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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 3, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

5,082 listings found

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Harlingen, TX

UnscoredInsufficient · 0
$3,725181,328 mi

Harlingen, TX

2014 Nissan JUKE SL

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

2014 Nissan JUKE SL

Harlingen, TX

UnscoredInsufficient · 0
$4,418144,450 mi

Harlingen, TX

2012 Volkswagen Jetta SEL

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

2012 Volkswagen Jetta SEL

Harlingen, TX

UnscoredInsufficient · 0
$4,911133,952 mi

Harlingen, TX

2008 Chevrolet HHR SS

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

2008 Chevrolet HHR SS

Harlingen, TX

UnscoredInsufficient · 0
$4,911125,000 mi

Harlingen, TX

2012 Ford Expedition XLT

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

2012 Ford Expedition XLT

Harlingen, TX

UnscoredInsufficient · 0
$5,000Mileage not verified

Harlingen, TX

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Harlingen, TX

UnscoredInsufficient · 0
$5,482206,420 mi

Harlingen, TX

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Harlingen, TX

Unscored
$5,956191,452 mi

Comparison: 8 similar vehicles

Harlingen, TX

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Harlingen, TX

UnscoredInsufficient · 0
$5,956133,597 mi

Harlingen, TX

2017 Kia Optima LX

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

2017 Kia Optima LX

Harlingen, TX

UnscoredInsufficient · 0
$5,995135,195 mi

Harlingen, TX

2010 Mercedes-Benz GLK-Class GLK350

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

2010 Mercedes-Benz GLK-Class GLK350

Harlingen, TX

UnscoredInsufficient · 0
$6,048167,062 mi

Harlingen, TX

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Harlingen, TX

Unscored
$6,600166,185 mi

Comparison: 8 similar vehicles

Harlingen, TX

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Harlingen, TX

UnscoredInsufficient · 4
$6,800160,000 mi

Comparison: 4 similar vehicles

Harlingen, TX

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Harlingen, TX

UnscoredInsufficient · 3
$6,911120,357 mi

Comparison: 3 similar vehicles

Harlingen, TX

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Harlingen, TX

UnscoredInsufficient · 0
$6,956156,238 mi

Harlingen, TX

2015 Honda CR-V EX

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

2015 Honda CR-V EX

Harlingen, TX

UnscoredInsufficient · 0
$6,982247,415 mi

Harlingen, TX

2017 Lincoln MKC Select

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

2017 Lincoln MKC Select

Harlingen, TX

UnscoredInsufficient · 0
$6,995132,700 mi

Harlingen, TX

2017 Hyundai Sonata SE

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

2017 Hyundai Sonata SE

Harlingen, TX

UnscoredInsufficient · 0
$6,995137,574 mi

Harlingen, TX

2014 Kia Forte LX

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

2014 Kia Forte LX

Harlingen, TX

UnscoredInsufficient · 0
$6,99880,792 mi

Harlingen, TX

2013 Chrysler Town & Country Touring-L

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

2013 Chrysler Town & Country Touring-L

Harlingen, TX

UnscoredInsufficient · 0
$7,000146,221 mi

Harlingen, TX

2008 Chrysler 300 LX

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

2008 Chrysler 300 LX

Harlingen, TX

UnscoredInsufficient · 0
$7,000210,175 mi

Harlingen, TX

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Harlingen, TX

UnscoredInsufficient · 0
$7,399122,689 mi

Harlingen, TX

2017 Volkswagen Passat S

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

2017 Volkswagen Passat S

Harlingen, TX

UnscoredInsufficient · 0
$7,41890,200 mi

Harlingen, TX

2012 Nissan Altima

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

2012 Nissan Altima

Harlingen, TX

UnscoredInsufficient · 0
$7,598122,234 mi

Harlingen, TX

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Harlingen, TX

UnscoredInsufficient · 0
$7,60095,685 mi

Harlingen, TX

2012 INFINITI QX 56

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

2012 INFINITI QX 56

Harlingen, TX

UnscoredInsufficient · 0
$7,800182,072 mi

Harlingen, TX

2007 Chrysler 300 Base

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

2007 Chrysler 300 Base

Harlingen, TX

UnscoredInsufficient · 0
$7,88897,551 mi

Harlingen, TX

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Harlingen, TX

UnscoredInsufficient · 0
$7,95081,471 mi

Harlingen, TX

2011 Ford Crown Victoria LX

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

2011 Ford Crown Victoria LX

Harlingen, TX

UnscoredInsufficient · 0
$7,981134,595 mi

Harlingen, TX

2013 Cadillac Escalade ESV Premium

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

2013 Cadillac Escalade ESV Premium

Harlingen, TX

UnscoredInsufficient · 0
$7,982239,752 mi

Harlingen, TX

2018 Kia Optima LX

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

2018 Kia Optima LX

Harlingen, TX

UnscoredInsufficient · 3
$7,995121,997 mi

Comparison: 3 similar vehicles

Harlingen, TX

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Harlingen, TX

Unscored
$7,995134,808 mi

Comparison: 6 similar vehicles

Harlingen, TX

2012 Toyota Highlander Base

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

2012 Toyota Highlander Base

Harlingen, TX

UnscoredInsufficient · 0
$7,995181,863 mi

Harlingen, TX

2004 Toyota 4Runner SR5

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

2004 Toyota 4Runner SR5

Harlingen, TX

UnscoredInsufficient · 0
$7,995201,033 mi

Harlingen, TX

2014 Hyundai Santa Fe Sport

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

2014 Hyundai Santa Fe Sport

Harlingen, TX

UnscoredInsufficient · 0
$7,99877,976 mi

Harlingen, TX

2015 Jeep Cherokee Trailhawk

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

2015 Jeep Cherokee Trailhawk

Harlingen, TX

UnscoredInsufficient · 0
$7,999142,743 mi

Harlingen, TX

2015 Toyota Prius Four

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

2015 Toyota Prius Four

Harlingen, TX

UnscoredInsufficient · 0
$8,000245,000 mi

Harlingen, TX

2014 Hyundai Santa Fe Limited

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

2014 Hyundai Santa Fe Limited

Harlingen, TX

UnscoredInsufficient · 0
$8,000144,647 mi

Harlingen, TX

2013 Honda Pilot EX-L

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

2013 Honda Pilot EX-L

Harlingen, TX

UnscoredInsufficient · 0
$8,000352,497 mi

Harlingen, TX

2012 Jeep Wrangler Unlimited Sahara

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

2012 Jeep Wrangler Unlimited Sahara

Harlingen, TX

UnscoredInsufficient · 3
$8,000145,428 mi

Comparison: 3 similar vehicles

Harlingen, TX

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Harlingen, TX

UnscoredInsufficient · 0
$8,000242,458 mi

Harlingen, TX

2011 Kia Sportage LX

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

2011 Kia Sportage LX

Harlingen, TX

UnscoredInsufficient · 0
$8,000222,125 mi

Harlingen, TX

2007 Honda CR-V LX

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

2007 Honda CR-V LX

Harlingen, TX

UnscoredInsufficient · 0
$8,000208,512 mi

Harlingen, TX

2021 Hyundai Accent SE

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

2021 Hyundai Accent SE

Harlingen, TX

UnscoredInsufficient · 0
$8,41865,348 mi

Harlingen, TX

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

Harlingen, TX

UnscoredInsufficient · 3
$8,800170,324 mi

Comparison: 3 similar vehicles

Harlingen, TX

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Harlingen, TX

UnscoredInsufficient · 3
$8,900112,192 mi

Comparison: 3 similar vehicles

Harlingen, TX

2017 Ford Edge SE

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

2017 Ford Edge SE

Harlingen, TX

UnscoredInsufficient · 0
$8,900139,985 mi

Harlingen, TX

2011 Mitsubishi Lancer ES

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

2011 Mitsubishi Lancer ES

Harlingen, TX

UnscoredInsufficient · 0
$8,95637,769 mi

Harlingen, TX

2020 Nissan Versa Sedan S

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

2020 Nissan Versa Sedan S

Harlingen, TX

UnscoredInsufficient · 0
$8,99594,350 mi

Harlingen, TX

2020 Kia Optima LX

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

2020 Kia Optima LX

Harlingen, TX

UnscoredInsufficient · 3
$8,995127,975 mi

Comparison: 3 similar vehicles

Harlingen, TX

2019 Nissan Kicks SR

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

2019 Nissan Kicks SR

Harlingen, TX

UnscoredInsufficient · 0
$8,995112,162 mi

Harlingen, 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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