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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

597 listings found

2003 Jeep Liberty Renegade

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

2003 Jeep Liberty Renegade

Libby, MT

UnscoredInsufficient · 0
$5,99578,599 mi

Libby, MT

2015 Chevrolet Trax LS

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

2015 Chevrolet Trax LS

Ponderay, ID

UnscoredInsufficient · 0
$9,92983,656 mi

Ponderay, ID

2010 Ford Expedition Eddie Bauer

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

2010 Ford Expedition Eddie Bauer

Eureka, MT

UnscoredInsufficient · 0
$10,995178,000 mi

Eureka, MT

2010 Jeep Wrangler Unlimited Rubicon

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

2010 Jeep Wrangler Unlimited Rubicon

Eureka, MT

UnscoredInsufficient · 0
$10,995169,210 mi

Eureka, MT

2020 Dodge Journey SE

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

2020 Dodge Journey SE

Libby, MT

UnscoredInsufficient · 0
$12,500104,030 mi

Libby, MT

2018 Hyundai Tucson SEL

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

2018 Hyundai Tucson SEL

Libby, MT

UnscoredInsufficient · 0
$12,965103,448 mi

Libby, MT

2018 Ford Escape SE

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

2018 Ford Escape SE

Ponderay, ID

Fair PriceLimited · 12
$13,413103,558 mi

Market: $8,999 – $14,998

Comparison: 12 similar vehicles

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

Ponderay, ID

2017 Hyundai Tucson SE Plus

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

2017 Hyundai Tucson SE Plus

Whitefish, MT

UnscoredInsufficient · 0
$14,38590,134 mi

Whitefish, MT

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Ponderay, ID

UnscoredLimited · 5
$14,41392,693 mi

Comparison: 5 similar vehicles

Ponderay, ID

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Ponderay, ID

UnscoredLimited · 5
$14,70091,875 mi

Comparison: 5 similar vehicles

Ponderay, ID

2013 Jeep Wrangler Unlimited Rubicon

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

2013 Jeep Wrangler Unlimited Rubicon

Eureka, MT

UnscoredInsufficient · 0
$14,995151,730 mi

Eureka, MT

2014 Subaru Forester i Limited

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

2014 Subaru Forester i Limited

Sagle, ID

UnscoredInsufficient · 3
$15,18466,975 mi

Comparison: 3 similar vehicles

Sagle, ID

2014 Toyota Sequoia Platinum

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

2014 Toyota Sequoia Platinum

Eureka, MT

UnscoredInsufficient · 0
$15,995238,840 mi

Eureka, MT

2018 Jeep Grand Cherokee Overland

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

2018 Jeep Grand Cherokee Overland

Whitefish, MT

UnscoredInsufficient · 0
$16,585100,123 mi

Whitefish, MT

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Ponderay, ID

OverpricedLimited · 13
$17,11277,882 mi

Market: $8,795 – $16,185

Comparison: 13 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Ponderay, ID

2020 Jeep Compass Trailhawk

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

2020 Jeep Compass Trailhawk

Ponderay, ID

UnscoredInsufficient · 3
$17,24483,262 mi

Comparison: 3 similar vehicles

Ponderay, ID

2019 Honda HR-V EX-L

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

2019 Honda HR-V EX-L

Ponderay, ID

UnscoredInsufficient · 0
$17,31193,042 mi

Ponderay, ID

2019 Hyundai Tucson Value

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

2019 Hyundai Tucson Value

Whitefish, MT

UnscoredInsufficient · 0
$17,38566,064 mi

Whitefish, MT

2018 Audi Q5 Premium Plus

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

2018 Audi Q5 Premium Plus

Sagle, ID

UnscoredInsufficient · 3
$18,18470,656 mi

Comparison: 3 similar vehicles

Sagle, ID

2021 Chevrolet Trailblazer LS

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

2021 Chevrolet Trailblazer LS

Ponderay, ID

UnscoredInsufficient · 0
$18,41381,592 mi

Ponderay, ID

2019 Ford Ecosport SE

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

2019 Ford Ecosport SE

Ponderay, ID

UnscoredInsufficient · 0
$18,41333,724 mi

Ponderay, ID

2017 Ford Explorer Limited

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

2017 Ford Explorer Limited

Ponderay, ID

UnscoredInsufficient · 3
$18,413106,210 mi

Comparison: 3 similar vehicles

Ponderay, ID

2023 Nissan Rogue SV

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

2023 Nissan Rogue SV

Bonners Ferry, ID

UnscoredLimited · 5
$18,99567,000 mi

Comparison: 5 similar vehicles

Bonners Ferry, ID

2016 Buick Encore Premium

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

2016 Buick Encore Premium

Ponderay, ID

UnscoredInsufficient · 0
$19,09118,634 mi

Ponderay, ID

2019 Jeep Cherokee Trailhawk

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

2019 Jeep Cherokee Trailhawk

Sagle, ID

UnscoredInsufficient · 3
$19,18470,597 mi

Comparison: 3 similar vehicles

Sagle, ID

2019 Volkswagen Atlas SEL Premium

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

2019 Volkswagen Atlas SEL Premium

Sagle, ID

UnscoredInsufficient · 3
$19,18487,644 mi

Comparison: 3 similar vehicles

Sagle, ID

2016 Subaru Crosstrek Limited

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

2016 Subaru Crosstrek Limited

Sagle, ID

UnscoredLimited · 8
$19,18473,891 mi

Comparison: 8 similar vehicles

Sagle, ID

2017 Jeep Wrangler Unlimited Sport S

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

2017 Jeep Wrangler Unlimited Sport S

Ponderay, ID

UnscoredLimited · 6
$19,413106,446 mi

Comparison: 6 similar vehicles

Ponderay, ID

2016 Jeep Grand Cherokee High Altitude

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

2016 Jeep Grand Cherokee High Altitude

Ponderay, ID

UnscoredInsufficient · 0
$19,41377,525 mi

Ponderay, ID

2016 Toyota 4Runner SR5 Premium

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

2016 Toyota 4Runner SR5 Premium

Ponderay, ID

UnscoredInsufficient · 4
$19,413209,008 mi

Comparison: 4 similar vehicles

Ponderay, ID

2019 Jeep Cherokee Latitude Plus

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

2019 Jeep Cherokee Latitude Plus

Sagle, ID

UnscoredInsufficient · 0
$20,18425,860 mi

Sagle, ID

2019 Subaru Ascent Touring

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

2019 Subaru Ascent Touring

Sagle, ID

UnscoredLimited · 9
$20,184112,990 mi

Comparison: 9 similar vehicles

Sagle, ID

2023 Ford Escape ST-Line Select

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

2023 Ford Escape ST-Line Select

Ponderay, ID

UnscoredInsufficient · 0
$20,413127,582 mi

Ponderay, ID

2020 Subaru Forester Premium

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

2020 Subaru Forester Premium

Bonners Ferry, ID

Fair PriceLimited · 11
$20,80074,000 mi

Market: $18,342 – $23,290

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 217 days listed (based on current market benchmarks)

Bonners Ferry, ID

2020 Hyundai Santa Fe Limited

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

2020 Hyundai Santa Fe Limited

Ponderay, ID

UnscoredInsufficient · 3
$21,41385,728 mi

Comparison: 3 similar vehicles

Ponderay, ID

2019 Kia Sorento SX

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

2019 Kia Sorento SX

Ponderay, ID

UnscoredLimited · 9
$21,75672,568 mi

Comparison: 9 similar vehicles

Ponderay, ID

2021 Subaru Forester Base

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

2021 Subaru Forester Base

Sagle, ID

UnscoredInsufficient · 0
$21,78474,530 mi

Sagle, ID

2024 Jeep Compass Latitude

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

2024 Jeep Compass Latitude

Libby, MT

UnscoredLimited · 9
$21,99553,070 mi

Comparison: 9 similar vehicles

Libby, MT

2019 Cadillac XT5 Luxury

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

2019 Cadillac XT5 Luxury

Bonners Ferry, ID

UnscoredInsufficient · 0
$21,99560,000 mi

Bonners Ferry, ID

2015 Chevrolet Tahoe LTZ

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

2015 Chevrolet Tahoe LTZ

Eureka, MT

UnscoredInsufficient · 0
$21,995117,023 mi

Eureka, MT

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Sagle, ID

UnscoredLimited · 5
$22,18459,035 mi

Comparison: 5 similar vehicles

Sagle, ID

2024 Jeep Compass Latitude

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

2024 Jeep Compass Latitude

Libby, MT

UnscoredInsufficient · 0
$22,49543,087 mi

Libby, MT

2023 Nissan Rogue SV

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

2023 Nissan Rogue SV

Bonners Ferry, ID

UnscoredInsufficient · 3
$22,69557,000 mi

Comparison: 3 similar vehicles

Bonners Ferry, ID

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Bonners Ferry, ID

UnscoredInsufficient · 0
$22,99552,000 mi

Bonners Ferry, ID

2022 Subaru Crosstrek Sport

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

2022 Subaru Crosstrek Sport

Whitefish, MT

UnscoredInsufficient · 0
$23,08574,839 mi

Whitefish, MT

2024 Jeep Compass Latitude Lux

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

2024 Jeep Compass Latitude Lux

Sagle, ID

UnscoredInsufficient · 0
$23,18443,305 mi

Sagle, ID

2021 Mercedes-Benz GLA GLA250

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

2021 Mercedes-Benz GLA GLA250

Sagle, ID

UnscoredInsufficient · 0
$23,18450,498 mi

Sagle, ID

2020 Jeep Wrangler Sport S

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

2020 Jeep Wrangler Sport S

Sagle, ID

UnscoredInsufficient · 0
$23,18477,034 mi

Sagle, ID

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Ponderay, ID

UnscoredInsufficient · 0
$23,41354,586 mi

Ponderay, ID

2021 Jeep Grand Cherokee L Limited

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

2021 Jeep Grand Cherokee L Limited

Ponderay, ID

UnscoredLimited · 9
$23,41697,224 mi

Comparison: 9 similar vehicles

Ponderay, ID

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. 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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