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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

9,884 listings found

2002 Toyota Highlander Limited

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

2002 Toyota Highlander Limited

Phenix City, AL

UnscoredInsufficient · 0
$2,500Mileage not verified

Phenix City, AL

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

LaGrange, GA

UnscoredLimited · 7
$2,694271,992 mi

Comparison: 7 similar vehicles

LaGrange, GA

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Auburn, AL

UnscoredLimited · 18
$2,879271,657 mi

Comparison: 18 similar vehicles

Auburn, AL

No Photo

2014 Chevrolet Cruze 1LT

Phenix City, AL

UnscoredModerate · 37
$3,000236,958 mi

Comparison: 37 similar vehicles

Phenix City, AL

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Phenix City, AL

UnscoredInsufficient · 0
$3,000366,608 mi

Phenix City, AL

2002 Nissan Xterra XE

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

2002 Nissan Xterra XE

Salem, AL

UnscoredInsufficient · 0
$3,000306,762 mi

Salem, AL

2007 Ford Expedition Eddie Bauer

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

2007 Ford Expedition Eddie Bauer

Phenix City, AL

UnscoredInsufficient · 4
$3,200216,556 mi

Comparison: 4 similar vehicles

Phenix City, AL

2000 Ford Expedition XLT

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

2000 Ford Expedition XLT

Phenix City, AL

UnscoredInsufficient · 0
$3,200262,000 mi

Phenix City, AL

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Auburn, AL

UnscoredLimited · 15
$3,500185,000 mi

Comparison: 15 similar vehicles

Auburn, AL

2008 Nissan Altima SL

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

2008 Nissan Altima SL

LaGrange, GA

UnscoredInsufficient · 0
$3,689229,028 mi

LaGrange, GA

2008 Honda Accord EX

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

2008 Honda Accord EX

LaGrange, GA

UnscoredInsufficient · 4
$3,694247,436 mi

Comparison: 4 similar vehicles

LaGrange, GA

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

LaGrange, GA

UnscoredInsufficient · 0
$3,694333,333 mi

LaGrange, GA

2011 Toyota Camry Base

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

2011 Toyota Camry Base

Phenix City, AL

UnscoredModerate · 21
$3,800181,440 mi

Comparison: 21 similar vehicles

Phenix City, AL

2007 GMC Yukon SLE2

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

2007 GMC Yukon SLE2

Phenix City, AL

UnscoredLimited · 5
$3,800Mileage not verified

Comparison: 5 similar vehicles

Phenix City, AL

2006 Cadillac CTS 3.6

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

2006 Cadillac CTS 3.6

Phenix City, AL

UnscoredInsufficient · 0
$3,800121,319 mi

Phenix City, AL

2016 Kia Optima LX

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

2016 Kia Optima LX

Opelika, AL

UnscoredModerate · 43
$3,897166,143 mi

Comparison: 43 similar vehicles

Opelika, AL

2010 Honda Civic EX

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

2010 Honda Civic EX

Auburn, AL

UnscoredLimited · 17
$3,900200,220 mi

Comparison: 17 similar vehicles

Auburn, AL

2011 Hyundai Tucson Limited

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

2011 Hyundai Tucson Limited

Phenix City, AL

UnscoredInsufficient · 3
$3,995Mileage not verified

Comparison: 3 similar vehicles

Phenix City, AL

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Phenix City, AL

UnscoredInsufficient · 4
$3,995279,746 mi

Comparison: 4 similar vehicles

Phenix City, AL

2007 Jeep Patriot Limited

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

2007 Jeep Patriot Limited

Opelika, AL

UnscoredInsufficient · 0
$3,995111,235 mi

Opelika, AL

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Auburn, AL

UnscoredLimited · 17
$4,000160,436 mi

Comparison: 17 similar vehicles

Auburn, AL

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Lagrange, GA

Fair PriceModerate · 35
$4,000116,244 mi

Market: $3,695 – $12,166

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Lagrange, GA

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Phenix City, AL

UnscoredLimited · 7
$4,000258,965 mi

Comparison: 7 similar vehicles

Phenix City, AL

2013 Chevrolet Malibu 2LT

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

2013 Chevrolet Malibu 2LT

Phenix City, AL

UnscoredLimited · 10
$4,000179,193 mi

Comparison: 10 similar vehicles

Phenix City, AL

2013 Subaru Outback Premium

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

2013 Subaru Outback Premium

Phenix City, AL

UnscoredLimited · 16
$4,000181,578 mi

Comparison: 16 similar vehicles

Phenix City, AL

2013 Mazda MAZDA5 Sport

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

2013 Mazda MAZDA5 Sport

Auburn, AL

Salvage title
$4,000164,000 mi

Auburn, AL

2009 Mazda MAZDA5 Sport

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

2009 Mazda MAZDA5 Sport

Phenix City, AL

UnscoredInsufficient · 0
$4,000188,266 mi

Phenix City, AL

2008 GMC Yukon Denali

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

2008 GMC Yukon Denali

Phenix City, AL

UnscoredInsufficient · 0
$4,000274,850 mi

Phenix City, AL

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Phenix City, AL

UnscoredInsufficient · 3
$4,000281,058 mi

Comparison: 3 similar vehicles

Phenix City, AL

2005 Toyota 4Runner Sport

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

2005 Toyota 4Runner Sport

Phenix City, AL

UnscoredInsufficient · 4
$4,000373,566 mi

Comparison: 4 similar vehicles

Phenix City, AL

2003 Nissan Murano SL 2WD

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

2003 Nissan Murano SL 2WD

Hogansville, GA

UnscoredInsufficient · 0
$4,000173,909 mi

Hogansville, GA

2013 Kia Soul +

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

2013 Kia Soul +

LaGrange, GA

Fair PriceLimited · 11
$4,049110,183 mi

Market: $2,678 – $7,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 246 days listed (based on current market benchmarks)

LaGrange, GA

2002 Ford Expedition Base

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

2002 Ford Expedition Base

Phenix City, AL

UnscoredInsufficient · 0
$4,160Mileage not verified

Phenix City, AL

2008 Nissan Rogue SL

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

2008 Nissan Rogue SL

LaGrange, GA

UnscoredLimited · 8
$4,196228,360 mi

Comparison: 8 similar vehicles

LaGrange, GA

2019 Chevrolet Impala 1LT

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

2019 Chevrolet Impala 1LT

Phenix City, AL

UnscoredModerate · 24
$4,200216,761 mi

Comparison: 24 similar vehicles

Phenix City, AL

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Thomaston, GA

UnscoredLimited · 14
$4,200249,005 mi

Comparison: 14 similar vehicles

Thomaston, GA

2009 Jaguar XF Premium Luxury

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

2009 Jaguar XF Premium Luxury

Lagrange, GA

UnscoredInsufficient · 0
$4,20088,411 mi

Lagrange, GA

2009 Honda Accord LX

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

2009 Honda Accord LX

Auburn, AL

UnscoredModerate · 35
$4,274197,797 mi

Comparison: 35 similar vehicles

Auburn, AL

2014 Ford E-Series Econoline Van Commercial

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

2014 Ford E-Series Econoline Van Commercial

Butler, GA

UnscoredLimited · 15
$4,400207,877 mi

Comparison: 15 similar vehicles

Butler, GA

2016 Chevrolet Sonic LS

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

2016 Chevrolet Sonic LS

Auburn, AL

UnscoredLimited · 8
$4,499130,470 mi

Comparison: 8 similar vehicles

Auburn, AL

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Phenix City, AL

UnscoredLimited · 11
$4,500144,023 mi

Comparison: 11 similar vehicles

Phenix City, AL

2014 Kia Optima LX

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

2014 Kia Optima LX

Phenix City, AL

UnscoredLimited · 8
$4,500164,000 mi

Comparison: 8 similar vehicles

Phenix City, AL

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Thomaston, GA

UnscoredModerate · 29
$4,500199,700 mi

Comparison: 29 similar vehicles

Thomaston, GA

2012 Toyota Camry L

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

2012 Toyota Camry L

Phenix City, AL

UnscoredModerate · 38
$4,500202,710 mi

Comparison: 38 similar vehicles

Phenix City, AL

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Thomaston, GA

UnscoredLimited · 8
$4,500183,520 mi

Comparison: 8 similar vehicles

Thomaston, GA

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Auburn, AL

UnscoredInsufficient · 0
$4,500209,164 mi

Auburn, AL

2006 Lincoln Town Car Signature Limited

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

2006 Lincoln Town Car Signature Limited

Phenix City, AL

UnscoredInsufficient · 0
$4,50099,842 mi

Phenix City, AL

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Phenix City, AL

UnscoredInsufficient · 0
$4,500429,037 mi

Phenix City, AL

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Phenix City, AL

UnscoredInsufficient · 4
$4,500286,810 mi

Comparison: 4 similar vehicles

Phenix City, AL

2001 GMC Yukon SLE

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

2001 GMC Yukon SLE

Phenix City, AL

UnscoredInsufficient · 0
$4,500Mileage not verified

Phenix City, AL

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 manage their profile, 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, exports, and enhanced merchandising.
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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