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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 7, 2026

7.1M+

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

281 listings found

2005 GMC Envoy SLE

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

2005 GMC Envoy SLE

Piqua, OH

Unscored
$3,500223,000 mi

Comparison: 7 similar vehicles

Piqua, OH

2012 Chevrolet Sonic 2LS

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

2012 Chevrolet Sonic 2LS

Piqua, OH

Unscored
$3,995146,300 mi

Comparison: 14 similar vehicles

Piqua, OH

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Piqua, OH

Unscored
$3,999117,388 mi

Comparison: 10 similar vehicles

Piqua, OH

2013 Chevrolet Sonic RS

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

2013 Chevrolet Sonic RS

Piqua, OH

UnscoredInsufficient · 0
$4,995129,050 mi

Piqua, OH

1999 Cadillac Eldorado Base

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

1999 Cadillac Eldorado Base

Piqua, OH

UnscoredInsufficient · 0
$5,00053,911 mi

Piqua, OH

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

Piqua, OH

Fair PriceRobust · 75
$5,995112,200 mi

Market: $2,714 – $10,995

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Piqua, OH

2014 Volkswagen Jetta SEL

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

2014 Volkswagen Jetta SEL

Piqua, OH

UnscoredInsufficient · 3
$6,500108,000 mi

Comparison: 3 similar vehicles

Piqua, OH

2016 Kia Optima LX

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

2016 Kia Optima LX

Piqua, OH

Unscored
$6,995150,100 mi

Comparison: 68 similar vehicles

Piqua, OH

2015 Kia Soul +

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

2015 Kia Soul +

Piqua, OH

Unscored
$6,995138,650 mi

Comparison: 65 similar vehicles

Piqua, OH

2015 Kia Sportage LX

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

2015 Kia Sportage LX

Piqua, OH

Unscored
$6,995142,400 mi

Comparison: 49 similar vehicles

Piqua, OH

2014 Jeep Cherokee Sport

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

2014 Jeep Cherokee Sport

Piqua, OH

Unscored
$6,995138,100 mi

Comparison: 39 similar vehicles

Piqua, OH

2008 Dodge Dakota ST

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

2008 Dodge Dakota ST

Piqua, OH

UnscoredInsufficient · 0
$6,995166,408 mi

Piqua, OH

2019 Dodge Grand Caravan SXT

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

2019 Dodge Grand Caravan SXT

Piqua, OH

Unscored
$7,495188,693 mi

Comparison: 8 similar vehicles

Piqua, OH

2017 Ford Escape SE

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

2017 Ford Escape SE

Piqua, OH

Unscored
$7,99583,900 mi

Comparison: 12 similar vehicles

Piqua, OH

2018 Ford Focus SE

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

2018 Ford Focus SE

Piqua, OH

UnscoredInsufficient · 4
$8,500110,550 mi

Comparison: 4 similar vehicles

Piqua, OH

2015 Jeep Renegade Latitude

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

2015 Jeep Renegade Latitude

Piqua, OH

Fair PriceRobust · 69
$8,995115,900 mi

Market: $4,900 – $15,500

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Piqua, OH

2015 Lincoln MKX Base

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

2015 Lincoln MKX Base

Piqua, OH

Unscored
$9,275146,225 mi

Comparison: 27 similar vehicles

Piqua, OH

2020 Kia Sorento L

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

2020 Kia Sorento L

Piqua, OH

Fair PriceModerate · 21
$9,995111,200 mi

Market: $9,259 – $19,782

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Piqua, OH

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Piqua, OH

Fair PriceModerate · 43
$9,995105,961 mi

Market: $3,200 – $15,488

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Piqua, OH

1999 Ford F-550

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

1999 Ford F-550

Piqua, OH

UnscoredInsufficient · 0
$10,25072,780 mi

Piqua, OH

2018 GMC Acadia Denali

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

2018 GMC Acadia Denali

Piqua, OH

Unscored
$11,250169,201 mi

Comparison: 126 similar vehicles

Piqua, OH

2017 Jeep Renegade Latitude

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

2017 Jeep Renegade Latitude

Piqua, OH

Fair PriceRobust · 138
$12,44967,148 mi

Market: $4,400 – $14,860

Comparison: 138 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Piqua, OH

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Piqua, OH

Unscored
$12,495186,201 mi

Comparison: 61 similar vehicles

Piqua, OH

2017 BMW 7 Series 740i

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

2017 BMW 7 Series 740i

Piqua, OH

UnscoredInsufficient · 4
$12,995141,241 mi

Comparison: 4 similar vehicles

Piqua, OH

2016 RAM 1500 Pickup SLT

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

2016 RAM 1500 Pickup SLT

Piqua, OH

Fair PriceModerate · 38
$14,900118,250 mi

Market: $8,995 – $19,499

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Piqua, OH

2012 Dodge Grand Caravan SE

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

2012 Dodge Grand Caravan SE

Piqua, OH

OverpricedModerate · 25
$14,995132,736 mi

Market: $2,000 – $8,995

Comparison: 25 similar vehicles

Priced ~67% above the typical market range for similar vehicles (based on current market benchmarks)

Piqua, OH

2015 Nissan Murano SL

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

2015 Nissan Murano SL

Piqua, OH

Unscored
$15,495135,479 mi

Comparison: 98 similar vehicles

Piqua, OH

2016 Honda Odyssey EX-L

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

2016 Honda Odyssey EX-L

Piqua, OH

Unscored
$15,650115,754 mi

Comparison: 5 similar vehicles

Piqua, OH

2017 Dodge Grand Caravan GT

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

2017 Dodge Grand Caravan GT

Piqua, OH

OverpricedRobust · 99
$16,495145,946 mi

Market: $3,000 – $14,950

Comparison: 99 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Piqua, OH

1998 GMC Sierra SL

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

1998 GMC Sierra SL

Piqua, OH

UnscoredInsufficient · 3
$16,50087,003 mi

Comparison: 3 similar vehicles

Piqua, OH

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Piqua, OH

Fair PriceRobust · 428
$16,69067,901 mi

Market: $6,995 – $22,443

Comparison: 428 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 153 days listed (based on current market benchmarks)

Piqua, OH

2021 Kia Forte GT-Line

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

2021 Kia Forte GT-Line

Piqua, OH

UnscoredInsufficient · 3
$16,74149,965 mi

Comparison: 3 similar vehicles

Piqua, OH

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Piqua, OH

Fair PriceRobust · 135
$16,99862,352 mi

Market: $6,500 – $27,495

Comparison: 135 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Piqua, OH

2021 Chrysler Pacifica Touring L

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

2021 Chrysler Pacifica Touring L

Piqua, OH

Fair PriceRobust · 189
$17,361109,506 mi

Market: $12,700 – $35,099

Comparison: 189 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Piqua, OH

2021 Hyundai Tucson Limited

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

2021 Hyundai Tucson Limited

Piqua, OH

UnscoredInsufficient · 4
$17,49079,689 mi

Comparison: 4 similar vehicles

Piqua, OH

2019 Dodge Journey SE

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

2019 Dodge Journey SE

Piqua, OH

OverpricedLimited · 10
$17,49599,239 mi

Market: $9,995 – $11,822

Comparison: 10 similar vehicles

Priced ~48% above the typical market range for similar vehicles (based on current market benchmarks)

Piqua, OH

2018 Ford Escape Titanium

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

2018 Ford Escape Titanium

Piqua, OH

Fair PriceRobust · 94
$17,495116,113 mi

Market: $5,950 – $18,995

Comparison: 94 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 301 days listed (based on current market benchmarks)

Piqua, OH

2019 Ford Escape Titanium

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

2019 Ford Escape Titanium

Piqua, OH

OverpricedRobust · 129
$17,99588,992 mi

Market: $9,747 – $16,990

Comparison: 129 similar vehicles

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

Piqua, OH

2020 Chrysler Pacifica Touring L Plus

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

2020 Chrysler Pacifica Touring L Plus

Piqua, OH

UnscoredInsufficient · 4
$18,15088,852 mi

Comparison: 4 similar vehicles

Piqua, OH

2024 Nissan Altima S

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

2024 Nissan Altima S

Piqua, OH

Unscored
$18,37558,275 mi

Comparison: 8 similar vehicles

Piqua, OH

2020 Dodge Journey SE

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

2020 Dodge Journey SE

Piqua, OH

Unscored
$18,495105,455 mi

Comparison: 5 similar vehicles

Piqua, OH

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Piqua, OH

OverpricedModerate · 24
$18,495142,265 mi

Market: $8,428 – $13,277

Comparison: 24 similar vehicles

Priced ~39% above the typical market range for similar vehicles (based on current market benchmarks)

Piqua, OH

2017 Buick LaCrosse Premium

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

2017 Buick LaCrosse Premium

Piqua, OH

Fair PriceModerate · 23
$18,495104,757 mi

Market: $9,900 – $19,387

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Piqua, OH

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Piqua, OH

OverpricedRobust · 131
$18,49584,728 mi

Market: $3,495 – $17,000

Comparison: 131 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Piqua, OH

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

Piqua, OH

Unscored
$18,495132,414 mi

Comparison: 105 similar vehicles

Piqua, OH

2024 Hyundai Kona SEL

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

2024 Hyundai Kona SEL

Piqua, OH

UnscoredInsufficient · 4
$18,68553,888 mi

Comparison: 4 similar vehicles

Piqua, OH

2024 Chevrolet Trax LT

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

2024 Chevrolet Trax LT

Piqua, OH

Fair PriceRobust · 110
$18,96384,820 mi

Market: $15,205 – $21,697

Comparison: 110 similar vehicles

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

Piqua, OH

2020 Volkswagen Passat R-Line

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

2020 Volkswagen Passat R-Line

Piqua, OH

UnscoredInsufficient · 0
$18,97644,637 mi

Piqua, OH

2024 Mitsubishi Mirage ES

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

2024 Mitsubishi Mirage ES

Piqua, OH

UnscoredInsufficient · 4
$18,99551,958 mi

Comparison: 4 similar vehicles

Piqua, OH

2021 Ford Escape SE

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

2021 Ford Escape SE

Piqua, OH

UnscoredInsufficient · 3
$18,99593,956 mi

Comparison: 3 similar vehicles

Piqua, OH

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 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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