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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

402 listings found

2009 Ford Escape Limited

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

2009 Ford Escape Limited

Marquette, MI

UnscoredInsufficient · 0
$3,995194,053 mi

Marquette, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Ewen, MI

UnscoredModerate · 32
$5,875152,047 mi

Comparison: 32 similar vehicles

Ewen, MI

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Marquette, MI

UnscoredInsufficient · 0
$6,995201,931 mi

Marquette, MI

2010 Nissan Armada Platinum

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

2010 Nissan Armada Platinum

Marquette, MI

UnscoredInsufficient · 0
$7,309209,058 mi

Marquette, MI

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Marquette, MI

UnscoredInsufficient · 0
$7,995183,280 mi

Marquette, MI

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Marquette, MI

UnscoredLimited · 8
$9,656113,962 mi

Comparison: 8 similar vehicles

Marquette, MI

2019 Ford Escape SE

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

2019 Ford Escape SE

Ewen, MI

Fair PriceModerate · 20
$9,975114,591 mi

Market: $5,944 – $13,995

Comparison: 20 similar vehicles

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

Ewen, MI

2016 Ford Flex Limited

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

2016 Ford Flex Limited

Marquette, MI

UnscoredInsufficient · 0
$9,995117,948 mi

Marquette, MI

2002 Ford Excursion Limited

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

2002 Ford Excursion Limited

Marquette, MI

UnscoredInsufficient · 0
$10,036288,002 mi

Marquette, MI

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Marquette, MI

UnscoredInsufficient · 0
$10,31368,830 mi

Marquette, MI

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Marquette, MI

UnscoredLimited · 10
$10,495141,451 mi

Comparison: 10 similar vehicles

Marquette, MI

2012 Jeep Wrangler Sport

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

2012 Jeep Wrangler Sport

Marquette, MI

UnscoredInsufficient · 0
$10,495151,851 mi

Marquette, MI

2018 Buick Encore Sport Touring

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

2018 Buick Encore Sport Touring

Marquette, MI

UnscoredInsufficient · 4
$11,31386,519 mi

Comparison: 4 similar vehicles

Marquette, MI

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Marquette, MI

Fair PriceLimited · 10
$11,495118,857 mi

Market: $5,995 – $12,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Marquette, MI

2016 Ford Flex SEL

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

2016 Ford Flex SEL

Marquette, MI

UnscoredInsufficient · 0
$11,995115,659 mi

Marquette, MI

2018 Buick Encore Sport Touring

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

2018 Buick Encore Sport Touring

Marquette, MI

UnscoredInsufficient · 4
$13,16465,449 mi

Comparison: 4 similar vehicles

Marquette, MI

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Marquette, MI

UnscoredLimited · 8
$13,17486,891 mi

Comparison: 8 similar vehicles

Marquette, MI

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Marquette, MI

UnscoredModerate · 25
$13,313141,918 mi

Comparison: 25 similar vehicles

Marquette, MI

2018 Honda Pilot EX

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

2018 Honda Pilot EX

Marquette, MI

UnscoredInsufficient · 0
$13,995175,460 mi

Marquette, MI

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Marquette, MI

Fair PriceRobust · 61
$14,313106,662 mi

Market: $8,995 – $18,000

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Marquette, MI

2013 Jeep Wrangler Unlimited Sport

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

2013 Jeep Wrangler Unlimited Sport

Marquette, MI

UnscoredInsufficient · 4
$14,313134,048 mi

Comparison: 4 similar vehicles

Marquette, MI

2014 Jeep Wrangler Unlimited Sport

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

2014 Jeep Wrangler Unlimited Sport

Marquette, MI

UnscoredLimited · 11
$14,995127,175 mi

Comparison: 11 similar vehicles

Marquette, MI

2014 Dodge Durango R/T

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

2014 Dodge Durango R/T

Marquette, MI

UnscoredInsufficient · 0
$14,99591,430 mi

Marquette, MI

2020 Jeep Cherokee Altitude

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

2020 Jeep Cherokee Altitude

Negaunee, MI

Fair PriceLimited · 10
$15,27577,865 mi

Market: $15,281 – $19,985

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 30 days listed (based on current market benchmarks)

Negaunee, MI

2017 Jeep Wrangler Unlimited Sport

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

2017 Jeep Wrangler Unlimited Sport

Marquette, MI

UnscoredInsufficient · 0
$15,995122,262 mi

Marquette, MI

2019 Ford Explorer Limited

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

2019 Ford Explorer Limited

Marquette, MI

UnscoredLimited · 5
$16,478106,331 mi

Comparison: 5 similar vehicles

Marquette, MI

2019 GMC Terrain SLT

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

2019 GMC Terrain SLT

Marquette, MI

UnscoredInsufficient · 0
$16,709101,158 mi

Marquette, MI

2019 Jeep Renegade Latitude

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

2019 Jeep Renegade Latitude

Ewen, MI

UnscoredInsufficient · 3
$16,90040,919 mi

Comparison: 3 similar vehicles

Ewen, MI

2020 Chevrolet Equinox LS

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

2020 Chevrolet Equinox LS

Marquette, MI

OverpricedLimited · 17
$17,20966,283 mi

Market: $4,555 – $12,099

Comparison: 17 similar vehicles

Priced ~42% above the typical market range for similar vehicles (based on current market benchmarks)

Marquette, MI

2013 Jeep Wrangler Rubicon

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

2013 Jeep Wrangler Rubicon

Marquette, MI

UnscoredInsufficient · 0
$17,27565,972 mi

Marquette, MI

2018 Jeep Grand Cherokee High Altitude

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

2018 Jeep Grand Cherokee High Altitude

Marquette, MI

UnscoredInsufficient · 3
$17,313125,483 mi

Comparison: 3 similar vehicles

Marquette, MI

2018 Chevrolet Tahoe LS

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

2018 Chevrolet Tahoe LS

Marquette, MI

UnscoredInsufficient · 0
$17,495131,679 mi

Marquette, MI

2021 Chevrolet Blazer 2LT

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

2021 Chevrolet Blazer 2LT

Marquette, MI

UnscoredLimited · 6
$17,97199,813 mi

Comparison: 6 similar vehicles

Marquette, MI

2019 Jeep Cherokee Trailhawk

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

2019 Jeep Cherokee Trailhawk

Negaunee, MI

Fair PriceModerate · 20
$17,98488,521 mi

Market: $13,988 – $18,944

Comparison: 20 similar vehicles

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

Negaunee, MI

2020 Jeep Grand Cherokee Altitude

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

2020 Jeep Grand Cherokee Altitude

Marquette, MI

UnscoredLimited · 13
$18,312121,440 mi

Comparison: 13 similar vehicles

Marquette, MI

2016 GMC Yukon XL SLT

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

2016 GMC Yukon XL SLT

Marquette, MI

UnscoredInsufficient · 0
$18,495100,584 mi

Marquette, MI

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

Baraga, MI

UnscoredInsufficient · 0
$18,500Mileage not verified

Baraga, MI

2022 Chevrolet Equinox LT

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

2022 Chevrolet Equinox LT

Negaunee, MI

Great DealLimited · 13
$18,80957,363 mi

Market: $19,911 – $23,241

Comparison: 13 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 23 days listed (based on current market benchmarks)

Negaunee, MI

2020 Ford Expedition Limited

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

2020 Ford Expedition Limited

Marquette, MI

UnscoredInsufficient · 0
$18,995146,936 mi

Marquette, MI

2015 Jeep Wrangler Unlimited Sahara

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

2015 Jeep Wrangler Unlimited Sahara

Marquette, MI

UnscoredLimited · 6
$19,49580,545 mi

Comparison: 6 similar vehicles

Marquette, MI

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Baraga, MI

UnscoredLimited · 6
$19,700Mileage not verified

Comparison: 6 similar vehicles

Baraga, MI

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Ewen, MI

UnscoredLimited · 7
$19,95983,839 mi

Comparison: 7 similar vehicles

Ewen, MI

2021 Nissan Rogue SV

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

2021 Nissan Rogue SV

Marquette, MI

UnscoredInsufficient · 4
$20,10974,384 mi

Comparison: 4 similar vehicles

Marquette, MI

2024 Chevrolet Trax LT

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

2024 Chevrolet Trax LT

Negaunee, MI

UnscoredLimited · 12
$20,13525,483 mi

Comparison: 12 similar vehicles

Negaunee, MI

2019 Honda CR-V EX-L

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

2019 Honda CR-V EX-L

Marquette, MI

Fair PriceLimited · 19
$20,209103,876 mi

Market: $17,215 – $26,385

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Marquette, MI

2024 Mitsubishi Eclipse Cross SE

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

2024 Mitsubishi Eclipse Cross SE

Marquette, MI

UnscoredInsufficient · 0
$20,31157,449 mi

Marquette, MI

2022 Chevrolet Equinox Premier

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

2022 Chevrolet Equinox Premier

Marquette, MI

UnscoredInsufficient · 4
$20,81491,572 mi

Comparison: 4 similar vehicles

Marquette, MI

2023 Buick Encore GX Select

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

2023 Buick Encore GX Select

Marquette, MI

UnscoredInsufficient · 0
$21,11440,912 mi

Marquette, MI

2024 Chevrolet Trax RS

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

2024 Chevrolet Trax RS

Negaunee, MI

Fair PriceLimited · 16
$21,16821,748 mi

Market: $21,040 – $23,000

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Negaunee, MI

2021 Jeep Grand Cherokee Laredo X

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

2021 Jeep Grand Cherokee Laredo X

Marquette, MI

UnscoredInsufficient · 4
$21,31191,547 mi

Comparison: 4 similar vehicles

Marquette, MI

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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