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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 6, 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

109 listings found

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Suwanee, GA

Unscored
$4,495136,404 mi

Comparison: 15 similar vehicles

Suwanee, GA

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Suwanee, GA

Unscored
$4,499275,388 mi

Comparison: 16 similar vehicles

Suwanee, GA

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Suwanee, GA

UnscoredInsufficient · 4
$4,565100,757 mi

Comparison: 4 similar vehicles

Suwanee, GA

2010 Hyundai Elantra Touring SE

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

2010 Hyundai Elantra Touring SE

Suwanee, GA

UnscoredInsufficient · 0
$4,950156,364 mi

Suwanee, GA

2011 Mazda MAZDA3 s Sport

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

2011 Mazda MAZDA3 s Sport

Suwanee, GA

UnscoredInsufficient · 4
$5,565131,714 mi

Comparison: 4 similar vehicles

Suwanee, GA

2016 Ford Flex SEL

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

2016 Ford Flex SEL

Suwanee, GA

Unscored
$5,799157,589 mi

Comparison: 6 similar vehicles

Suwanee, GA

2019 Nissan Altima SR

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

2019 Nissan Altima SR

Suwanee, GA

Unscored
$5,999163,768 mi

Comparison: 21 similar vehicles

Suwanee, GA

2015 Cadillac ATS Luxury Collection

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

2015 Cadillac ATS Luxury Collection

Suwanee, GA

UnscoredInsufficient · 3
$5,999158,939 mi

Comparison: 3 similar vehicles

Suwanee, GA

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Suwanee, GA

Unscored
$5,999130,500 mi

Comparison: 18 similar vehicles

Suwanee, GA

2007 MINI Cooper Base

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

2007 MINI Cooper Base

Suwanee, GA

UnscoredInsufficient · 0
$5,99942,884 mi

Suwanee, GA

2006 Honda Civic EX

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

2006 Honda Civic EX

Suwanee, GA

Unscored
$6,070124,757 mi

Comparison: 9 similar vehicles

Suwanee, GA

2006 Toyota Tacoma PreRunner

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

2006 Toyota Tacoma PreRunner

Suwanee, GA

Unscored
$6,070287,835 mi

Comparison: 6 similar vehicles

Suwanee, GA

2005 Toyota 4Runner SR5

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

2005 Toyota 4Runner SR5

Suwanee, GA

UnscoredInsufficient · 4
$6,565363,706 mi

Comparison: 4 similar vehicles

Suwanee, GA

2008 Acura MDX Technology Package

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

2008 Acura MDX Technology Package

Suwanee, GA

UnscoredInsufficient · 0
$6,988181,000 mi

Suwanee, GA

2004 Toyota Sequoia Limited

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

2004 Toyota Sequoia Limited

Suwanee, GA

UnscoredInsufficient · 0
$6,995247,028 mi

Suwanee, GA

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Suwanee, GA

Unscored
$6,999124,120 mi

Comparison: 24 similar vehicles

Suwanee, GA

2013 Volvo S60 T5

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

2013 Volvo S60 T5

Suwanee, GA

Unscored
$6,999119,448 mi

Comparison: 7 similar vehicles

Suwanee, GA

2008 Toyota Sequoia Limited

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

2008 Toyota Sequoia Limited

Suwanee, GA

Unscored
$6,999228,374 mi

Comparison: 8 similar vehicles

Suwanee, GA

2016 Honda CR-V EX-L

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

2016 Honda CR-V EX-L

Suwanee, GA

Unscored
$7,495200,488 mi

Comparison: 54 similar vehicles

Suwanee, GA

2016 Acura MDX Technology Package

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

2016 Acura MDX Technology Package

Suwanee, GA

Unscored
$7,495204,586 mi

Comparison: 42 similar vehicles

Suwanee, GA

2015 Honda CR-V EX-L

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

2015 Honda CR-V EX-L

Suwanee, GA

Unscored
$7,495210,718 mi

Comparison: 43 similar vehicles

Suwanee, GA

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Suwanee, GA

Unscored
$7,650129,261 mi

Comparison: 5 similar vehicles

Suwanee, GA

2013 Hyundai Santa Fe Sport

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

2013 Hyundai Santa Fe Sport

Suwanee, GA

Unscored
$7,79977,705 mi

Comparison: 7 similar vehicles

Suwanee, GA

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Suwanee, GA

Unscored
$7,950207,378 mi

Comparison: 13 similar vehicles

Suwanee, GA

2013 Nissan Murano SL

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

2013 Nissan Murano SL

Suwanee, GA

Unscored
$7,988153,600 mi

Comparison: 5 similar vehicles

Suwanee, GA

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Suwanee, GA

Unscored
$7,988154,000 mi

Comparison: 16 similar vehicles

Suwanee, GA

2018 Nissan Rogue SL

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

2018 Nissan Rogue SL

Suwanee, GA

Unscored
$7,999137,745 mi

Comparison: 18 similar vehicles

Suwanee, GA

2016 Cadillac CTS Sedan Luxury Collection

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

2016 Cadillac CTS Sedan Luxury Collection

Suwanee, GA

Unscored
$7,999143,215 mi

Comparison: 6 similar vehicles

Suwanee, GA

2015 Mercedes-Benz M-Class ML350

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

2015 Mercedes-Benz M-Class ML350

Suwanee, GA

Unscored
$7,999122,388 mi

Comparison: 15 similar vehicles

Suwanee, GA

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Suwanee, GA

Unscored
$7,999140,441 mi

Comparison: 54 similar vehicles

Suwanee, GA

2013 Mercedes-Benz GLK-Class GLK350

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

2013 Mercedes-Benz GLK-Class GLK350

Suwanee, GA

Fair PriceLimited · 17
$7,999104,730 mi

Market: $6,995 – $13,594

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Suwanee, GA

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Suwanee, GA

UnscoredInsufficient · 3
$8,215143,154 mi

Comparison: 3 similar vehicles

Suwanee, GA

2020 Jeep Compass Trailhawk

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

2020 Jeep Compass Trailhawk

Suwanee, GA

Unscored
$8,499126,072 mi

Comparison: 7 similar vehicles

Suwanee, GA

2019 Buick Cascada Premium

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

2019 Buick Cascada Premium

Suwanee, GA

UnscoredInsufficient · 0
$8,499113,395 mi

Suwanee, GA

2018 Volkswagen Tiguan SE

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

2018 Volkswagen Tiguan SE

Suwanee, GA

Great DealModerate · 30
$8,49999,440 mi

Market: $11,549 – $14,990

Comparison: 30 similar vehicles

Competitively priced ~26% below the typical range compared to similar vehicles · 57 days listed (based on current market benchmarks)

Suwanee, GA

2018 Buick Enclave Essence

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

2018 Buick Enclave Essence

Suwanee, GA

Unscored
$8,499157,281 mi

Comparison: 16 similar vehicles

Suwanee, GA

2018 Hyundai Tucson SEL

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

2018 Hyundai Tucson SEL

Suwanee, GA

Fair PriceLimited · 17
$8,499107,538 mi

Market: $7,961 – $13,790

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Suwanee, GA

2018 Jaguar XE R-Sport

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

2018 Jaguar XE R-Sport

Suwanee, GA

UnscoredInsufficient · 0
$8,499107,775 mi

Suwanee, GA

2016 Mercedes-Benz GLA-Class GLA250

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

2016 Mercedes-Benz GLA-Class GLA250

Suwanee, GA

Fair PriceLimited · 16
$8,499119,916 mi

Market: $8,995 – $16,998

Comparison: 16 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 71 days listed (based on current market benchmarks)

Suwanee, GA

2015 Volkswagen Golf GTI S

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

2015 Volkswagen Golf GTI S

Suwanee, GA

UnscoredInsufficient · 3
$8,499118,991 mi

Comparison: 3 similar vehicles

Suwanee, GA

2015 Subaru XV Crosstrek Limited

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

2015 Subaru XV Crosstrek Limited

Suwanee, GA

Unscored
$8,499127,613 mi

Comparison: 15 similar vehicles

Suwanee, GA

2013 Toyota Corolla

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

2013 Toyota Corolla

Suwanee, GA

UnscoredInsufficient · 0
$8,599139,103 mi

Suwanee, GA

2015 Honda Civic EX

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

2015 Honda Civic EX

Suwanee, GA

Unscored
$8,650153,401 mi

Comparison: 29 similar vehicles

Suwanee, GA

2017 Toyota RAV4 XLE

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

2017 Toyota RAV4 XLE

Suwanee, GA

Unscored
$8,895195,538 mi

Comparison: 22 similar vehicles

Suwanee, GA

2011 Audi S4 Premium Plus

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

2011 Audi S4 Premium Plus

Suwanee, GA

UnscoredInsufficient · 0
$8,999116,596 mi

Suwanee, GA

2018 Kia Optima EX

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

2018 Kia Optima EX

Suwanee, GA

Fair PriceLimited · 14
$9,19983,795 mi

Market: $6,995 – $15,000

Comparison: 14 similar vehicles

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

Suwanee, GA

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

Suwanee, GA

Unscored
$9,565148,503 mi

Comparison: 13 similar vehicles

Suwanee, GA

2018 Honda Pilot EX-L

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

2018 Honda Pilot EX-L

Suwanee, GA

Unscored
$9,995188,317 mi

Comparison: 32 similar vehicles

Suwanee, GA

2020 Kia Sportage LX

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

2020 Kia Sportage LX

Suwanee, GA

Fair PriceModerate · 27
$9,99987,671 mi

Market: $8,998 – $18,000

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Suwanee, GA

2018 Subaru Forester Limited

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

2018 Subaru Forester Limited

Suwanee, GA

Unscored
$9,999131,281 mi

Comparison: 16 similar vehicles

Suwanee, GA

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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