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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

269 listings found

2005 Toyota Camry Solara SE

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

2005 Toyota Camry Solara SE

Rochester, NY

UnscoredInsufficient · 0
$3,999200,000 mi

Rochester, NY

2004 Dodge Stratus SXT

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

2004 Dodge Stratus SXT

Webster, NY

UnscoredInsufficient · 0
$4,993171,056 mi

Webster, NY

2008 Audi TT Base

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

2008 Audi TT Base

Webster, NY

UnscoredInsufficient · 0
$5,995141,290 mi

Webster, NY

2008 BMW 1 Series 128i

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

2008 BMW 1 Series 128i

Spencerport, NY

UnscoredInsufficient · 0
$5,999108,104 mi

Spencerport, NY

2007 Ford Mustang Premium

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

2007 Ford Mustang Premium

Rochester, NY

UnscoredInsufficient · 0
$6,675121,854 mi

Rochester, NY

2014 Honda Civic LX

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

2014 Honda Civic LX

Akron, NY

UnscoredInsufficient · 4
$6,999137,600 mi

Comparison: 4 similar vehicles

Akron, NY

2008 Hyundai Tiburon GT

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

2008 Hyundai Tiburon GT

Rochester, NY

UnscoredInsufficient · 0
$7,87176,657 mi

Rochester, NY

2010 Honda Accord EX-L

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

2010 Honda Accord EX-L

Rochester, NY

UnscoredInsufficient · 0
$7,995131,805 mi

Rochester, NY

2009 Ford Focus SES

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

2009 Ford Focus SES

Rochester, NY

UnscoredInsufficient · 0
$7,99566,066 mi

Rochester, NY

2008 Toyota Camry Solara SLE

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

2008 Toyota Camry Solara SLE

Canandaigua, NY

UnscoredInsufficient · 0
$7,995116,956 mi

Canandaigua, NY

2006 Toyota Camry Solara Sport

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

2006 Toyota Camry Solara Sport

Ontario, NY

UnscoredInsufficient · 0
$8,99555,185 mi

Ontario, NY

2009 Honda Civic SI

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

2009 Honda Civic SI

Rochester, NY

UnscoredInsufficient · 0
$9,500125,020 mi

Rochester, NY

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Rochester, NY

UnscoredInsufficient · 0
$9,995112,406 mi

Rochester, NY

2004 Mazda RX-8 - AT

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

2004 Mazda RX-8 - AT

Spencerport, NY

UnscoredInsufficient · 0
$9,99546,000 mi

Spencerport, NY

2002 Chevrolet Camaro Z28

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

2002 Chevrolet Camaro Z28

Waterloo, NY

UnscoredInsufficient · 3
$9,995182,993 mi

Comparison: 3 similar vehicles

Waterloo, NY

2013 Honda Accord LX-S

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

2013 Honda Accord LX-S

Webster, NY

UnscoredInsufficient · 0
$10,200118,000 mi

Webster, NY

2013 Honda Accord LX-S

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

2013 Honda Accord LX-S

Spencerport, NY

UnscoredInsufficient · 0
$10,990146,000 mi

Spencerport, NY

2015 Cadillac ATS Coupe Standard

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

2015 Cadillac ATS Coupe Standard

Spencerport, NY

UnscoredInsufficient · 0
$10,993115,637 mi

Spencerport, NY

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Bergen, NY

UnscoredInsufficient · 0
$10,99557,897 mi

Bergen, NY

2015 BMW 2 Series 228i

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

2015 BMW 2 Series 228i

Rochester, NY

UnscoredInsufficient · 0
$11,900108,405 mi

Rochester, NY

2001 Honda Civic EX

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

2001 Honda Civic EX

Lima, NY

UnscoredInsufficient · 0
$12,99524,742 mi

Lima, NY

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Geneva, NY

UnscoredInsufficient · 0
$13,67530,552 mi

Geneva, NY

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

Spencerport, NY

UnscoredInsufficient · 0
$13,993127,040 mi

Spencerport, 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

Geneva, NY

UnscoredLimited · 7
$13,995101,886 mi

Comparison: 7 similar vehicles

Geneva, NY

2012 Cadillac CTS Coupe Premium Collection

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

2012 Cadillac CTS Coupe Premium Collection

Farmington, NY

UnscoredInsufficient · 0
$14,17057,717 mi

Farmington, NY

2014 Scion tC Base

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

2014 Scion tC Base

Akron, NY

UnscoredLimited · 6
$14,99077,203 mi

Comparison: 6 similar vehicles

Akron, NY

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Ontario, NY

UnscoredInsufficient · 0
$14,99963,909 mi

Ontario, NY

2000 Ford Mustang GT

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

2000 Ford Mustang GT

Spencerport, NY

UnscoredInsufficient · 0
$15,49555,500 mi

Spencerport, NY

2019 Honda Civic Touring

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

2019 Honda Civic Touring

Webster, NY

UnscoredInsufficient · 4
$15,700105,516 mi

Comparison: 4 similar vehicles

Webster, NY

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Akron, NY

UnscoredInsufficient · 3
$16,59072,286 mi

Comparison: 3 similar vehicles

Akron, NY

2020 Honda Civic Sport

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

2020 Honda Civic Sport

Canandaigua, NY

UnscoredLimited · 7
$16,67095,262 mi

Comparison: 7 similar vehicles

Canandaigua, NY

No Photo

2017 Honda Civic EX-L

Rochester, NY

UnscoredInsufficient · 4
$16,67495,074 mi

Comparison: 4 similar vehicles

Rochester, NY

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Spencerport, NY

UnscoredInsufficient · 3
$16,90081,932 mi

Comparison: 3 similar vehicles

Spencerport, NY

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Akron, NY

UnscoredLimited · 8
$16,99091,658 mi

Comparison: 8 similar vehicles

Akron, NY

2015 Audi A5 Premium Plus

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

2015 Audi A5 Premium Plus

Akron, NY

UnscoredInsufficient · 0
$17,99058,027 mi

Akron, NY

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

Lyons, NY

UnscoredInsufficient · 0
$17,99578,995 mi

Lyons, NY

2017 Honda Civic LX

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

2017 Honda Civic LX

Rochester, NY

Fair PriceModerate · 41
$17,99880,862 mi

Market: $8,499 – $18,998

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Rochester, NY

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Akron, NY

UnscoredInsufficient · 0
$18,59069,786 mi

Akron, NY

2013 Scion FR-S Base

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

2013 Scion FR-S Base

Akron, NY

UnscoredInsufficient · 0
$18,59063,325 mi

Akron, NY

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Akron, NY

OverpricedModerate · 27
$18,99076,923 mi

Market: $16,590 – $18,985

Comparison: 27 similar vehicles

Akron, 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

Rochester, NY

UnscoredInsufficient · 0
$18,99875,361 mi

Rochester, NY

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Rochester, NY

UnscoredInsufficient · 0
$20,99873,183 mi

Rochester, NY

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Rochester, NY

UnscoredInsufficient · 0
$20,99853,696 mi

Rochester, NY

2019 Dodge Challenger R/T

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

2019 Dodge Challenger R/T

Akron, NY

Fair PriceLimited · 13
$21,99085,714 mi

Market: $19,609 – $30,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Akron, NY

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Batavia, NY

UnscoredInsufficient · 0
$22,38553,884 mi

Batavia, NY

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Akron, NY

UnscoredInsufficient · 0
$22,99052,301 mi

Akron, NY

2016 Dodge Challenger R/T

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

2016 Dodge Challenger R/T

Akron, NY

UnscoredInsufficient · 0
$23,99069,383 mi

Akron, NY

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

Medina, NY

UnscoredInsufficient · 0
$24,00053,610 mi

Medina, NY

2020 Ford Mustang EcoBoost Premium

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

2020 Ford Mustang EcoBoost Premium

Rochester, NY

UnscoredInsufficient · 0
$24,17031,142 mi

Rochester, NY

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Rochester, NY

UnscoredInsufficient · 0
$24,20045,028 mi

Rochester, 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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