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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

206 listings found

2003 Chevrolet Monte Carlo LS

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

2003 Chevrolet Monte Carlo LS

Gloversville, NY

UnscoredInsufficient · 0
$6,90072,753 mi

Gloversville, NY

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Oneonta, NY

UnscoredInsufficient · 4
$7,99965,117 mi

Comparison: 4 similar vehicles

Oneonta, NY

1999 Cadillac Eldorado TOURING COUPE

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

1999 Cadillac Eldorado TOURING COUPE

Schenectady, NY

UnscoredInsufficient · 0
$9,17565,743 mi

Schenectady, NY

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

Rome, NY

UnscoredModerate · 22
$10,000146,853 mi

Comparison: 22 similar vehicles

Rome, NY

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Round Lake, NY

UnscoredInsufficient · 0
$10,05192,934 mi

Round Lake, NY

2016 Hyundai Genesis Coupe Base

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

2016 Hyundai Genesis Coupe Base

Marcy, NY

UnscoredInsufficient · 0
$11,99533,850 mi

Marcy, NY

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Rome, NY

UnscoredInsufficient · 0
$13,800113,201 mi

Rome, NY

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Schenectady, NY

UnscoredLimited · 5
$13,925106,160 mi

Comparison: 5 similar vehicles

Schenectady, NY

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Schenectady, NY

Fair PriceLimited · 13
$13,97586,054 mi

Market: $7,695 – $15,960

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Schenectady, NY

1998 Jaguar XK Series Base

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

1998 Jaguar XK Series Base

Albany, NY

UnscoredInsufficient · 0
$13,98836,422 mi

Albany, NY

2000 Ford Mustang GT

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

2000 Ford Mustang GT

Rome, NY

UnscoredInsufficient · 0
$13,995106,265 mi

Rome, NY

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Albany, NY

UnscoredLimited · 5
$13,99891,055 mi

Comparison: 5 similar vehicles

Albany, NY

2016 Honda Civic LX-P

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

2016 Honda Civic LX-P

Yorkville, NY

Fair PriceModerate · 29
$14,80068,537 mi

Market: $12,490 – $15,485

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Yorkville, NY

2014 Honda Accord EX-L V-6

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

2014 Honda Accord EX-L V-6

Marcy, NY

Fair PriceLimited · 19
$14,99592,606 mi

Market: $3,500 – $15,999

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Marcy, NY

2018 Audi A5 Coupe Premium Plus

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

2018 Audi A5 Coupe Premium Plus

Clifton Park, NY

Fair PriceLimited · 10
$15,50085,263 mi

Market: $14,594 – $18,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Clifton Park, NY

2018 Dodge Challenger R/T

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

2018 Dodge Challenger R/T

Rome, NY

UnscoredInsufficient · 0
$16,450137,886 mi

Rome, NY

2018 Dodge Challenger SXT Plus

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

2018 Dodge Challenger SXT Plus

Gloversville, NY

UnscoredInsufficient · 0
$16,90080,171 mi

Gloversville, NY

2017 INFINITI Q60 Coupe Sport

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

2017 INFINITI Q60 Coupe Sport

Albany, NY

UnscoredInsufficient · 0
$17,900110,780 mi

Albany, NY

No Photo

2009 Ford Mustang GT Premium

Albany, NY

UnscoredInsufficient · 0
$17,99559,623 mi

Albany, NY

2003 Chevrolet Corvette Z06

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

2003 Chevrolet Corvette Z06

Marcy, NY

UnscoredInsufficient · 0
$17,99586,760 mi

Marcy, NY

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Rome, NY

UnscoredInsufficient · 0
$18,50053,000 mi

Rome, NY

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Rome, NY

UnscoredLimited · 17
$18,97045,428 mi

Comparison: 17 similar vehicles

Rome, NY

2014 Dodge Challenger R/T Classic

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

2014 Dodge Challenger R/T Classic

Albany, NY

UnscoredInsufficient · 0
$18,99598,053 mi

Albany, NY

2016 Honda Accord LX-S

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

2016 Honda Accord LX-S

Albany, NY

UnscoredInsufficient · 4
$18,99875,361 mi

Comparison: 4 similar vehicles

Albany, NY

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Utica, NY

UnscoredLimited · 8
$19,82059,506 mi

Comparison: 8 similar vehicles

Utica, NY

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

Ballston Spa, NY

UnscoredInsufficient · 3
$20,170Mileage not verified

Comparison: 3 similar vehicles

Ballston Spa, NY

2016 Audi TT Coupe Base

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

2016 Audi TT Coupe Base

Albany, NY

UnscoredInsufficient · 3
$20,99574,191 mi

Comparison: 3 similar vehicles

Albany, NY

2015 Lexus RC 350

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

2015 Lexus RC 350

Amsterdam, NY

UnscoredInsufficient · 3
$21,940103,695 mi

Comparison: 3 similar vehicles

Amsterdam, NY

2019 Audi A5 Coupe Premium

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

2019 Audi A5 Coupe Premium

New York Mills, NY

UnscoredInsufficient · 0
$22,77441,724 mi

New York Mills, NY

2020 Ford Mustang GT

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

2020 Ford Mustang GT

Clifton Park, NY

UnscoredInsufficient · 3
$23,59569,196 mi

Comparison: 3 similar vehicles

Clifton Park, NY

2022 BMW 2 Series 230i

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

2022 BMW 2 Series 230i

Albany, NY

UnscoredInsufficient · 0
$24,49566,621 mi

Albany, NY

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Clifton Park, NY

UnscoredLimited · 8
$24,86157,771 mi

Comparison: 8 similar vehicles

Clifton Park, NY

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Schenectady, NY

UnscoredInsufficient · 0
$24,9253,745 mi

Schenectady, NY

2002 Cadillac Eldorado ETC

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

2002 Cadillac Eldorado ETC

Clifton Park, NY

UnscoredInsufficient · 0
$24,99933,238 mi

Clifton Park, NY

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Albany, NY

UnscoredInsufficient · 0
$25,9987,149 mi

Albany, NY

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Norwich, NY

UnscoredInsufficient · 4
$28,07562,989 mi

Comparison: 4 similar vehicles

Norwich, NY

2018 Dodge Challenger Scat Pack

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

2018 Dodge Challenger Scat Pack

Ballston Spa, NY

UnscoredInsufficient · 0
$28,99557,221 mi

Ballston Spa, NY

2023 Mazda MX-5 Miata RF Grand Touring

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

2023 Mazda MX-5 Miata RF Grand Touring

Albany, NY

UnscoredLimited · 5
$28,99819,823 mi

Comparison: 5 similar vehicles

Albany, NY

2017 Nissan 370Z Coupe Sport

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

2017 Nissan 370Z Coupe Sport

Albany, NY

UnscoredInsufficient · 0
$28,99824,986 mi

Albany, NY

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Albany, NY

Fair PriceModerate · 25
$29,99843,369 mi

Market: $23,529 – $31,673

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albany, NY

2020 BMW 2 Series M240i

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

2020 BMW 2 Series M240i

Yorkville, NY

UnscoredInsufficient · 0
$30,17477,736 mi

Yorkville, NY

2022 Chevrolet Camaro 1LT

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

2022 Chevrolet Camaro 1LT

Schenectady, NY

UnscoredInsufficient · 3
$30,67526,465 mi

Comparison: 3 similar vehicles

Schenectady, NY

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Yorkville, NY

UnscoredLimited · 5
$30,67516,849 mi

Comparison: 5 similar vehicles

Yorkville, NY

2018 BMW M4 Coupe Base

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

2018 BMW M4 Coupe Base

Latham, NY

UnscoredLimited · 14
$30,975139,238 mi

Comparison: 14 similar vehicles

Latham, NY

2023 Toyota GR86 Premium

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

2023 Toyota GR86 Premium

Albany, NY

Fair PriceLimited · 18
$30,99817,679 mi

Market: $29,794 – $32,990

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Albany, NY

2007 Chevrolet Corvette Base

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

2007 Chevrolet Corvette Base

Clifton Park, NY

UnscoredLimited · 8
$31,99919,739 mi

Comparison: 8 similar vehicles

Clifton Park, NY

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Yorkville, NY

UnscoredInsufficient · 3
$32,135Mileage not verified

Comparison: 3 similar vehicles

Yorkville, NY

2024 Mazda MX-5 Miata RF Grand Touring

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

2024 Mazda MX-5 Miata RF Grand Touring

Albany, NY

Fair PriceModerate · 30
$32,5004,141 mi

Market: $31,998 – $35,408

Comparison: 30 similar vehicles

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

Albany, NY

2024 Toyota GR86 Premium

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

2024 Toyota GR86 Premium

Schenectady, NY

UnscoredInsufficient · 0
$32,99523,069 mi

Schenectady, NY

2025 Toyota GR86 Premium

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

2025 Toyota GR86 Premium

Latham, NY

Fair PriceLimited · 15
$33,6006,139 mi

Market: $33,797 – $37,998

Comparison: 15 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)

Latham, NY

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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