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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

6.1M+

Unique vehicles analyzed

as of November 3, 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

450 listings found

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Caro, MI

Unscored
$5,295101,751 mi

Comparison: 6 similar vehicles

Caro, MI

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Caro, MI

Unscored
$6,995162,495 mi

Comparison: 7 similar vehicles

Caro, MI

2010 Ford Taurus SE

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

2010 Ford Taurus SE

Caro, MI

UnscoredInsufficient · 0
$6,995129,453 mi

Caro, MI

1993 Chevrolet GMT400

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

1993 Chevrolet GMT400

Caro, MI

UnscoredInsufficient · 0
$6,995149,931 mi

Caro, MI

2019 Chevrolet Malibu 1FL

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

2019 Chevrolet Malibu 1FL

Caro, MI

UnscoredInsufficient · 0
$7,995162,723 mi

Caro, MI

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Caro, MI

Unscored
$7,995172,543 mi

Comparison: 103 similar vehicles

Caro, MI

2012 Chevrolet Malibu 2LT

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

2012 Chevrolet Malibu 2LT

Caro, MI

UnscoredInsufficient · 3
$7,99578,561 mi

Comparison: 3 similar vehicles

Caro, MI

2011 Ford F-250 Super Duty XL

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

2011 Ford F-250 Super Duty XL

Caro, MI

Unscored
$7,995232,715 mi

Comparison: 15 similar vehicles

Caro, MI

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Caro, MI

Unscored
$8,309166,342 mi

Comparison: 5 similar vehicles

Caro, MI

2019 Chevrolet Equinox LS

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

2019 Chevrolet Equinox LS

Caro, MI

Unscored
$8,495170,000 mi

Comparison: 119 similar vehicles

Caro, MI

2022 Kia Soul LX

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

2022 Kia Soul LX

Caro, MI

Unscored
$8,775173,434 mi

Comparison: 61 similar vehicles

Caro, MI

2022 Buick Encore Preferred

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

2022 Buick Encore Preferred

Caro, MI

Unscored
$8,995166,834 mi

Comparison: 5 similar vehicles

Caro, MI

2019 Dodge Grand Caravan SE

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

2019 Dodge Grand Caravan SE

Caro, MI

Unscored
$8,995155,909 mi

Comparison: 49 similar vehicles

Caro, MI

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Caro, MI

Unscored
$8,995111,203 mi

Comparison: 7 similar vehicles

Caro, MI

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Caro, MI

Fair PriceRobust · 65
$8,99581,189 mi

Market: $2,895 – $11,990

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Caro, MI

2023 Ford Escape Active

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

2023 Ford Escape Active

Caro, MI

Unscored
$9,995159,575 mi

Comparison: 108 similar vehicles

Caro, MI

2022 Chevrolet Traverse LS

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

2022 Chevrolet Traverse LS

Caro, MI

Unscored
$9,995207,366 mi

Comparison: 11 similar vehicles

Caro, MI

2020 Chevrolet Malibu 1FL

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

2020 Chevrolet Malibu 1FL

Caro, MI

Unscored
$9,995144,287 mi

Comparison: 20 similar vehicles

Caro, MI

2018 Dodge Grand Caravan GT

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

2018 Dodge Grand Caravan GT

Caro, MI

Unscored
$9,995121,071 mi

Comparison: 29 similar vehicles

Caro, MI

2018 Lincoln MKT Reserve

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

2018 Lincoln MKT Reserve

Caro, MI

Unscored
$9,995130,889 mi

Comparison: 22 similar vehicles

Caro, MI

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Caro, MI

Unscored
$9,995127,321 mi

Comparison: 138 similar vehicles

Caro, MI

2015 Jeep Grand Cherokee Overland

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

2015 Jeep Grand Cherokee Overland

Caro, MI

Unscored
$9,995168,481 mi

Comparison: 41 similar vehicles

Caro, MI

2021 Chevrolet Equinox 2FL

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

2021 Chevrolet Equinox 2FL

Caro, MI

Unscored
$10,995144,210 mi

Comparison: 10 similar vehicles

Caro, MI

2017 Chevrolet Colorado Work Truck

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

2017 Chevrolet Colorado Work Truck

Caro, MI

Unscored
$10,995146,191 mi

Comparison: 8 similar vehicles

Caro, MI

2015 Chevrolet Traverse LS

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

2015 Chevrolet Traverse LS

Caro, MI

Unscored
$10,99568,458 mi

Comparison: 8 similar vehicles

Caro, MI

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Caro, MI

Unscored
$11,995126,425 mi

Comparison: 10 similar vehicles

Caro, MI

2023 Chevrolet TrailBlazer LT

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

2023 Chevrolet TrailBlazer LT

Caro, MI

Unscored
$11,995178,819 mi

Comparison: 57 similar vehicles

Caro, MI

2023 Chevrolet TrailBlazer LT

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

2023 Chevrolet TrailBlazer LT

Caro, MI

Unscored
$11,995169,849 mi

Comparison: 57 similar vehicles

Caro, MI

2022 Ford Transit Connect XLT

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

2022 Ford Transit Connect XLT

Caro, MI

Unscored
$11,995158,253 mi

Comparison: 21 similar vehicles

Caro, MI

2022 Ford Transit Connect XLT

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

2022 Ford Transit Connect XLT

Caro, MI

Unscored
$11,995161,952 mi

Comparison: 21 similar vehicles

Caro, MI

2019 Chevrolet Traverse 1LT

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

2019 Chevrolet Traverse 1LT

Caro, MI

Unscored
$11,995151,105 mi

Comparison: 6 similar vehicles

Caro, MI

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Caro, MI

Unscored
$11,995180,063 mi

Comparison: 18 similar vehicles

Caro, MI

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Caro, MI

Unscored
$12,884179,752 mi

Comparison: 29 similar vehicles

Caro, MI

2024 Chevrolet Equinox 2FL

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

2024 Chevrolet Equinox 2FL

Caro, MI

Unscored
$12,995155,934 mi

Comparison: 25 similar vehicles

Caro, MI

2022 Chevrolet Traverse 1FL

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

2022 Chevrolet Traverse 1FL

Caro, MI

Unscored
$12,995170,632 mi

Comparison: 10 similar vehicles

Caro, MI

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Caro, MI

Unscored
$12,995179,186 mi

Comparison: 128 similar vehicles

Caro, MI

2015 RAM 2500 Pickup Tradesman

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

2015 RAM 2500 Pickup Tradesman

Caro, MI

Unscored
$12,995184,511 mi

Comparison: 14 similar vehicles

Caro, MI

2019 RAM ProMaster Cargo Van Base

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

2019 RAM ProMaster Cargo Van Base

Caro, MI

Unscored
$13,995159,942 mi

Comparison: 58 similar vehicles

Caro, MI

2018 Chevrolet Equinox LS

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

2018 Chevrolet Equinox LS

Caro, MI

UnscoredInsufficient · 0
$13,99551,157 mi

Caro, MI

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Caro, MI

Unscored
$13,995184,389 mi

Comparison: 18 similar vehicles

Caro, MI

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Caro, MI

Unscored
$13,995179,182 mi

Comparison: 38 similar vehicles

Caro, MI

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Caro, MI

Unscored
$14,775204,527 mi

Comparison: 18 similar vehicles

Caro, MI

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Caro, MI

Unscored
$14,995193,981 mi

Comparison: 128 similar vehicles

Caro, MI

2019 Ford Explorer Platinum

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

2019 Ford Explorer Platinum

Caro, MI

Unscored
$14,995142,350 mi

Comparison: 10 similar vehicles

Caro, MI

2024 Chevrolet Malibu 1FL

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

2024 Chevrolet Malibu 1FL

Caro, MI

Fair PriceModerate · 21
$15,609108,986 mi

Market: $10,995 – $23,855

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 184 days listed (based on current market benchmarks)

Caro, MI

2019 Lincoln Nautilus Reserve

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

2019 Lincoln Nautilus Reserve

Caro, MI

Fair PriceRobust · 82
$15,99586,494 mi

Market: $11,000 – $21,982

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Caro, MI

2016 RAM 1500 Outdoorsman

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

2016 RAM 1500 Outdoorsman

Caro, MI

Unscored
$15,995122,580 mi

Comparison: 14 similar vehicles

Caro, MI

2020 Buick Encore GX Essence

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

2020 Buick Encore GX Essence

Caro, MI

Unscored
$16,27594,917 mi

Comparison: 6 similar vehicles

Caro, MI

2019 GMC Terrain SLE

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

2019 GMC Terrain SLE

Caro, MI

Unscored
$16,27573,855 mi

Comparison: 5 similar vehicles

Caro, MI

2019 Chevrolet Blazer 1LT

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

2019 Chevrolet Blazer 1LT

Caro, MI

Fair PriceModerate · 47
$16,77587,478 mi

Market: $10,875 – $19,990

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Caro, 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.
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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