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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

234 listings found

2002 Oldsmobile Alero GLS

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

2002 Oldsmobile Alero GLS

Nampa, ID

UnscoredInsufficient · 0
$3,995169,113 mi

Nampa, ID

2002 Chevrolet Monte Carlo SS

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

2002 Chevrolet Monte Carlo SS

Ontario, OR

UnscoredInsufficient · 0
$3,999144,702 mi

Ontario, OR

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Nampa, ID

UnscoredInsufficient · 0
$4,99586,000 mi

Nampa, ID

2001 Audi TT Quattro

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

2001 Audi TT Quattro

Garden City, ID

UnscoredInsufficient · 0
$4,995189,502 mi

Garden City, ID

2006 Scion tC Base

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

2006 Scion tC Base

Boise, ID

UnscoredInsufficient · 0
$6,287125,042 mi

Boise, ID

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Boise, ID

UnscoredInsufficient · 0
$6,995119,240 mi

Boise, ID

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Nampa, ID

UnscoredInsufficient · 0
$6,999146,599 mi

Nampa, ID

2002 Mercedes-Benz CL Class CL500

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

2002 Mercedes-Benz CL Class CL500

Boise, ID

UnscoredInsufficient · 0
$7,499185,000 mi

Boise, ID

2000 Mercedes-Benz CLK Base

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

2000 Mercedes-Benz CLK Base

Boise, ID

Salvage title
$7,548156,384 mi

Boise, ID

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

Nampa, ID

UnscoredInsufficient · 0
$7,995174,069 mi

Nampa, ID

2001 Dodge Stratus R/T

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

2001 Dodge Stratus R/T

Ontario, OR

UnscoredInsufficient · 0
$8,40075,030 mi

Ontario, OR

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

Mountain Home, ID

UnscoredInsufficient · 0
$8,998133,092 mi

Mountain Home, ID

2014 BMW 2 Series 228i

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

2014 BMW 2 Series 228i

Boise, ID

UnscoredInsufficient · 0
$9,000156,390 mi

Boise, ID

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Boise, ID

UnscoredInsufficient · 0
$9,99592,424 mi

Boise, ID

2014 Audi A5 Premium

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

2014 Audi A5 Premium

Boise, ID

UnscoredInsufficient · 0
$9,99594,073 mi

Boise, ID

2007 Honda Civic SI

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

2007 Honda Civic SI

Boise, ID

UnscoredInsufficient · 0
$10,499176,814 mi

Boise, ID

2016 Audi A5 Coupe Premium Plus

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

2016 Audi A5 Coupe Premium Plus

Garden City, ID

UnscoredInsufficient · 0
$10,900104,000 mi

Garden City, ID

2016 Subaru BRZ Limited

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

2016 Subaru BRZ Limited

Meridian, ID

Salvage title
$11,95079,895 mi

Meridian, ID

2015 Hyundai Genesis Coupe Ultimate

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

2015 Hyundai Genesis Coupe Ultimate

Nampa, ID

UnscoredInsufficient · 0
$11,995117,287 mi

Nampa, ID

2013 Dodge Challenger R/T Classic

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

2013 Dodge Challenger R/T Classic

Garden City, ID

UnscoredInsufficient · 3
$12,395147,481 mi

Comparison: 3 similar vehicles

Garden City, ID

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Boise, ID

UnscoredInsufficient · 0
$12,450108,220 mi

Boise, ID

2017 BMW 2 Series 230i

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

2017 BMW 2 Series 230i

Boise, ID

UnscoredInsufficient · 0
$12,548120,921 mi

Boise, ID

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Boise, ID

UnscoredInsufficient · 0
$12,995131,679 mi

Boise, ID

2012 Chevrolet Camaro 2LS

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

2012 Chevrolet Camaro 2LS

Garden City, ID

UnscoredInsufficient · 0
$12,99591,243 mi

Garden City, ID

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Ontario, OR

UnscoredInsufficient · 0
$13,250113,167 mi

Ontario, OR

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Boise, ID

UnscoredInsufficient · 0
$13,39895,689 mi

Boise, ID

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Nampa, ID

UnscoredInsufficient · 0
$13,995119,885 mi

Nampa, ID

2016 Hyundai Genesis Coupe Ultimate

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

2016 Hyundai Genesis Coupe Ultimate

Payette, ID

UnscoredInsufficient · 0
$13,99597,917 mi

Payette, ID

2004 Ford Mustang Mach 1

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

2004 Ford Mustang Mach 1

Boise, ID

UnscoredInsufficient · 0
$13,997117,021 mi

Boise, ID

2013 Chevrolet Camaro 1LT

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

2013 Chevrolet Camaro 1LT

Boise, ID

UnscoredInsufficient · 0
$13,99988,805 mi

Boise, ID

2012 Ford Mustang GT Premium

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

2012 Ford Mustang GT Premium

Boise, ID

UnscoredInsufficient · 0
$14,013120,348 mi

Boise, ID

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Nampa, ID

UnscoredInsufficient · 0
$14,295117,697 mi

Nampa, ID

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

Boise, ID

UnscoredInsufficient · 0
$14,85082,589 mi

Boise, ID

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Boise, ID

UnscoredInsufficient · 0
$14,995113,012 mi

Boise, ID

2017 Honda Civic LX

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

2017 Honda Civic LX

Ontario, OR

UnscoredInsufficient · 3
$14,99982,462 mi

Comparison: 3 similar vehicles

Ontario, OR

2016 Honda Accord EX-L V-6

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

2016 Honda Accord EX-L V-6

Boise, ID

UnscoredLimited · 7
$14,999115,222 mi

Comparison: 7 similar vehicles

Boise, ID

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Garden City, ID

UnscoredInsufficient · 0
$15,39479,682 mi

Garden City, ID

2013 Chevrolet Camaro 2SS

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

2013 Chevrolet Camaro 2SS

Boise, ID

UnscoredInsufficient · 3
$15,495151,095 mi

Comparison: 3 similar vehicles

Boise, ID

2010 Dodge Challenger SRT8

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

2010 Dodge Challenger SRT8

Nampa, ID

UnscoredInsufficient · 0
$15,495122,111 mi

Nampa, ID

2015 Dodge Challenger R/T

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

2015 Dodge Challenger R/T

Nampa, ID

UnscoredInsufficient · 0
$15,995115,471 mi

Nampa, ID

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

Mountain Home, ID

UnscoredInsufficient · 0
$15,99892,271 mi

Mountain Home, ID

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

Garden City, ID

UnscoredLimited · 5
$16,394117,954 mi

Comparison: 5 similar vehicles

Garden City, ID

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Caldwell, ID

UnscoredInsufficient · 0
$16,50046,420 mi

Caldwell, ID

2017 BMW 4 Series 430i

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

2017 BMW 4 Series 430i

Boise, ID

UnscoredInsufficient · 0
$16,50183,291 mi

Boise, ID

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Boise, ID

UnscoredInsufficient · 0
$16,695127,206 mi

Boise, ID

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Boise, ID

UnscoredInsufficient · 0
$16,76599,757 mi

Boise, ID

2019 Honda Civic Sport

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

2019 Honda Civic Sport

Nampa, ID

UnscoredInsufficient · 0
$16,79587,377 mi

Nampa, ID

2020 Honda Civic Sport

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

2020 Honda Civic Sport

Nampa, ID

UnscoredInsufficient · 0
$16,99553,688 mi

Nampa, ID

2019 Dodge Challenger GT

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

2019 Dodge Challenger GT

Boise, ID

UnscoredInsufficient · 0
$16,995105,839 mi

Boise, ID

2014 Ford Mustang GT

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

2014 Ford Mustang GT

Boise, ID

UnscoredInsufficient · 0
$16,995109,375 mi

Boise, ID

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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