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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

60 listings found

2012 Honda Accord SE

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

2012 Honda Accord SE

Allen, TX

UnscoredInsufficient · 4
$4,395239,974 mi

Comparison: 4 similar vehicles

Allen, TX

2014 Ford Expedition Limited

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

2014 Ford Expedition Limited

Allen, TX

UnscoredLimited · 15
$6,495185,230 mi

Comparison: 15 similar vehicles

Allen, TX

2011 BMW 1 Series 128i

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

2011 BMW 1 Series 128i

Allen, TX

UnscoredInsufficient · 0
$7,00098,365 mi

Allen, TX

2013 Honda Accord LX

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

2013 Honda Accord LX

Allen, TX

UnscoredInsufficient · 3
$7,199220,430 mi

Comparison: 3 similar vehicles

Allen, TX

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

Allen, TX

UnscoredLimited · 6
$7,295290,475 mi

Comparison: 6 similar vehicles

Allen, TX

2014 Ford Expedition King Ranch

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

2014 Ford Expedition King Ranch

Allen, TX

UnscoredLimited · 5
$7,495252,801 mi

Comparison: 5 similar vehicles

Allen, TX

2008 Lincoln Navigator Luxury

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

2008 Lincoln Navigator Luxury

Allen, TX

UnscoredInsufficient · 0
$8,29596,110 mi

Allen, TX

2014 Ford Expedition XLT

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

2014 Ford Expedition XLT

Allen, TX

UnscoredLimited · 6
$8,995196,184 mi

Comparison: 6 similar vehicles

Allen, TX

2006 Ford F-250 Super Duty XLT

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

2006 Ford F-250 Super Duty XLT

Allen, TX

UnscoredInsufficient · 4
$8,995154,901 mi

Comparison: 4 similar vehicles

Allen, TX

2015 BMW 5 Series 528i

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

2015 BMW 5 Series 528i

Allen, TX

UnscoredLimited · 5
$9,495108,020 mi

Comparison: 5 similar vehicles

Allen, TX

2018 Ford Expedition XLT

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

2018 Ford Expedition XLT

Allen, TX

UnscoredLimited · 11
$9,995207,009 mi

Comparison: 11 similar vehicles

Allen, TX

2012 BMW 5 Series 535i

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

2012 BMW 5 Series 535i

Allen, TX

UnscoredInsufficient · 3
$10,49580,588 mi

Comparison: 3 similar vehicles

Allen, TX

2015 BMW X5 sDrive35i

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

2015 BMW X5 sDrive35i

Allen, TX

UnscoredInsufficient · 3
$11,199105,748 mi

Comparison: 3 similar vehicles

Allen, TX

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Allen, TX

UnscoredLimited · 5
$11,99557,097 mi

Comparison: 5 similar vehicles

Allen, TX

2011 Ford F-250 Super Duty XLT

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

2011 Ford F-250 Super Duty XLT

Allen, TX

UnscoredInsufficient · 3
$11,995200,498 mi

Comparison: 3 similar vehicles

Allen, TX

2017 Volkswagen Golf SportWagen S

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

2017 Volkswagen Golf SportWagen S

Allen, TX

UnscoredInsufficient · 0
$12,00087,560 mi

Allen, TX

2016 BMW 5 Series 535i

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

2016 BMW 5 Series 535i

Allen, TX

UnscoredLimited · 6
$13,49583,620 mi

Comparison: 6 similar vehicles

Allen, TX

2020 Mercedes-Benz GLA GLA250

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

2020 Mercedes-Benz GLA GLA250

Allen, TX

Fair PriceLimited · 11
$15,49571,116 mi

Market: $14,838 – $24,995

Comparison: 11 similar vehicles

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

Allen, TX

2018 BMW X5 sDrive35i

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

2018 BMW X5 sDrive35i

Allen, TX

UnscoredLimited · 8
$15,49592,786 mi

Comparison: 8 similar vehicles

Allen, TX

2010 BMW 6 Series M6

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

2010 BMW 6 Series M6

Allen, TX

UnscoredInsufficient · 0
$18,00099,835 mi

Allen, TX

2020 Land Rover Discovery Sport SE

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

2020 Land Rover Discovery Sport SE

Allen, TX

UnscoredInsufficient · 0
$19,99137,805 mi

Allen, TX

1997 Lexus LX 450

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

1997 Lexus LX 450

Allen, TX

UnscoredInsufficient · 0
$20,000213,000 mi

Allen, TX

2019 Toyota Camry XLE Hybrid

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

2019 Toyota Camry XLE Hybrid

Allen, TX

UnscoredInsufficient · 0
$20,99190,980 mi

Allen, TX

2021 Jeep Wrangler Unlimited Willys

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

2021 Jeep Wrangler Unlimited Willys

Allen, TX

Fair PriceLimited · 16
$21,99894,994 mi

Market: $19,995 – $31,000

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Allen, TX

2005 Dodge Ram 2500 Pickup ST

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

2005 Dodge Ram 2500 Pickup ST

Allen, TX

UnscoredInsufficient · 0
$23,995171,480 mi

Allen, TX

2025 Nissan Rogue SV

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

2025 Nissan Rogue SV

Allen, TX

Fair PriceModerate · 29
$23,99817,319 mi

Market: $21,729 – $29,695

Comparison: 29 similar vehicles

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

Allen, TX

2026 Buick Envista Preferred

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

2026 Buick Envista Preferred

Allen, TX

UnscoredLimited · 6
$24,49821,221 mi

Comparison: 6 similar vehicles

Allen, TX

2022 Jeep Gladiator High Altitude

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

2022 Jeep Gladiator High Altitude

Allen, TX

UnscoredInsufficient · 3
$26,991101,325 mi

Comparison: 3 similar vehicles

Allen, TX

2022 Lexus UX 200

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

2022 Lexus UX 200

Allen, TX

UnscoredInsufficient · 0
$26,99150,858 mi

Allen, TX

2026 Chevrolet Equinox LT

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

2026 Chevrolet Equinox LT

Allen, TX

Fair PriceModerate · 29
$26,99825,926 mi

Market: $21,600 – $27,944

Comparison: 29 similar vehicles

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

Allen, TX

2024 Jeep Grand Cherokee Limited

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

2024 Jeep Grand Cherokee Limited

Allen, TX

UnscoredInsufficient · 4
$28,99143,625 mi

Comparison: 4 similar vehicles

Allen, TX

2013 GMC Sierra 3500 Denali HD

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

2013 GMC Sierra 3500 Denali HD

Allen, TX

UnscoredInsufficient · 0
$29,995141,772 mi

Allen, TX

2023 Jeep Gladiator Texas Trail

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

2023 Jeep Gladiator Texas Trail

Allen, TX

UnscoredInsufficient · 3
$30,49847,820 mi

Comparison: 3 similar vehicles

Allen, TX

2025 Toyota RAV4 XLE

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

2025 Toyota RAV4 XLE

Allen, TX

Fair PriceModerate · 24
$31,49822,582 mi

Market: $27,995 – $37,785

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Allen, TX

2022 Jeep Gladiator Texas Trail

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

2022 Jeep Gladiator Texas Trail

Allen, TX

Fair PriceLimited · 12
$31,99825,994 mi

Market: $32,269 – $33,289

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 46 days listed (based on current market benchmarks)

Allen, TX

2022 Toyota Tundra SR5

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

2022 Toyota Tundra SR5

Allen, TX

Fair PriceModerate · 21
$32,59193,267 mi

Market: $28,581 – $34,715

Comparison: 21 similar vehicles

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

Allen, TX

2019 Toyota Tundra Limited

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

2019 Toyota Tundra Limited

Allen, TX

UnscoredInsufficient · 3
$32,99887,313 mi

Comparison: 3 similar vehicles

Allen, TX

2022 Toyota Sienna XLE

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

2022 Toyota Sienna XLE

Allen, TX

Fair PriceLimited · 11
$33,49191,080 mi

Market: $26,528 – $38,040

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Allen, TX

2025 GMC Acadia Elevation

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

2025 GMC Acadia Elevation

Allen, TX

Fair PriceLimited · 13
$34,99127,075 mi

Market: $32,220 – $36,998

Comparison: 13 similar vehicles

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

Allen, TX

2025 Mercedes-Benz GLB Base

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

2025 Mercedes-Benz GLB Base

Allen, TX

UnscoredLimited · 7
$34,99111,369 mi

Comparison: 7 similar vehicles

Allen, TX

2025 Honda Odyssey EX-L

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

2025 Honda Odyssey EX-L

Allen, TX

UnscoredLimited · 5
$35,99122,845 mi

Comparison: 5 similar vehicles

Allen, TX

2022 BMW 7 Series 740i

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

2022 BMW 7 Series 740i

Allen, TX

UnscoredInsufficient · 4
$36,99146,700 mi

Comparison: 4 similar vehicles

Allen, TX

2023 Ford Explorer King Ranch

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

2023 Ford Explorer King Ranch

Allen, TX

UnscoredInsufficient · 3
$37,49841,118 mi

Comparison: 3 similar vehicles

Allen, TX

2021 Lexus RX 350

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

2021 Lexus RX 350

Allen, TX

UnscoredLimited · 7
$37,99846,013 mi

Comparison: 7 similar vehicles

Allen, TX

2026 Toyota Tacoma SR5

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

2026 Toyota Tacoma SR5

Allen, TX

Fair PriceRobust · 57
$38,5981,617 mi

Market: $34,895 – $44,197

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Allen, TX

2024 Toyota Grand Highlander XLE

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

2024 Toyota Grand Highlander XLE

Allen, TX

Fair PriceLimited · 10
$39,49844,299 mi

Market: $37,741 – $43,411

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Allen, TX

2026 BMW X1 28i

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

2026 BMW X1 28i

Allen, TX

Fair PriceModerate · 34
$39,99117,271 mi

Market: $33,995 – $50,955

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Allen, TX

2015 Mercedes-Benz Sprinter Cargo Van Base

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

2015 Mercedes-Benz Sprinter Cargo Van Base

Allen, TX

UnscoredInsufficient · 3
$39,99588,120 mi

Comparison: 3 similar vehicles

Allen, TX

2026 Toyota RAV4 XLE

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

2026 Toyota RAV4 XLE

Allen, TX

Fair PriceModerate · 20
$39,99815,074 mi

Market: $38,195 – $43,449

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Allen, TX

2024 Ford Bronco 4-Door Big Bend

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

2024 Ford Bronco 4-Door Big Bend

Allen, TX

UnscoredLimited · 8
$39,99816,153 mi

Comparison: 8 similar vehicles

Allen, 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 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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