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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 10, 2026

7.3M+

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

381 listings found

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

West Branch, MI

UnscoredInsufficient · 3
$1,814213,866 mi

Comparison: 3 similar vehicles

West Branch, MI

2008 Buick Lucerne CX

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

2008 Buick Lucerne CX

West Branch, MI

UnscoredInsufficient · 0
$2,764163,609 mi

West Branch, MI

2002 GMC Yukon SLE

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

2002 GMC Yukon SLE

West Branch, MI

UnscoredInsufficient · 0
$3,214217,172 mi

West Branch, MI

2010 Chrysler 300 C

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

2010 Chrysler 300 C

West Branch, MI

UnscoredInsufficient · 0
$3,314202,842 mi

West Branch, MI

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

West Branch, MI

Unscored
$4,894246,435 mi

Comparison: 41 similar vehicles

West Branch, MI

1997 Mercury Grand Marquis

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

1997 Mercury Grand Marquis

West Branch, MI

UnscoredInsufficient · 0
$5,21495,761 mi

West Branch, MI

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

West Branch, MI

Unscored
$5,240174,139 mi

Comparison: 30 similar vehicles

West Branch, MI

2015 Honda Odyssey EX

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

2015 Honda Odyssey EX

West Branch, MI

Unscored
$8,305184,393 mi

Comparison: 6 similar vehicles

West Branch, MI

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

West Branch, MI

Unscored
$9,614137,367 mi

Comparison: 47 similar vehicles

West Branch, MI

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

West Branch, MI

Unscored
$9,814165,100 mi

Comparison: 220 similar vehicles

West Branch, MI

2016 Ford Expedition XLT

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

2016 Ford Expedition XLT

West Branch, MI

Unscored
$10,242186,213 mi

Comparison: 5 similar vehicles

West Branch, MI

2017 Chevrolet Trax LT

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

2017 Chevrolet Trax LT

West Branch, MI

Fair PriceLimited · 10
$10,81459,825 mi

Market: $8,950 – $11,064

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

West Branch, MI

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

West Branch, MI

UnscoredInsufficient · 4
$10,836162,897 mi

Comparison: 4 similar vehicles

West Branch, MI

2012 Nissan NV Cargo SV

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

2012 Nissan NV Cargo SV

West Branch, MI

UnscoredInsufficient · 0
$11,249160,168 mi

West Branch, MI

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

West Branch, MI

Unscored
$11,514171,577 mi

Comparison: 24 similar vehicles

West Branch, MI

2016 Dodge Charger SE

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

2016 Dodge Charger SE

West Branch, MI

UnscoredInsufficient · 3
$11,614137,741 mi

Comparison: 3 similar vehicles

West Branch, MI

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

West Branch, MI

UnscoredInsufficient · 0
$11,814217,764 mi

West Branch, MI

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

West Branch, MI

OverpricedModerate · 25
$11,939100,359 mi

Market: $3,300 – $11,495

Comparison: 25 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

West Branch, MI

2020 Chrysler Pacifica Limited

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

2020 Chrysler Pacifica Limited

West Branch, MI

Unscored
$12,314146,860 mi

Comparison: 94 similar vehicles

West Branch, MI

2021 Ford Edge SE

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

2021 Ford Edge SE

West Branch, MI

Unscored
$12,746125,425 mi

Comparison: 9 similar vehicles

West Branch, MI

2019 Ford Edge SEL

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

2019 Ford Edge SEL

West Branch, MI

Unscored
$12,802131,686 mi

Comparison: 116 similar vehicles

West Branch, MI

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

West Branch, MI

UnscoredInsufficient · 0
$13,214192,508 mi

West Branch, MI

2022 Ford Escape SE

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

2022 Ford Escape SE

West Branch, MI

Fair PriceRobust · 158
$13,225108,770 mi

Market: $9,995 – $20,898

Comparison: 158 similar vehicles

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

West Branch, MI

2019 Ford Fusion Hybrid SE

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

2019 Ford Fusion Hybrid SE

West Branch, MI

UnscoredInsufficient · 0
$14,05452,723 mi

West Branch, MI

2020 Ford Fusion SE

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

2020 Ford Fusion SE

West Branch, MI

Fair PriceRobust · 105
$14,21185,236 mi

Market: $5,500 – $19,468

Comparison: 105 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

West Branch, MI

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

West Branch, MI

Fair PriceRobust · 172
$14,48595,867 mi

Market: $4,214 – $20,275

Comparison: 172 similar vehicles

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

West Branch, MI

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

West Branch, MI

Fair PriceLimited · 11
$14,549112,592 mi

Market: $7,980 – $17,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

West Branch, MI

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

West Branch, MI

Unscored
$15,003155,947 mi

Comparison: 69 similar vehicles

West Branch, MI

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

West Branch, MI

Unscored
$15,051225,118 mi

Comparison: 104 similar vehicles

West Branch, MI

2018 Dodge Challenger GT

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

2018 Dodge Challenger GT

West Branch, MI

Unscored
$15,614135,508 mi

Comparison: 7 similar vehicles

West Branch, MI

2016 GMC Yukon Denali

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

2016 GMC Yukon Denali

West Branch, MI

Unscored
$15,814187,446 mi

Comparison: 53 similar vehicles

West Branch, MI

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

West Branch, MI

Unscored
$15,863100,254 mi

Comparison: 8 similar vehicles

West Branch, MI

2016 RAM 2500 Outdoorsman

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

2016 RAM 2500 Outdoorsman

West Branch, MI

UnscoredInsufficient · 0
$16,133168,022 mi

West Branch, MI

2018 Dodge Durango GT

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

2018 Dodge Durango GT

West Branch, MI

Fair PriceRobust · 78
$16,353110,953 mi

Market: $9,251 – $19,995

Comparison: 78 similar vehicles

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

West Branch, MI

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

West Branch, MI

Unscored
$16,614165,391 mi

Comparison: 5 similar vehicles

West Branch, MI

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

West Branch, MI

UnscoredInsufficient · 4
$16,690117,203 mi

Comparison: 4 similar vehicles

West Branch, MI

2023 Jeep Renegade Latitude

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

2023 Jeep Renegade Latitude

West Branch, MI

Fair PriceModerate · 33
$16,81466,322 mi

Market: $15,650 – $25,968

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

West Branch, MI

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

West Branch, MI

Unscored
$16,940149,818 mi

Comparison: 204 similar vehicles

West Branch, MI

2017 Chevrolet Silverado 1500 LT Z71

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

2017 Chevrolet Silverado 1500 LT Z71

West Branch, MI

Unscored
$17,171121,663 mi

Comparison: 82 similar vehicles

West Branch, MI

2017 RAM 1500 SLT

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

2017 RAM 1500 SLT

West Branch, MI

Fair PriceLimited · 19
$17,814108,958 mi

Market: $9,500 – $28,000

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

West Branch, MI

2022 Jeep Compass Limited

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

2022 Jeep Compass Limited

West Branch, MI

UnscoredInsufficient · 3
$18,11479,540 mi

Comparison: 3 similar vehicles

West Branch, MI

2020 Chevrolet Silverado 1500 Custom

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

2020 Chevrolet Silverado 1500 Custom

West Branch, MI

UnscoredInsufficient · 4
$18,114165,459 mi

Comparison: 4 similar vehicles

West Branch, MI

2020 Chevrolet Silverado 1500 LT Trail Boss

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

2020 Chevrolet Silverado 1500 LT Trail Boss

West Branch, MI

Unscored
$18,314205,702 mi

Comparison: 74 similar vehicles

West Branch, MI

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

West Branch, MI

Unscored
$18,545171,500 mi

Comparison: 93 similar vehicles

West Branch, MI

2019 Jeep Grand Cherokee Laredo E

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

2019 Jeep Grand Cherokee Laredo E

West Branch, MI

UnscoredInsufficient · 0
$18,54748,869 mi

West Branch, MI

2021 Jeep Cherokee Limited

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

2021 Jeep Cherokee Limited

West Branch, MI

Fair PriceModerate · 45
$18,61479,080 mi

Market: $9,999 – $23,725

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

West Branch, MI

2019 Jeep Wrangler Unlimited Sport S

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

2019 Jeep Wrangler Unlimited Sport S

West Branch, MI

Fair PriceRobust · 58
$18,660115,636 mi

Market: $14,900 – $26,275

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

West Branch, 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

West Branch, MI

UnscoredInsufficient · 0
$19,11252,420 mi

West Branch, MI

2020 Ford Edge Titanium

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

2020 Ford Edge Titanium

West Branch, MI

Fair PriceModerate · 37
$19,22277,301 mi

Market: $10,295 – $20,354

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

West Branch, MI

2023 Jeep Renegade Limited

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

2023 Jeep Renegade Limited

West Branch, MI

Unscored
$19,51443,457 mi

Comparison: 7 similar vehicles

West Branch, MI

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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