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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

5,114 listings found

2006 Honda Pilot EX

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

2006 Honda Pilot EX

New Brockton, AL

UnscoredLimited · 10
$2,150252,589 mi

Comparison: 10 similar vehicles

New Brockton, AL

No Photo

2013 Chevrolet Equinox 1LT

Montgomery, AL

UnscoredModerate · 25
$2,800Mileage not verified

Comparison: 25 similar vehicles

Montgomery, AL

No Photo

2015 Nissan Rogue Select S

Montgomery, AL

Fair PriceModerate · 22
$3,900Mileage not verified

Market: $3,694 – $13,166

Comparison: 22 similar vehicles

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

Montgomery, AL

2015 Ford Escape SE

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

2015 Ford Escape SE

Montgomery, AL

UnscoredModerate · 37
$3,990172,639 mi

Comparison: 37 similar vehicles

Montgomery, AL

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Montgomery, AL

UnscoredModerate · 30
$4,500246,900 mi

Comparison: 30 similar vehicles

Montgomery, AL

2015 Nissan Pathfinder S

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

2015 Nissan Pathfinder S

Troy, AL

UnscoredLimited · 7
$4,500Mileage not verified

Comparison: 7 similar vehicles

Troy, AL

2010 Mercedes-Benz GLK-Class GLK350

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

2010 Mercedes-Benz GLK-Class GLK350

Montgomery, AL

UnscoredLimited · 6
$4,900259,111 mi

Comparison: 6 similar vehicles

Montgomery, AL

2006 Toyota Highlander Sport

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

2006 Toyota Highlander Sport

Montgomery, AL

UnscoredInsufficient · 0
$4,900288,968 mi

Montgomery, AL

2013 Nissan JUKE NISMO

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

2013 Nissan JUKE NISMO

Brundidge, AL

UnscoredInsufficient · 3
$4,995138,000 mi

Comparison: 3 similar vehicles

Brundidge, AL

No Photo

2014 Nissan Rogue Select S

Montgomery, AL

Fair PriceModerate · 33
$5,000Mileage not verified

Market: $2,472 – $13,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 168 days listed (based on current market benchmarks)

Montgomery, AL

No Photo

2008 Mazda CX-9 Grand Touring

Montgomery, AL

UnscoredInsufficient · 0
$5,000Mileage not verified

Montgomery, AL

2005 Dodge Durango SLT

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

2005 Dodge Durango SLT

Geneva, AL

UnscoredInsufficient · 0
$5,000132,000 mi

Geneva, AL

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

New Brockton, AL

UnscoredModerate · 49
$5,250213,580 mi

Comparison: 49 similar vehicles

New Brockton, AL

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Dothan, AL

UnscoredLimited · 7
$5,295186,426 mi

Comparison: 7 similar vehicles

Dothan, AL

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

Montgomery, AL

UnscoredModerate · 29
$5,500193,223 mi

Comparison: 29 similar vehicles

Montgomery, AL

2017 Buick Envision Essence

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

2017 Buick Envision Essence

Troy, AL

UnscoredLimited · 8
$5,505184,229 mi

Comparison: 8 similar vehicles

Troy, AL

2011 GMC Terrain SLE-2

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

2011 GMC Terrain SLE-2

Troy, AL

UnscoredInsufficient · 0
$5,525157,128 mi

Troy, AL

2012 Lincoln MKX Base

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

2012 Lincoln MKX Base

Montgomery, AL

UnscoredInsufficient · 4
$5,700212,442 mi

Comparison: 4 similar vehicles

Montgomery, AL

2017 Ford Edge SE

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

2017 Ford Edge SE

Montgomery, AL

UnscoredLimited · 9
$5,990161,964 mi

Comparison: 9 similar vehicles

Montgomery, AL

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Montgomery, AL

UnscoredLimited · 13
$5,990158,143 mi

Comparison: 13 similar vehicles

Montgomery, AL

2013 GMC Terrain Denali

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

2013 GMC Terrain Denali

Montgomery, AL

UnscoredLimited · 5
$5,990118,300 mi

Comparison: 5 similar vehicles

Montgomery, AL

2013 Acura RDX Technology Package

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

2013 Acura RDX Technology Package

Montgomery, AL

UnscoredLimited · 9
$5,990209,537 mi

Comparison: 9 similar vehicles

Montgomery, AL

2016 Kia Sorento LX

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

2016 Kia Sorento LX

New Brockton, AL

UnscoredModerate · 29
$5,995137,380 mi

Comparison: 29 similar vehicles

New Brockton, AL

No Photo

2010 GMC Acadia SLT1

Montgomery, AL

UnscoredLimited · 6
$6,000Mileage not verified

Comparison: 6 similar vehicles

Montgomery, AL

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Elba, AL

UnscoredLimited · 15
$6,003216,979 mi

Comparison: 15 similar vehicles

Elba, AL

2014 INFINITI QX80 Base

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

2014 INFINITI QX80 Base

Montgomery, AL

UnscoredModerate · 20
$6,120210,256 mi

Comparison: 20 similar vehicles

Montgomery, AL

2004 Lexus RX 330

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

2004 Lexus RX 330

Montgomery, AL

UnscoredLimited · 14
$6,120225,932 mi

Comparison: 14 similar vehicles

Montgomery, AL

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

New Brockton, AL

UnscoredModerate · 20
$6,250130,722 mi

Comparison: 20 similar vehicles

New Brockton, AL

No Photo

2018 Ford Escape SE

Montgomery, AL

UnscoredLimited · 8
$6,400Mileage not verified

Comparison: 8 similar vehicles

Montgomery, AL

2014 Nissan Murano S

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

2014 Nissan Murano S

Montgomery, AL

UnscoredInsufficient · 3
$6,450164,329 mi

Comparison: 3 similar vehicles

Montgomery, AL

2012 Cadillac SRX Luxury Collection

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

2012 Cadillac SRX Luxury Collection

Montgomery, AL

UnscoredLimited · 14
$6,450147,010 mi

Comparison: 14 similar vehicles

Montgomery, AL

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Ozark, AL

UnscoredLimited · 14
$6,495171,076 mi

Comparison: 14 similar vehicles

Ozark, AL

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

New Brockton, AL

UnscoredLimited · 14
$6,499152,139 mi

Comparison: 14 similar vehicles

New Brockton, AL

2018 Chevrolet Equinox Premier

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

2018 Chevrolet Equinox Premier

Montgomery, AL

UnscoredModerate · 39
$6,500207,000 mi

Comparison: 39 similar vehicles

Montgomery, AL

No Photo

2014 Nissan Rogue Select S

Montgomery, AL

Fair PriceModerate · 33
$6,500Mileage not verified

Market: $2,472 – $13,995

Comparison: 33 similar vehicles

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

Montgomery, AL

2017 Chevrolet Trax LS

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

2017 Chevrolet Trax LS

Dothan, AL

UnscoredLimited · 8
$6,590248,084 mi

Comparison: 8 similar vehicles

Dothan, AL

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

Montgomery, AL

UnscoredModerate · 43
$6,900149,000 mi

Comparison: 43 similar vehicles

Montgomery, AL

2019 Jeep Cherokee Altitude

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

2019 Jeep Cherokee Altitude

Montgomery, AL

UnscoredLimited · 7
$6,900206,308 mi

Comparison: 7 similar vehicles

Montgomery, AL

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Montgomery, AL

UnscoredModerate · 36
$6,900157,000 mi

Comparison: 36 similar vehicles

Montgomery, AL

2009 Kia Borrego EX

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

2009 Kia Borrego EX

Montgomery, AL

UnscoredLimited · 11
$6,950168,622 mi

Comparison: 11 similar vehicles

Montgomery, AL

2008 Toyota RAV4 Base

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

2008 Toyota RAV4 Base

Montgomery, AL

UnscoredLimited · 8
$6,950196,861 mi

Comparison: 8 similar vehicles

Montgomery, AL

No Photo

2017 Chevrolet Trax LT

Montgomery, AL

Fair PriceModerate · 32
$7,000Mileage not verified

Market: $4,968 – $13,998

Comparison: 32 similar vehicles

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

Montgomery, AL

No Photo

2014 Honda Pilot LX

Montgomery, AL

UnscoredInsufficient · 0
$7,000Mileage not verified

Montgomery, AL

No Photo

2013 GMC Acadia SL

Montgomery, AL

UnscoredInsufficient · 0
$7,000Mileage not verified

Montgomery, AL

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Geneva, AL

UnscoredInsufficient · 3
$7,000110,112 mi

Comparison: 3 similar vehicles

Geneva, AL

2013 Jeep Grand Cherokee Overland

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

2013 Jeep Grand Cherokee Overland

Montgomery, AL

UnscoredLimited · 8
$7,250149,557 mi

Comparison: 8 similar vehicles

Montgomery, AL

2012 Dodge Durango Citadel

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

2012 Dodge Durango Citadel

Montgomery, AL

UnscoredLimited · 7
$7,349238,324 mi

Comparison: 7 similar vehicles

Montgomery, AL

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Troy, AL

UnscoredModerate · 33
$7,390132,600 mi

Comparison: 33 similar vehicles

Troy, AL

2013 Ford Edge SEL

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

2013 Ford Edge SEL

New Brockton, AL

UnscoredRobust · 60
$7,450186,179 mi

Comparison: 60 similar vehicles

New Brockton, AL

2017 Ford Edge SE

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

2017 Ford Edge SE

Montgomery, AL

UnscoredLimited · 9
$7,500140,180 mi

Comparison: 9 similar vehicles

Montgomery, AL

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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