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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

334 listings found

2010 Mitsubishi Endeavor SE

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

2010 Mitsubishi Endeavor SE

Presque Isle, ME

UnscoredInsufficient · 0
$2,895149,251 mi

Presque Isle, ME

2016 Chevrolet Trax LS

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

2016 Chevrolet Trax LS

Houlton, ME

UnscoredInsufficient · 0
$4,99574,533 mi

Houlton, ME

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Houlton, ME

UnscoredInsufficient · 0
$4,995136,539 mi

Houlton, ME

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Houlton, ME

UnscoredInsufficient · 0
$6,99582,059 mi

Houlton, ME

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Presque Isle, ME

UnscoredInsufficient · 0
$7,995117,000 mi

Presque Isle, ME

2011 Jeep Wrangler Sahara

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

2011 Jeep Wrangler Sahara

Houlton, ME

UnscoredInsufficient · 0
$7,99579,393 mi

Houlton, ME

2015 Ford Escape SE

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

2015 Ford Escape SE

Presque Isle, ME

UnscoredLimited · 10
$8,99574,000 mi

Comparison: 10 similar vehicles

Presque Isle, ME

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Presque Isle, ME

UnscoredInsufficient · 0
$8,995133,013 mi

Presque Isle, ME

2018 Jeep Grand Cherokee Upland

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

2018 Jeep Grand Cherokee Upland

Houlton, ME

UnscoredInsufficient · 0
$9,995128,998 mi

Houlton, ME

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Caribou, ME

UnscoredInsufficient · 0
$9,995117,642 mi

Caribou, ME

2015 GMC Terrain SLE-1

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

2015 GMC Terrain SLE-1

Presque Isle, ME

UnscoredInsufficient · 0
$9,995116,000 mi

Presque Isle, ME

2015 GMC Terrain SLT-1

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

2015 GMC Terrain SLT-1

Presque Isle, ME

UnscoredInsufficient · 0
$9,995100,500 mi

Presque Isle, ME

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Presque Isle, ME

UnscoredInsufficient · 3
$9,99591,000 mi

Comparison: 3 similar vehicles

Presque Isle, ME

2017 Jeep Grand Cherokee Laredo E

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

2017 Jeep Grand Cherokee Laredo E

Caribou, ME

UnscoredInsufficient · 0
$10,950133,445 mi

Caribou, ME

2016 Toyota Highlander LE

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

2016 Toyota Highlander LE

Houlton, ME

UnscoredInsufficient · 0
$11,995169,018 mi

Houlton, ME

2016 Jeep Renegade Latitude

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

2016 Jeep Renegade Latitude

Presque Isle, ME

UnscoredLimited · 5
$11,995114,000 mi

Comparison: 5 similar vehicles

Presque Isle, ME

2015 Jeep Wrangler Sport

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

2015 Jeep Wrangler Sport

Caribou, ME

UnscoredInsufficient · 0
$11,999151,994 mi

Caribou, ME

2019 GMC Terrain SLE

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

2019 GMC Terrain SLE

Houlton, ME

UnscoredLimited · 6
$12,99590,008 mi

Comparison: 6 similar vehicles

Houlton, ME

2018 Kia Sportage EX

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

2018 Kia Sportage EX

Caribou, ME

UnscoredInsufficient · 0
$12,995Mileage not verified

Caribou, ME

2017 Honda CR-V EX

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

2017 Honda CR-V EX

Houlton, ME

UnscoredModerate · 43
$13,995124,582 mi

Comparison: 43 similar vehicles

Houlton, ME

2017 Dodge Durango R/T

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

2017 Dodge Durango R/T

Houlton, ME

UnscoredInsufficient · 0
$15,495106,627 mi

Houlton, ME

2022 Jeep Cherokee Latitude Lux

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

2022 Jeep Cherokee Latitude Lux

Houlton, ME

UnscoredInsufficient · 0
$16,99572,554 mi

Houlton, ME

2020 GMC Acadia AT4

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

2020 GMC Acadia AT4

Houlton, ME

UnscoredInsufficient · 0
$16,995121,790 mi

Houlton, ME

2015 GMC Yukon Denali

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

2015 GMC Yukon Denali

Houlton, ME

UnscoredInsufficient · 0
$16,995100,925 mi

Houlton, ME

2018 Honda CR-V EX-L

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

2018 Honda CR-V EX-L

Presque Isle, ME

UnscoredRobust · 56
$17,494123,077 mi

Comparison: 56 similar vehicles

Presque Isle, ME

2017 Honda CR-V EX-L

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

2017 Honda CR-V EX-L

Presque Isle, ME

Fair PriceLimited · 13
$17,49499,693 mi

Market: $11,955 – $20,333

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Presque Isle, ME

2022 Jeep Compass Latitude Lux

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

2022 Jeep Compass Latitude Lux

Houlton, ME

UnscoredInsufficient · 0
$17,99560,504 mi

Houlton, ME

No Photo

2021 Hyundai Venue SEL

Houlton, ME

UnscoredInsufficient · 0
$17,99566,363 mi

Houlton, ME

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Caribou, ME

UnscoredInsufficient · 0
$17,99554,136 mi

Caribou, ME

2018 GMC Terrain SLE

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

2018 GMC Terrain SLE

Houlton, ME

UnscoredInsufficient · 0
$17,99558,802 mi

Houlton, ME

2012 Jeep Wrangler Sport

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

2012 Jeep Wrangler Sport

Caribou, ME

UnscoredInsufficient · 0
$17,995115,058 mi

Caribou, ME

2020 Hyundai Tucson SE

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

2020 Hyundai Tucson SE

Caribou, ME

UnscoredInsufficient · 0
$17,99960,074 mi

Caribou, ME

2017 Subaru Crosstrek Premium

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

2017 Subaru Crosstrek Premium

Houlton, ME

Salvage title
$18,49540,807 mi

Houlton, ME

2024 Nissan Kicks S

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

2024 Nissan Kicks S

Houlton, ME

UnscoredInsufficient · 0
$18,99559,444 mi

Houlton, ME

2020 Ford Escape Titanium

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

2020 Ford Escape Titanium

Presque Isle, ME

UnscoredInsufficient · 0
$18,99555,677 mi

Presque Isle, ME

No Photo

2020 Nissan Murano S

Houlton, ME

UnscoredInsufficient · 0
$18,99553,152 mi

Houlton, ME

2019 Jeep Compass Limited

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

2019 Jeep Compass Limited

Caribou, ME

UnscoredInsufficient · 0
$18,99563,743 mi

Caribou, ME

2020 Jeep Cherokee Limited

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

2020 Jeep Cherokee Limited

Presque Isle, ME

UnscoredInsufficient · 4
$19,39099,441 mi

Comparison: 4 similar vehicles

Presque Isle, ME

2018 Toyota RAV4 Limited

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

2018 Toyota RAV4 Limited

Caribou, ME

UnscoredInsufficient · 0
$19,495115,874 mi

Caribou, ME

No Photo

2024 Mitsubishi Outlander Sport ES

Houlton, ME

UnscoredLimited · 9
$19,99543,851 mi

Comparison: 9 similar vehicles

Houlton, ME

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Presque Isle, ME

UnscoredInsufficient · 4
$19,99577,988 mi

Comparison: 4 similar vehicles

Presque Isle, ME

2020 Jeep Cherokee Limited

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

2020 Jeep Cherokee Limited

Caribou, ME

UnscoredInsufficient · 0
$19,99569,371 mi

Caribou, ME

2019 Dodge Durango GT Plus

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

2019 Dodge Durango GT Plus

Presque Isle, ME

UnscoredLimited · 6
$19,99590,322 mi

Comparison: 6 similar vehicles

Presque Isle, ME

2019 Ford Explorer Sport

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

2019 Ford Explorer Sport

Caribou, ME

UnscoredInsufficient · 0
$19,99585,209 mi

Caribou, ME

2023 Nissan Rogue SV

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

2023 Nissan Rogue SV

Houlton, ME

Fair PriceModerate · 37
$20,49562,286 mi

Market: $14,966 – $22,605

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Houlton, ME

2018 Jeep Wrangler JK Unlimited Sport

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

2018 Jeep Wrangler JK Unlimited Sport

Presque Isle, ME

UnscoredInsufficient · 0
$20,52890,377 mi

Presque Isle, ME

2022 Buick Envision Essence

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

2022 Buick Envision Essence

Caribou, ME

UnscoredInsufficient · 0
$20,99599,262 mi

Caribou, ME

2022 Ford Escape Titanium

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

2022 Ford Escape Titanium

Caribou, ME

UnscoredInsufficient · 0
$21,99588,161 mi

Caribou, ME

2022 Mazda CX-30 Premium

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

2022 Mazda CX-30 Premium

Caribou, ME

UnscoredInsufficient · 0
$21,99579,513 mi

Caribou, ME

2020 GMC Terrain Denali

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

2020 GMC Terrain Denali

Caribou, ME

UnscoredInsufficient · 0
$21,99585,359 mi

Caribou, ME

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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