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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

291 listings found

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Muskogee, OK

UnscoredLimited · 13
$1,950348,000 mi

Comparison: 13 similar vehicles

Muskogee, OK

2004 Honda Accord EX

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

2004 Honda Accord EX

McAlester, OK

UnscoredInsufficient · 4
$2,419254,868 mi

Comparison: 4 similar vehicles

McAlester, OK

2004 Ford Taurus SES

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

2004 Ford Taurus SES

McAlester, OK

UnscoredInsufficient · 0
$2,469198,286 mi

McAlester, OK

2010 Ford Fusion Hybrid

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

2010 Ford Fusion Hybrid

McAlester, OK

Salvage title
$2,618201,000 mi

McAlester, OK

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

McAlester, OK

UnscoredLimited · 5
$2,619228,809 mi

Comparison: 5 similar vehicles

McAlester, OK

2004 Pontiac Grand Am SE

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

2004 Pontiac Grand Am SE

McAlester, OK

UnscoredInsufficient · 0
$2,869275,986 mi

McAlester, OK

2013 Kia Optima SX

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

2013 Kia Optima SX

McAlester, OK

UnscoredLimited · 6
$2,894224,698 mi

Comparison: 6 similar vehicles

McAlester, OK

2015 Volkswagen Passat SE

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

2015 Volkswagen Passat SE

Okmulgee, OK

UnscoredLimited · 7
$2,995369,103 mi

Comparison: 7 similar vehicles

Okmulgee, OK

2009 Mazda MAZDA6 i Sport

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

2009 Mazda MAZDA6 i Sport

Mounds, OK

UnscoredInsufficient · 0
$3,495199,734 mi

Mounds, OK

2005 Saturn ION 2

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

2005 Saturn ION 2

Mounds, OK

UnscoredInsufficient · 0
$3,495100,516 mi

Mounds, OK

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Muskogee, OK

UnscoredLimited · 8
$3,950149,616 mi

Comparison: 8 similar vehicles

Muskogee, OK

2017 Ford Taurus SE

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

2017 Ford Taurus SE

Mcalester, OK

UnscoredLimited · 6
$4,200212,000 mi

Comparison: 6 similar vehicles

Mcalester, OK

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Muskogee, OK

UnscoredInsufficient · 0
$4,880107,901 mi

Muskogee, OK

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Muskogee, OK

UnscoredInsufficient · 4
$4,950178,879 mi

Comparison: 4 similar vehicles

Muskogee, OK

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Mounds, OK

UnscoredInsufficient · 0
$4,995107,814 mi

Mounds, OK

2001 Pontiac Grand Prix GTP

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

2001 Pontiac Grand Prix GTP

Mounds, OK

UnscoredInsufficient · 0
$4,99588,661 mi

Mounds, OK

2012 Mazda MAZDA6 i Touring

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

2012 Mazda MAZDA6 i Touring

Muskogee, OK

UnscoredInsufficient · 4
$5,450141,259 mi

Comparison: 4 similar vehicles

Muskogee, OK

2012 Honda Civic NGV

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

2012 Honda Civic NGV

Morris, OK

UnscoredInsufficient · 0
$5,900168,140 mi

Morris, OK

2016 Ford Focus SE

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

2016 Ford Focus SE

Muskogee, OK

Fair PriceModerate · 42
$5,950108,885 mi

Market: $3,750 – $14,995

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Muskogee, OK

2015 Chevrolet Malibu 1LZ

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

2015 Chevrolet Malibu 1LZ

Muskogee, OK

UnscoredLimited · 7
$5,950151,893 mi

Comparison: 7 similar vehicles

Muskogee, OK

2014 Cadillac ATS Standard

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

2014 Cadillac ATS Standard

Muskogee, OK

UnscoredLimited · 7
$5,950149,780 mi

Comparison: 7 similar vehicles

Muskogee, OK

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Muskogee, OK

UnscoredModerate · 46
$5,950139,362 mi

Comparison: 46 similar vehicles

Muskogee, OK

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Muskogee, OK

UnscoredRobust · 51
$5,950120,925 mi

Comparison: 51 similar vehicles

Muskogee, OK

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Fort Gibson, OK

OverpricedLimited · 10
$5,95095,143 mi

Market: $1,799 – $4,950

Comparison: 10 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Fort Gibson, OK

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Mcalester, OK

UnscoredLimited · 7
$5,99579,736 mi

Comparison: 7 similar vehicles

Mcalester, OK

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

McAlester, OK

UnscoredLimited · 11
$5,995142,002 mi

Comparison: 11 similar vehicles

McAlester, OK

2014 Chrysler 200 Limited

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

2014 Chrysler 200 Limited

Muskogee, OK

UnscoredInsufficient · 0
$6,440112,212 mi

Muskogee, OK

2016 Ford Focus Titanium

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

2016 Ford Focus Titanium

Muskogee, OK

UnscoredInsufficient · 0
$6,450113,319 mi

Muskogee, OK

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Muskogee, OK

UnscoredLimited · 13
$6,850147,182 mi

Comparison: 13 similar vehicles

Muskogee, OK

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Muskogee, OK

UnscoredModerate · 46
$6,850122,860 mi

Comparison: 46 similar vehicles

Muskogee, OK

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Muskogee, OK

UnscoredLimited · 10
$6,880125,914 mi

Comparison: 10 similar vehicles

Muskogee, OK

2017 BMW 3 Series 320i

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

2017 BMW 3 Series 320i

Henryetta, OK

UnscoredLimited · 9
$6,887222,000 mi

Comparison: 9 similar vehicles

Henryetta, OK

2005 Nissan Maxima SE

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

2005 Nissan Maxima SE

Fort Gibson, OK

UnscoredInsufficient · 0
$6,90099,919 mi

Fort Gibson, OK

2016 Chevrolet Malibu 2LZ Premier

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

2016 Chevrolet Malibu 2LZ Premier

Muskogee, OK

UnscoredLimited · 6
$6,950159,396 mi

Comparison: 6 similar vehicles

Muskogee, OK

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Muskogee, OK

UnscoredModerate · 29
$6,950161,366 mi

Comparison: 29 similar vehicles

Muskogee, OK

2014 Buick LaCrosse Leather

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

2014 Buick LaCrosse Leather

Muskogee, OK

UnscoredLimited · 7
$6,950119,318 mi

Comparison: 7 similar vehicles

Muskogee, OK

2014 Dodge Charger SE

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

2014 Dodge Charger SE

Muskogee, OK

UnscoredLimited · 15
$6,950153,400 mi

Comparison: 15 similar vehicles

Muskogee, OK

2018 Kia Optima LX

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

2018 Kia Optima LX

Okmulgee, OK

Salvage title
$6,995158,591 mi

Okmulgee, OK

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Stigler, OK

UnscoredInsufficient · 3
$6,995146,464 mi

Comparison: 3 similar vehicles

Stigler, OK

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

McAlester, OK

UnscoredLimited · 7
$6,995229,461 mi

Comparison: 7 similar vehicles

McAlester, OK

2016 Kia Optima LX

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

2016 Kia Optima LX

Wagoner, OK

UnscoredInsufficient · 3
$6,999159,312 mi

Comparison: 3 similar vehicles

Wagoner, OK

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Muskogee, OK

UnscoredLimited · 17
$7,450138,687 mi

Comparison: 17 similar vehicles

Muskogee, OK

2016 Nissan Altima SL

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

2016 Nissan Altima SL

McAlester, OK

UnscoredModerate · 26
$7,500137,401 mi

Comparison: 26 similar vehicles

McAlester, OK

2012 Honda Civic NGV

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

2012 Honda Civic NGV

Morris, OK

UnscoredInsufficient · 0
$7,50087,266 mi

Morris, OK

2017 Nissan Altima SR

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

2017 Nissan Altima SR

Muskogee, OK

UnscoredLimited · 16
$7,850128,081 mi

Comparison: 16 similar vehicles

Muskogee, OK

2017 Nissan Altima S

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

2017 Nissan Altima S

Muskogee, OK

UnscoredModerate · 20
$7,950132,743 mi

Comparison: 20 similar vehicles

Muskogee, OK

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Muskogee, OK

UnscoredModerate · 41
$7,950142,493 mi

Comparison: 41 similar vehicles

Muskogee, OK

2016 Chrysler 300 C

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

2016 Chrysler 300 C

Muskogee, OK

UnscoredLimited · 9
$7,950159,471 mi

Comparison: 9 similar vehicles

Muskogee, OK

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

Muskogee, OK

UnscoredModerate · 35
$7,950167,730 mi

Comparison: 35 similar vehicles

Muskogee, OK

2019 Hyundai Elantra Value Edition

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

2019 Hyundai Elantra Value Edition

Muskogee, OK

UnscoredLimited · 19
$7,994142,830 mi

Comparison: 19 similar vehicles

Muskogee, OK

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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