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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,509 listings found

2012 Ford Fiesta SE

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

2012 Ford Fiesta SE

Lufkin, TX

Unscored
$4,995112,610 mi

Comparison: 8 similar vehicles

Lufkin, 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

Unscored
$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

Unscored
$5,995175,429 mi

Comparison: 16 similar vehicles

Lufkin, 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

Unscored
$6,995173,488 mi

Comparison: 8 similar vehicles

Lufkin, 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

Unscored
$7,995131,777 mi

Comparison: 41 similar vehicles

Lufkin, 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

Unscored
$7,995120,965 mi

Comparison: 8 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

Fair PriceLimited · 11
$7,995112,255 mi

Market: $2,795 – $9,995

Comparison: 11 similar vehicles

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

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 · 16
$7,99596,722 mi

Market: $7,995 – $15,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 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

Unscored
$7,995121,033 mi

Comparison: 6 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

Unscored
$7,995116,648 mi

Comparison: 8 similar vehicles

Lufkin, TX

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

Lufkin, TX

UnscoredInsufficient · 4
$8,224Mileage not verified

Comparison: 4 similar vehicles

Lufkin, 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

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Lufkin, TX

Unscored
$8,995146,054 mi

Comparison: 127 similar vehicles

Lufkin, 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

Unscored
$8,995129,102 mi

Comparison: 11 similar vehicles

Lufkin, TX

2019 Kia Soul Base

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

2019 Kia Soul Base

Lufkin, TX

Unscored
$9,125128,247 mi

Comparison: 42 similar vehicles

Lufkin, TX

2019 Kia Sportage LX

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

2019 Kia Sportage LX

Lufkin, TX

Unscored
$9,125202,155 mi

Comparison: 48 similar vehicles

Lufkin, 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 · 130 days listed (based on current market benchmarks)

Lufkin, 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

Unscored
$9,984182,519 mi

Comparison: 8 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

Unscored
$9,984195,515 mi

Comparison: 6 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

Unscored
$9,995174,224 mi

Comparison: 41 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

Unscored
$9,995161,011 mi

Comparison: 11 similar vehicles

Lufkin, TX

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Lufkin, TX

Fair PriceModerate · 47
$10,995112,711 mi

Market: $3,000 – $18,995

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Lufkin, TX

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Lufkin, TX

Unscored
$10,995128,176 mi

Comparison: 104 similar vehicles

Lufkin, TX

2016 Jeep Compass High Altitude

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

2016 Jeep Compass High Altitude

Lufkin, TX

Unscored
$10,995134,452 mi

Comparison: 7 similar vehicles

Lufkin, TX

2014 RAM 1500 Pickup Sport

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

2014 RAM 1500 Pickup Sport

Lufkin, TX

Unscored
$10,995252,578 mi

Comparison: 12 similar vehicles

Lufkin, TX

2012 Chevrolet Cruze 1FL

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

2012 Chevrolet Cruze 1FL

Lufkin, TX

UnscoredInsufficient · 0
$10,99572,146 mi

Lufkin, TX

2022 Chevrolet Equinox LS

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

2022 Chevrolet Equinox LS

Lufkin, TX

Unscored
$11,995163,854 mi

Comparison: 45 similar vehicles

Lufkin, TX

2017 Lincoln MKC Reserve

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

2017 Lincoln MKC Reserve

Lufkin, TX

Fair PriceRobust · 51
$11,995104,307 mi

Market: $7,400 – $15,990

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Lufkin, TX

2016 Chrysler 200 S

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

2016 Chrysler 200 S

Lufkin, TX

Unscored
$11,995124,906 mi

Comparison: 9 similar vehicles

Lufkin, TX

2015 Toyota Camry SE

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

2015 Toyota Camry SE

Lufkin, TX

Unscored
$11,995145,355 mi

Comparison: 44 similar vehicles

Lufkin, TX

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Lufkin, TX

UnscoredInsufficient · 4
$11,995173,477 mi

Comparison: 4 similar vehicles

Lufkin, TX

2014 Mercedes-Benz GLK-Class GLK350

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

2014 Mercedes-Benz GLK-Class GLK350

Lufkin, TX

Fair PriceModerate · 26
$11,995112,524 mi

Market: $6,050 – $17,850

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Lufkin, TX

2015 Toyota RAV4 LE

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

2015 Toyota RAV4 LE

Lufkin, TX

Unscored
$12,500145,289 mi

Comparison: 52 similar vehicles

Lufkin, TX

2022 Mitsubishi Mirage ES

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

2022 Mitsubishi Mirage ES

Lufkin, TX

UnscoredInsufficient · 4
$12,54368,517 mi

Comparison: 4 similar vehicles

Lufkin, TX

2010 Nissan Titan

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

2010 Nissan Titan

Lufkin, TX

UnscoredInsufficient · 0
$12,900198,719 mi

Lufkin, TX

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Lufkin, TX

Unscored
$12,995131,240 mi

Comparison: 137 similar vehicles

Lufkin, TX

2017 Chevrolet Equinox Premier

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

2017 Chevrolet Equinox Premier

Lufkin, TX

Fair PriceLimited · 18
$12,995117,182 mi

Market: $9,906 – $17,899

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Lufkin, TX

2016 Chevrolet Tahoe LS

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

2016 Chevrolet Tahoe LS

Lufkin, TX

Fair PriceLimited · 18
$12,995Mileage not verified

Market: $10,500 – $18,900

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Lufkin, TX

2016 Honda CR-V LX

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

2016 Honda CR-V LX

Lufkin, TX

Unscored
$12,995140,010 mi

Comparison: 11 similar vehicles

Lufkin, TX

2018 Kia Sorento SX

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

2018 Kia Sorento SX

Lufkin, TX

UnscoredInsufficient · 3
$13,12590,768 mi

Comparison: 3 similar vehicles

Lufkin, TX

2020 Jeep Grand Cherokee Laredo E

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

2020 Jeep Grand Cherokee Laredo E

Lufkin, TX

Unscored
$13,995139,396 mi

Comparison: 36 similar vehicles

Lufkin, TX

2020 Kia Optima S

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

2020 Kia Optima S

Lufkin, TX

Fair PriceLimited · 11
$13,99596,846 mi

Market: $9,224 – $16,999

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Lufkin, TX

2019 Dodge Charger SXT

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

2019 Dodge Charger SXT

Lufkin, TX

Fair PriceRobust · 98
$13,995110,347 mi

Market: $7,950 – $21,900

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Lufkin, TX

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Lufkin, TX

Unscored
$13,995125,231 mi

Comparison: 55 similar vehicles

Lufkin, TX

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Lufkin, TX

Unscored
$13,995211,401 mi

Comparison: 35 similar vehicles

Lufkin, TX

2021 Kia Forte LXS

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

2021 Kia Forte LXS

Lufkin, TX

Unscored
$14,125132,710 mi

Comparison: 107 similar vehicles

Lufkin, TX

2019 Hyundai Santa Fe SE

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

2019 Hyundai Santa Fe SE

Lufkin, TX

Fair PriceRobust · 51
$14,22599,409 mi

Market: $9,942 – $18,995

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Lufkin, TX

2021 Nissan Kicks SR

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

2021 Nissan Kicks SR

Lufkin, TX

Unscored
$14,995106,722 mi

Comparison: 8 similar vehicles

Lufkin, 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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