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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

1,752 listings found

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Pleasanton, CA

UnscoredInsufficient · 0
$3,450231,403 mi

Pleasanton, CA

2008 Subaru Outback I

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

2008 Subaru Outback I

Pleasanton, CA

UnscoredInsufficient · 0
$4,995137,665 mi

Pleasanton, CA

2007 Subaru Forester 2.5 X

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

2007 Subaru Forester 2.5 X

Pleasanton, CA

UnscoredInsufficient · 3
$4,995155,871 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Pleasanton, CA

UnscoredInsufficient · 0
$4,995137,536 mi

Pleasanton, CA

2004 Lexus ES 330

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

2004 Lexus ES 330

Pleasanton, CA

Unscored
$4,995180,815 mi

Comparison: 7 similar vehicles

Pleasanton, CA

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Pleasanton, CA

Unscored
$4,995176,282 mi

Comparison: 5 similar vehicles

Pleasanton, CA

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Pleasanton, CA

UnscoredInsufficient · 0
$5,495106,012 mi

Pleasanton, CA

2009 Honda Civic LX

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

2009 Honda Civic LX

Pleasanton, CA

Unscored
$5,800121,074 mi

Comparison: 5 similar vehicles

Pleasanton, CA

2008 Toyota Sienna LE

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

2008 Toyota Sienna LE

Pleasanton, CA

UnscoredInsufficient · 3
$6,995156,396 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2007 INFINITI G 35

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

2007 INFINITI G 35

Pleasanton, CA

UnscoredInsufficient · 0
$6,995138,305 mi

Pleasanton, CA

2003 Nissan Murano SL AWD

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

2003 Nissan Murano SL AWD

Pleasanton, CA

UnscoredInsufficient · 0
$6,99591,201 mi

Pleasanton, CA

2013 Toyota Prius c One

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

2013 Toyota Prius c One

Pleasanton, CA

UnscoredInsufficient · 0
$7,885105,556 mi

Pleasanton, CA

2010 Mercedes-Benz E-Class

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

2010 Mercedes-Benz E-Class

Pleasanton, CA

UnscoredInsufficient · 0
$7,885136,302 mi

Pleasanton, CA

2001 Mercedes-Benz S-Class S500

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

2001 Mercedes-Benz S-Class S500

Pleasanton, CA

UnscoredInsufficient · 0
$7,88580,357 mi

Pleasanton, CA

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Pleasanton, CA

Unscored
$7,995135,209 mi

Comparison: 13 similar vehicles

Pleasanton, CA

2016 Chevrolet Impala Limited 1FL

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

2016 Chevrolet Impala Limited 1FL

Pleasanton, CA

UnscoredInsufficient · 0
$8,495105,024 mi

Pleasanton, CA

2004 GMC Sierra 1500 Work Truck

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

2004 GMC Sierra 1500 Work Truck

Pleasanton, CA

UnscoredInsufficient · 0
$8,800190,201 mi

Pleasanton, CA

2017 Chevrolet Cruze Premier

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

2017 Chevrolet Cruze Premier

Pleasanton, CA

UnscoredInsufficient · 0
$8,88599,348 mi

Pleasanton, CA

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Pleasanton, CA

UnscoredInsufficient · 0
$8,995126,809 mi

Pleasanton, CA

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

Pleasanton, CA

UnscoredInsufficient · 3
$9,88589,026 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Pleasanton, CA

UnscoredInsufficient · 3
$9,995145,198 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Pleasanton, CA

Fair PriceLimited · 12
$9,998103,907 mi

Market: $7,416 – $14,888

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Pleasanton, CA

2017 Kia Rio LX

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

2017 Kia Rio LX

Pleasanton, CA

Fair PriceLimited · 12
$10,59989,978 mi

Market: $5,450 – $16,630

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Pleasanton, CA

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Pleasanton, CA

UnscoredInsufficient · 0
$10,88523,852 mi

Pleasanton, CA

2015 Kia Sportage EX

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

2015 Kia Sportage EX

Pleasanton, CA

UnscoredInsufficient · 3
$10,99889,350 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2016 BMW 3 Series 328i

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

2016 BMW 3 Series 328i

Pleasanton, CA

Fair PriceLimited · 14
$11,88597,472 mi

Market: $9,920 – $15,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Pleasanton, CA

2015 Audi Q5 Premium Plus

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

2015 Audi Q5 Premium Plus

Pleasanton, CA

Unscored
$11,88582,568 mi

Comparison: 6 similar vehicles

Pleasanton, CA

2010 Honda Civic EX-L

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

2010 Honda Civic EX-L

Pleasanton, CA

UnscoredInsufficient · 0
$11,91474,525 mi

Pleasanton, CA

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Pleasanton, CA

UnscoredInsufficient · 3
$12,59972,074 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2019 Jeep Compass Limited

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

2019 Jeep Compass Limited

Pleasanton, CA

UnscoredInsufficient · 4
$12,77085,782 mi

Comparison: 4 similar vehicles

Pleasanton, CA

2021 Nissan Altima SR

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

2021 Nissan Altima SR

Pleasanton, CA

UnscoredInsufficient · 3
$12,88588,193 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2017 Nissan Maxima SV

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

2017 Nissan Maxima SV

Pleasanton, CA

Unscored
$12,88584,685 mi

Comparison: 9 similar vehicles

Pleasanton, CA

2018 Honda Civic EX

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

2018 Honda Civic EX

Pleasanton, CA

Unscored
$13,68593,858 mi

Comparison: 7 similar vehicles

Pleasanton, CA

2024 Mitsubishi Mirage ES

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

2024 Mitsubishi Mirage ES

Pleasanton, CA

UnscoredInsufficient · 3
$13,72426,666 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2013 Honda Civic Si

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

2013 Honda Civic Si

Pleasanton, CA

UnscoredInsufficient · 4
$13,995124,615 mi

Comparison: 4 similar vehicles

Pleasanton, CA

2020 Ford Escape SE

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

2020 Ford Escape SE

Pleasanton, CA

Fair PriceLimited · 17
$13,99884,556 mi

Market: $7,900 – $21,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Pleasanton, CA

2019 Hyundai Kona SE

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

2019 Hyundai Kona SE

Pleasanton, CA

UnscoredInsufficient · 4
$13,99882,023 mi

Comparison: 4 similar vehicles

Pleasanton, CA

2016 Hyundai Elantra Value Edition

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

2016 Hyundai Elantra Value Edition

Pleasanton, CA

UnscoredInsufficient · 4
$13,99863,661 mi

Comparison: 4 similar vehicles

Pleasanton, CA

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Pleasanton, CA

UnscoredInsufficient · 0
$14,59969,410 mi

Pleasanton, CA

2021 Mazda CX-30 Select

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

2021 Mazda CX-30 Select

Pleasanton, CA

UnscoredInsufficient · 3
$14,68599,685 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2021 Honda Civic Sport

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

2021 Honda Civic Sport

Pleasanton, CA

Unscored
$14,885105,173 mi

Comparison: 13 similar vehicles

Pleasanton, CA

2018 Mercedes-Benz CLA CLA250

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

2018 Mercedes-Benz CLA CLA250

Pleasanton, CA

Unscored
$14,88596,206 mi

Comparison: 7 similar vehicles

Pleasanton, CA

2018 Mercedes-Benz CLA CLA250

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

2018 Mercedes-Benz CLA CLA250

Pleasanton, CA

Unscored
$14,88567,329 mi

Comparison: 7 similar vehicles

Pleasanton, CA

2015 Honda Accord EX

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

2015 Honda Accord EX

Pleasanton, CA

UnscoredInsufficient · 3
$14,88565,116 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2015 BMW 5 Series 550i

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

2015 BMW 5 Series 550i

Pleasanton, CA

UnscoredInsufficient · 0
$14,885103,324 mi

Pleasanton, CA

2014 Land Rover Range Rover Supercharged

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

2014 Land Rover Range Rover Supercharged

Pleasanton, CA

UnscoredInsufficient · 3
$14,88593,802 mi

Comparison: 3 similar vehicles

Pleasanton, CA

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Pleasanton, CA

Unscored
$14,885122,961 mi

Comparison: 12 similar vehicles

Pleasanton, CA

2013 Audi S7 Prestige

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

2013 Audi S7 Prestige

Pleasanton, CA

UnscoredInsufficient · 0
$14,88599,048 mi

Pleasanton, CA

2011 Toyota Sequoia Limited

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

2011 Toyota Sequoia Limited

Pleasanton, CA

UnscoredInsufficient · 0
$14,885185,535 mi

Pleasanton, CA

2022 Ford Escape SE

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

2022 Ford Escape SE

Pleasanton, CA

Fair PriceModerate · 21
$14,99889,515 mi

Market: $14,613 – $19,495

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Pleasanton, CA

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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