $4,900 – $13,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Katy, TX

2016 Kia Soul Base

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

2016 Kia Soul Base

Katy, TX

Fair PriceModerate · 34
$5,499107,218 mi

Market: $3,300 – $13,944

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Katy, TX

2013 MINI Countryman S

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

2013 MINI Countryman S

Katy, TX

UnscoredInsufficient · 3
$5,499131,942 mi

Comparison: 3 similar vehicles

Katy, TX

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Katy, TX

UnscoredInsufficient · 0
$5,500137,001 mi

Katy, TX

2013 Ford Edge SE

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

2013 Ford Edge SE

Katy, TX

Unscored
$5,750132,246 mi

Comparison: 8 similar vehicles

Katy, TX

2013 Subaru Outback Premium

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

2013 Subaru Outback Premium

Katy, TX

Unscored
$5,750157,280 mi

Comparison: 5 similar vehicles

Katy, TX

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Katy, TX

Fair PriceModerate · 23
$5,799102,995 mi

Market: $1,199 – $18,795

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Katy, TX

2010 Ford Explorer Sport Trac Limited

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

2010 Ford Explorer Sport Trac Limited

Katy, TX

UnscoredInsufficient · 0
$5,995338,862 mi

Katy, TX

2019 Nissan NV200 SV

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

2019 Nissan NV200 SV

Katy, TX

UnscoredInsufficient · 0
$5,999208,862 mi

Katy, TX

2015 Volkswagen Passat SE

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

2015 Volkswagen Passat SE

Katy, TX

UnscoredInsufficient · 3
$5,999176,932 mi

Comparison: 3 similar vehicles

Katy, TX

2014 Honda CR-V LX

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

2014 Honda CR-V LX

Katy, TX

Unscored
$5,999191,497 mi

Comparison: 16 similar vehicles

Katy, TX

2014 Kia Sorento EX

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

2014 Kia Sorento EX

Katy, TX

UnscoredInsufficient · 3
$5,999132,629 mi

Comparison: 3 similar vehicles

Katy, TX

2014 Mercedes-Benz C-Class C250 Luxury

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

2014 Mercedes-Benz C-Class C250 Luxury

Katy, TX

UnscoredInsufficient · 4
$5,99973,609 mi

Comparison: 4 similar vehicles

Katy, TX

2013 Ford Escape SE

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

2013 Ford Escape SE

Katy, TX

Fair PriceLimited · 16
$5,999107,532 mi

Market: $4,995 – $15,900

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Katy, TX

2007 Lincoln Navigator Luxury

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

2007 Lincoln Navigator Luxury

Katy, TX

UnscoredInsufficient · 0
$5,999132,757 mi

Katy, TX

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Katy, TX

Unscored
$6,224200,000 mi

Comparison: 6 similar vehicles

Katy, TX

2019 Jeep Cherokee Latitude Plus

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

2019 Jeep Cherokee Latitude Plus

Katy, TX

Unscored
$6,499149,726 mi

Comparison: 30 similar vehicles

Katy, TX

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Katy, TX

Fair PriceModerate · 32
$6,499118,352 mi

Market: $5,999 – $15,990

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Katy, TX

2017 FIAT 500e Battery Electric

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

2017 FIAT 500e Battery Electric

Katy, TX

UnscoredInsufficient · 0
$6,49961,127 mi

Katy, TX

2015 Kia Forte LX

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

2015 Kia Forte LX

Katy, TX

UnscoredInsufficient · 4
$6,499102,857 mi

Comparison: 4 similar vehicles

Katy, TX

2015 Mercedes-Benz GLA-Class GLA250

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

2015 Mercedes-Benz GLA-Class GLA250

Katy, TX

Unscored
$6,750163,824 mi

Comparison: 11 similar vehicles

Katy, TX

2014 MINI Countryman S

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

2014 MINI Countryman S

Katy, TX

Unscored
$6,88887,043 mi

Comparison: 5 similar vehicles

Katy, TX

2015 BMW X1 28i

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

2015 BMW X1 28i

Katy, TX

Unscored
$6,900106,295 mi

Comparison: 6 similar vehicles

Katy, TX

2014 Jeep Cherokee Sport

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

2014 Jeep Cherokee Sport

Katy, TX

UnscoredInsufficient · 4
$6,900140,124 mi

Comparison: 4 similar vehicles

Katy, TX

2013 Volkswagen Tiguan SEL

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

2013 Volkswagen Tiguan SEL

Katy, TX

UnscoredInsufficient · 3
$6,900125,558 mi

Comparison: 3 similar vehicles

Katy, TX

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Katy, TX

Unscored
$6,905126,030 mi

Comparison: 7 similar vehicles

Katy, TX

2020 Nissan Altima S

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

2020 Nissan Altima S

Katy, TX

Unscored
$6,999168,067 mi

Comparison: 38 similar vehicles

Katy, TX

2014 Buick Encore Base

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

2014 Buick Encore Base

Katy, TX

Unscored
$6,99984,204 mi

Comparison: 9 similar vehicles

Katy, TX

2019 Ford Taurus SE

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

2019 Ford Taurus SE

Katy, TX

UnscoredInsufficient · 0
$7,000146,500 mi

Katy, TX

2019 Kia Optima EX

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

2019 Kia Optima EX

Katy, TX

UnscoredInsufficient · 3
$7,000102,000 mi

Comparison: 3 similar vehicles

Katy, TX

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Katy, TX

Unscored
$7,000158,000 mi

Comparison: 13 similar vehicles

Katy, TX

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Katy, TX

Unscored
$7,116124,662 mi

Comparison: 8 similar vehicles

Katy, TX

2001 Toyota Highlander Base

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

2001 Toyota Highlander Base

Katy, TX

UnscoredInsufficient · 0
$7,220103,035 mi

Katy, TX

2017 Ford Explorer Base

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

2017 Ford Explorer Base

Katy, TX

Unscored
$7,399148,330 mi

Comparison: 8 similar vehicles

Katy, TX

2015 Volvo XC60 Premier

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

2015 Volvo XC60 Premier

Katy, TX

UnscoredInsufficient · 3
$7,399125,721 mi

Comparison: 3 similar vehicles

Katy, TX

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Katy, TX

UnscoredInsufficient · 4
$7,500133,225 mi

Comparison: 4 similar vehicles

Katy, TX

2015 Ford Escape SE

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

2015 Ford Escape SE

Katy, TX

Fair PriceLimited · 12
$7,500106,000 mi

Market: $4,995 – $9,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Katy, TX

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.
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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