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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

3,484 listings found

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Center, TX

UnscoredLimited · 6
$4,500199,854 mi

Comparison: 6 similar vehicles

Center, TX

2010 GMC Savana Cargo

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

2010 GMC Savana Cargo

Center, TX

UnscoredInsufficient · 0
$5,125142,000 mi

Center, TX

2008 Cadillac DTS 1SC

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

2008 Cadillac DTS 1SC

Nacogdoches, TX

UnscoredInsufficient · 0
$5,500143,584 mi

Nacogdoches, TX

2006 Lincoln Town Car Signature Limited

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

2006 Lincoln Town Car Signature Limited

Nacogdoches, TX

UnscoredInsufficient · 0
$5,500158,504 mi

Nacogdoches, TX

2004 Toyota Corolla CE

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

2004 Toyota Corolla CE

Lufkin, TX

UnscoredInsufficient · 4
$5,984144,228 mi

Comparison: 4 similar vehicles

Lufkin, TX

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Lufkin, TX

UnscoredLimited · 11
$5,995160,829 mi

Comparison: 11 similar vehicles

Lufkin, TX

2010 Honda Odyssey EX-L

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

2010 Honda Odyssey EX-L

Lufkin, TX

UnscoredLimited · 14
$5,995175,429 mi

Comparison: 14 similar vehicles

Lufkin, TX

1990 Chrysler TC

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

1990 Chrysler TC

Nacogdoches, TX

UnscoredInsufficient · 0
$5,995135,180 mi

Nacogdoches, TX

2016 Chevrolet Trax LS

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

2016 Chevrolet Trax LS

Mount Enterprise, TX

UnscoredLimited · 14
$6,120159,798 mi

Comparison: 14 similar vehicles

Mount Enterprise, TX

2014 Honda Civic EX

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

2014 Honda Civic EX

Mount Enterprise, TX

UnscoredModerate · 39
$6,200207,975 mi

Comparison: 39 similar vehicles

Mount Enterprise, TX

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Nacogdoches, TX

UnscoredInsufficient · 3
$6,495190,534 mi

Comparison: 3 similar vehicles

Nacogdoches, TX

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Lufkin, TX

UnscoredLimited · 12
$6,995173,488 mi

Comparison: 12 similar vehicles

Lufkin, TX

2007 Chevrolet Silverado Classic 1500 LT1

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

2007 Chevrolet Silverado Classic 1500 LT1

Nacogdoches, TX

UnscoredLimited · 6
$6,995207,136 mi

Comparison: 6 similar vehicles

Nacogdoches, TX

2007 Dodge Charger Base

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

2007 Dodge Charger Base

Nacogdoches, TX

UnscoredInsufficient · 4
$6,99784,304 mi

Comparison: 4 similar vehicles

Nacogdoches, TX

2011 Chevrolet Suburban LTZ

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

2011 Chevrolet Suburban LTZ

Nacogdoches, TX

UnscoredModerate · 22
$7,220212,599 mi

Comparison: 22 similar vehicles

Nacogdoches, TX

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Nacogdoches, TX

UnscoredModerate · 22
$7,295152,732 mi

Comparison: 22 similar vehicles

Nacogdoches, TX

2017 Chevrolet Cruze Premier

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

2017 Chevrolet Cruze Premier

Nacogdoches, TX

UnscoredModerate · 22
$7,495179,966 mi

Comparison: 22 similar vehicles

Nacogdoches, TX

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Mount Enterprise, TX

UnscoredModerate · 24
$7,500148,884 mi

Comparison: 24 similar vehicles

Mount Enterprise, TX

2014 Nissan JUKE SL

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

2014 Nissan JUKE SL

Nacogdoches, TX

UnscoredInsufficient · 0
$7,900144,966 mi

Nacogdoches, TX

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Nacogdoches, TX

UnscoredInsufficient · 0
$7,900114,772 mi

Nacogdoches, TX

2015 Hyundai Santa Fe Sport

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

2015 Hyundai Santa Fe Sport

Etoile, TX

Fair PriceModerate · 33
$7,991117,012 mi

Market: $3,890 – $18,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Etoile, TX

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Lufkin, TX

UnscoredRobust · 52
$7,995131,777 mi

Comparison: 52 similar vehicles

Lufkin, TX

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Nacogdoches, TX

UnscoredLimited · 12
$7,995211,600 mi

Comparison: 12 similar vehicles

Nacogdoches, TX

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

Lufkin, TX

UnscoredLimited · 19
$7,995120,965 mi

Comparison: 19 similar vehicles

Lufkin, TX

2014 Kia Rio EX

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

2014 Kia Rio EX

Lufkin, TX

UnscoredInsufficient · 0
$7,995129,397 mi

Lufkin, TX

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Lufkin, TX

UnscoredLimited · 9
$7,995112,255 mi

Comparison: 9 similar vehicles

Lufkin, 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 · 13 days listed (based on current market benchmarks)

Lufkin, TX

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Lufkin, TX

UnscoredLimited · 5
$7,995121,033 mi

Comparison: 5 similar vehicles

Lufkin, 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 · 63 days listed (based on current market benchmarks)

Lufkin, TX

2016 Hyundai Elantra Limited

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

2016 Hyundai Elantra Limited

Nacogdoches, TX

UnscoredInsufficient · 0
$8,000142,057 mi

Nacogdoches, TX

2011 Chevrolet Suburban LTZ

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

2011 Chevrolet Suburban LTZ

Nacogdoches, TX

UnscoredModerate · 22
$8,000202,737 mi

Comparison: 22 similar vehicles

Nacogdoches, TX

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Mount Enterprise, TX

UnscoredRobust · 118
$8,100161,437 mi

Comparison: 118 similar vehicles

Mount Enterprise, TX

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Nacogdoches, TX

UnscoredLimited · 13
$8,295267,675 mi

Comparison: 13 similar vehicles

Nacogdoches, TX

2013 Toyota Camry LE

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

2013 Toyota Camry LE

Mount Enterprise, TX

UnscoredLimited · 14
$8,500169,927 mi

Comparison: 14 similar vehicles

Mount Enterprise, TX

2008 Subaru Impreza WRX

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

2008 Subaru Impreza WRX

Lufkin, TX

UnscoredInsufficient · 0
$8,550175,155 mi

Lufkin, TX

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Etoile, TX

UnscoredRobust · 204
$8,991141,624 mi

Comparison: 204 similar vehicles

Etoile, TX

2016 Chrysler Town & Country Anniversary Edition

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

2016 Chrysler Town & Country Anniversary Edition

Nacogdoches, TX

UnscoredInsufficient · 0
$8,995185,196 mi

Nacogdoches, TX

2015 Nissan Frontier S

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

2015 Nissan Frontier S

Nacogdoches, TX

UnscoredLimited · 9
$8,995186,873 mi

Comparison: 9 similar vehicles

Nacogdoches, TX

2013 Buick Encore Convenience

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

2013 Buick Encore Convenience

Lufkin, TX

UnscoredInsufficient · 0
$8,995129,102 mi

Lufkin, TX

2014 Mazda CX-9 Touring

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

2014 Mazda CX-9 Touring

Nacogdoches, TX

UnscoredInsufficient · 3
$9,000122,834 mi

Comparison: 3 similar vehicles

Nacogdoches, TX

2013 Honda CR-V EX-L

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

2013 Honda CR-V EX-L

Nacogdoches, TX

UnscoredModerate · 33
$9,000150,435 mi

Comparison: 33 similar vehicles

Nacogdoches, TX

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Nacogdoches, TX

UnscoredModerate · 23
$9,220177,945 mi

Comparison: 23 similar vehicles

Nacogdoches, TX

2013 GMC Terrain SLT-1

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

2013 GMC Terrain SLT-1

Lufkin, TX

Fair PriceLimited · 10
$9,50086,301 mi

Market: $3,995 – $10,216

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 114 days listed (based on current market benchmarks)

Lufkin, TX

2016 Jeep Wrangler Unlimited Sport S

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

2016 Jeep Wrangler Unlimited Sport S

Center, TX

UnscoredModerate · 48
$9,981212,279 mi

Comparison: 48 similar vehicles

Center, TX

2012 Toyota Sienna LE

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

2012 Toyota Sienna LE

Lufkin, TX

UnscoredLimited · 16
$9,984182,519 mi

Comparison: 16 similar vehicles

Lufkin, TX

2002 Toyota Sequoia SR5

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

2002 Toyota Sequoia SR5

Lufkin, TX

UnscoredLimited · 7
$9,984195,515 mi

Comparison: 7 similar vehicles

Lufkin, TX

2017 Ford Focus Titanium

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

2017 Ford Focus Titanium

Chireno, TX

UnscoredInsufficient · 0
$9,995167,977 mi

Chireno, TX

2017 Nissan Sentra SR

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

2017 Nissan Sentra SR

Lufkin, TX

UnscoredLimited · 9
$9,995135,458 mi

Comparison: 9 similar vehicles

Lufkin, TX

2015 Honda Odyssey EX-L

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

2015 Honda Odyssey EX-L

Lufkin, TX

UnscoredModerate · 38
$9,995174,224 mi

Comparison: 38 similar vehicles

Lufkin, TX

2012 GMC Yukon SLT

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

2012 GMC Yukon SLT

Lufkin, TX

UnscoredLimited · 7
$9,995161,011 mi

Comparison: 7 similar vehicles

Lufkin, TX

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 manage their profile, 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, exports, and enhanced merchandising.
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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