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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 21, 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

6,781 listings found

2011 Jeep Patriot Latitude X

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

2011 Jeep Patriot Latitude X

Huntsville, TX

UnscoredInsufficient · 0
$3,750148,531 mi

Huntsville, TX

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Conroe, TX

UnscoredInsufficient · 3
$3,995179,227 mi

Comparison: 3 similar vehicles

Conroe, TX

2006 Ford Expedition King Ranch

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

2006 Ford Expedition King Ranch

Huntsville, TX

UnscoredInsufficient · 0
$4,850180,295 mi

Huntsville, TX

2016 Dodge Journey Crossroad

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

2016 Dodge Journey Crossroad

Kingwood, TX

UnscoredInsufficient · 0
$4,950163,011 mi

Kingwood, TX

2003 Subaru Forester X

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

2003 Subaru Forester X

Conroe, TX

UnscoredInsufficient · 0
$4,995178,665 mi

Conroe, TX

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Huffman, TX

UnscoredLimited · 17
$5,000138,729 mi

Comparison: 17 similar vehicles

Huffman, TX

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Conroe, TX

UnscoredInsufficient · 0
$5,495153,445 mi

Conroe, TX

2014 Ford Escape SE

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

2014 Ford Escape SE

Huntsville, TX

UnscoredModerate · 48
$5,500134,973 mi

Comparison: 48 similar vehicles

Huntsville, TX

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Cut and Shoot, TX

UnscoredModerate · 23
$5,900338,323 mi

Comparison: 23 similar vehicles

Cut and Shoot, TX

2015 Nissan Armada SL

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

2015 Nissan Armada SL

Sour Lake, TX

UnscoredLimited · 6
$5,995250,809 mi

Comparison: 6 similar vehicles

Sour Lake, TX

2007 Ford Escape XLS

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

2007 Ford Escape XLS

Conroe, TX

UnscoredInsufficient · 0
$5,995157,859 mi

Conroe, TX

2007 Suzuki SX4 Sport

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

2007 Suzuki SX4 Sport

Silsbee, TX

UnscoredInsufficient · 0
$5,995127,427 mi

Silsbee, TX

2014 GMC Acadia SLE2

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

2014 GMC Acadia SLE2

Huffman, TX

UnscoredLimited · 5
$6,000165,773 mi

Comparison: 5 similar vehicles

Huffman, TX

2015 Jeep Grand Cherokee Altitude

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

2015 Jeep Grand Cherokee Altitude

Livingston, TX

UnscoredLimited · 19
$6,169221,163 mi

Comparison: 19 similar vehicles

Livingston, TX

2015 Dodge Journey CrossRoad

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

2015 Dodge Journey CrossRoad

Huntsville, TX

UnscoredLimited · 6
$6,500146,310 mi

Comparison: 6 similar vehicles

Huntsville, TX

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

New Caney, TX

UnscoredLimited · 10
$6,700148,176 mi

Comparison: 10 similar vehicles

New Caney, TX

2014 Subaru Forester i

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

2014 Subaru Forester i

Conroe, TX

UnscoredLimited · 7
$6,821169,842 mi

Comparison: 7 similar vehicles

Conroe, TX

2015 Buick Encore Base

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

2015 Buick Encore Base

New Caney, TX

UnscoredLimited · 8
$6,900124,679 mi

Comparison: 8 similar vehicles

New Caney, TX

2013 Dodge Journey American Value Package

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

2013 Dodge Journey American Value Package

Conroe, TX

UnscoredInsufficient · 0
$6,995131,518 mi

Conroe, TX

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Conroe, TX

UnscoredLimited · 15
$6,995152,000 mi

Comparison: 15 similar vehicles

Conroe, TX

2019 Jeep Cherokee Latitude

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

2019 Jeep Cherokee Latitude

Kingwood, TX

UnscoredLimited · 16
$7,419145,505 mi

Comparison: 16 similar vehicles

Kingwood, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Cut and Shoot, TX

UnscoredLimited · 6
$7,500138,069 mi

Comparison: 6 similar vehicles

Cut and Shoot, TX

2011 Ford Explorer Base

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

2011 Ford Explorer Base

New Caney, TX

UnscoredInsufficient · 0
$7,500142,250 mi

New Caney, TX

2016 Honda HR-V EX

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

2016 Honda HR-V EX

Houston, TX

UnscoredLimited · 6
$7,713174,975 mi

Comparison: 6 similar vehicles

Houston, TX

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Huntsville, TX

UnscoredModerate · 22
$7,799130,190 mi

Comparison: 22 similar vehicles

Huntsville, TX

2012 Toyota RAV4 Base

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

2012 Toyota RAV4 Base

Willis, TX

UnscoredLimited · 11
$7,900198,790 mi

Comparison: 11 similar vehicles

Willis, TX

2007 Chevrolet Suburban LS

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

2007 Chevrolet Suburban LS

Cut and Shoot, TX

UnscoredLimited · 5
$7,900275,000 mi

Comparison: 5 similar vehicles

Cut and Shoot, TX

2017 Ford Escape S

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

2017 Ford Escape S

Conroe, TX

UnscoredInsufficient · 3
$7,991145,189 mi

Comparison: 3 similar vehicles

Conroe, TX

2017 Jeep Patriot Sport

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

2017 Jeep Patriot Sport

Huntsville, TX

UnscoredLimited · 15
$7,995144,588 mi

Comparison: 15 similar vehicles

Huntsville, TX

2016 Jeep Grand Cherokee Limited

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

2016 Jeep Grand Cherokee Limited

Sour Lake, TX

UnscoredModerate · 32
$7,995255,061 mi

Comparison: 32 similar vehicles

Sour Lake, TX

2011 Mercury Mariner Premier

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

2011 Mercury Mariner Premier

Kingwood, TX

UnscoredInsufficient · 0
$7,995127,783 mi

Kingwood, TX

2010 Cadillac SRX Luxury Collection

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

2010 Cadillac SRX Luxury Collection

Lufkin, TX

Fair PriceLimited · 19
$7,99596,722 mi

Market: $7,995 – $15,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Lufkin, TX

2009 Chevrolet Tahoe LT2

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

2009 Chevrolet Tahoe LT2

Kingwood, TX

UnscoredInsufficient · 4
$7,995105,774 mi

Comparison: 4 similar vehicles

Kingwood, TX

2006 Lincoln Navigator Luxury

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

2006 Lincoln Navigator Luxury

Lufkin, TX

Fair PriceLimited · 12
$7,995116,648 mi

Market: $4,995 – $8,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Lufkin, TX

2015 GMC Acadia Denali

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

2015 GMC Acadia Denali

Huffman, TX

UnscoredLimited · 17
$8,000134,925 mi

Comparison: 17 similar vehicles

Huffman, TX

2017 Volvo XC60 T5 Inscription

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

2017 Volvo XC60 T5 Inscription

Conroe, TX

UnscoredLimited · 6
$8,020135,552 mi

Comparison: 6 similar vehicles

Conroe, TX

2018 Nissan Rogue SL

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

2018 Nissan Rogue SL

Huntsville, TX

UnscoredRobust · 50
$8,212189,880 mi

Comparison: 50 similar vehicles

Huntsville, TX

2013 GMC Terrain Denali

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

2013 GMC Terrain Denali

Conroe, TX

UnscoredLimited · 9
$8,294100,397 mi

Comparison: 9 similar vehicles

Conroe, TX

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

Houston, TX

UnscoredModerate · 30
$8,488125,458 mi

Comparison: 30 similar vehicles

Houston, TX

2016 Jeep Cherokee Altitude

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

2016 Jeep Cherokee Altitude

Conroe, TX

UnscoredInsufficient · 3
$8,500133,183 mi

Comparison: 3 similar vehicles

Conroe, TX

2016 Dodge Journey SE

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

2016 Dodge Journey SE

Conroe, TX

Fair PriceLimited · 15
$8,500111,540 mi

Market: $2,750 – $9,998

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 186 days listed (based on current market benchmarks)

Conroe, TX

2014 Lincoln MKX Base

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

2014 Lincoln MKX Base

Huntsville, TX

UnscoredLimited · 17
$8,500122,801 mi

Comparison: 17 similar vehicles

Huntsville, TX

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Huntsville, TX

UnscoredRobust · 70
$8,500127,273 mi

Comparison: 70 similar vehicles

Huntsville, TX

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Silsbee, TX

UnscoredLimited · 6
$8,500158,100 mi

Comparison: 6 similar vehicles

Silsbee, TX

2011 Honda CR-V LX

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

2011 Honda CR-V LX

Conroe, TX

UnscoredInsufficient · 3
$8,551156,427 mi

Comparison: 3 similar vehicles

Conroe, TX

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Conroe, TX

UnscoredInsufficient · 4
$8,594154,811 mi

Comparison: 4 similar vehicles

Conroe, TX

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Houston, TX

UnscoredLimited · 19
$8,699138,485 mi

Comparison: 19 similar vehicles

Houston, TX

2020 Nissan Pathfinder S

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

2020 Nissan Pathfinder S

Cut and Shoot, TX

UnscoredInsufficient · 3
$8,800287,845 mi

Comparison: 3 similar vehicles

Cut and Shoot, TX

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Houston, TX

UnscoredInsufficient · 4
$8,878144,750 mi

Comparison: 4 similar vehicles

Houston, TX

2016 Honda HR-V EX

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

2016 Honda HR-V EX

Willis, TX

UnscoredLimited · 6
$8,900178,998 mi

Comparison: 6 similar vehicles

Willis, 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. 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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