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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

2,303 listings found

No Photo

2007 Toyota Camry LE

Montgomery, AL

UnscoredModerate · 34
$1,400Mileage not verified

Comparison: 34 similar vehicles

Montgomery, AL

2014 Dodge Dart GT

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

2014 Dodge Dart GT

Montgomery, AL

UnscoredInsufficient · 0
$2,200Mileage not verified

Montgomery, AL

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Montgomery, AL

UnscoredInsufficient · 0
$2,300235,968 mi

Montgomery, AL

2004 Mercury Sable LS

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

2004 Mercury Sable LS

Montgomery, AL

UnscoredInsufficient · 0
$2,500127,675 mi

Montgomery, AL

2007 Saturn Aura XR

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

2007 Saturn Aura XR

Montgomery, AL

UnscoredInsufficient · 0
$2,999183,368 mi

Montgomery, AL

2020 BMW 3 Series 330i

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

2020 BMW 3 Series 330i

Montgomery, AL

UnscoredRobust · 90
$3,00063,399 mi

Comparison: 90 similar vehicles

Montgomery, AL

2014 Lincoln MKS Base

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

2014 Lincoln MKS Base

Montgomery, AL

UnscoredInsufficient · 0
$3,000235,006 mi

Montgomery, AL

2006 Hyundai Sonata LX

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

2006 Hyundai Sonata LX

Montgomery, AL

UnscoredInsufficient · 4
$3,500146,304 mi

Comparison: 4 similar vehicles

Montgomery, 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 · 42
$3,797166,143 mi

Comparison: 42 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 · 19
$3,900200,220 mi

Comparison: 19 similar vehicles

Auburn, AL

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Montgomery, AL

UnscoredLimited · 11
$3,990193,680 mi

Comparison: 11 similar vehicles

Montgomery, AL

2007 Audi A8 Base

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

2007 Audi A8 Base

Montgomery, AL

UnscoredInsufficient · 0
$3,990189,147 mi

Montgomery, AL

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Auburn, AL

Salvage title
$4,000114,368 mi

Auburn, AL

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 · 30
$4,274197,797 mi

Comparison: 30 similar vehicles

Auburn, AL

No Photo

2013 Kia Optima EX Hybrid

Montgomery, AL

UnscoredInsufficient · 0
$4,500Mileage not verified

Montgomery, AL

No Photo

2017 Hyundai Sonata SE

Montgomery, AL

UnscoredModerate · 20
$4,600Mileage not verified

Comparison: 20 similar vehicles

Montgomery, AL

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Montgomery, AL

UnscoredInsufficient · 3
$4,900212,173 mi

Comparison: 3 similar vehicles

Montgomery, AL

2008 Ford Focus SE

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

2008 Ford Focus SE

Montgomery, AL

UnscoredLimited · 7
$4,900147,481 mi

Comparison: 7 similar vehicles

Montgomery, AL

2013 Dodge Dart Limited

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

2013 Dodge Dart Limited

Prattville, AL

UnscoredLimited · 6
$4,950155,997 mi

Comparison: 6 similar vehicles

Prattville, AL

2011 Ford Focus SE

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

2011 Ford Focus SE

Montgomery, AL

UnscoredLimited · 10
$4,950150,972 mi

Comparison: 10 similar vehicles

Montgomery, AL

2003 Toyota Camry LE V6

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

2003 Toyota Camry LE V6

Montgomery, AL

UnscoredInsufficient · 0
$4,950168,155 mi

Montgomery, AL

2014 Mercedes-Benz E-Class E350 Sport

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

2014 Mercedes-Benz E-Class E350 Sport

Montgomery, AL

UnscoredModerate · 42
$4,990236,980 mi

Comparison: 42 similar vehicles

Montgomery, AL

2015 Hyundai Accent GLS

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

2015 Hyundai Accent GLS

Montgomery, AL

UnscoredInsufficient · 4
$4,991174,295 mi

Comparison: 4 similar vehicles

Montgomery, AL

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Montgomery, AL

UnscoredLimited · 15
$4,991216,599 mi

Comparison: 15 similar vehicles

Montgomery, AL

2008 Toyota Yaris Base

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

2008 Toyota Yaris Base

Montgomery, AL

UnscoredLimited · 5
$4,991195,011 mi

Comparison: 5 similar vehicles

Montgomery, AL

2014 Ford Focus SE

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

2014 Ford Focus SE

Montgomery, AL

Fair PriceRobust · 60
$4,99589,603 mi

Market: $2,552 – $10,995

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Montgomery, AL

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Auburn, AL

UnscoredInsufficient · 3
$4,999100,721 mi

Comparison: 3 similar vehicles

Auburn, AL

2008 Honda Accord LX

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

2008 Honda Accord LX

Auburn, AL

UnscoredLimited · 9
$4,999187,115 mi

Comparison: 9 similar vehicles

Auburn, 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
$5,000160,436 mi

Comparison: 17 similar vehicles

Auburn, AL

2017 Nissan Versa Sedan S Plus

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

2017 Nissan Versa Sedan S Plus

Montgomery, AL

Salvage title
$5,491122,178 mi

Montgomery, AL

No Photo

2012 Toyota Camry L

Montgomery, AL

UnscoredModerate · 32
$5,495276,933 mi

Comparison: 32 similar vehicles

Montgomery, AL

No Photo

2015 Chevrolet Cruze 2LT

Montgomery, AL

Fair PriceModerate · 27
$5,500Mileage not verified

Market: $3,990 – $12,998

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 169 days listed (based on current market benchmarks)

Montgomery, AL

2014 Mercedes-Benz C-Class C250 Luxury

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

2014 Mercedes-Benz C-Class C250 Luxury

Wetumpka, AL

UnscoredLimited · 12
$5,500128,300 mi

Comparison: 12 similar vehicles

Wetumpka, AL

No Photo

2011 Nissan Maxima S

Auburn, AL

UnscoredLimited · 9
$5,500156,996 mi

Comparison: 9 similar vehicles

Auburn, AL

2009 Volkswagen Jetta S

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

2009 Volkswagen Jetta S

Montgomery, AL

UnscoredInsufficient · 3
$5,500126,678 mi

Comparison: 3 similar vehicles

Montgomery, AL

No Photo

2015 Volkswagen Passat Limited Edition

Montgomery, AL

UnscoredLimited · 8
$5,600Mileage not verified

Comparison: 8 similar vehicles

Montgomery, AL

No Photo

2013 Hyundai Elantra GLS

Montgomery, AL

UnscoredInsufficient · 3
$5,800Mileage not verified

Comparison: 3 similar vehicles

Montgomery, AL

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Montgomery, AL

UnscoredInsufficient · 3
$5,90088,726 mi

Comparison: 3 similar vehicles

Montgomery, AL

2015 Nissan Altima S

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

2015 Nissan Altima S

Montgomery, AL

UnscoredInsufficient · 3
$5,990167,022 mi

Comparison: 3 similar vehicles

Montgomery, AL

2012 Mercedes-Benz E-Class E350 Luxury

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

2012 Mercedes-Benz E-Class E350 Luxury

Montgomery, AL

UnscoredModerate · 25
$5,990163,510 mi

Comparison: 25 similar vehicles

Montgomery, AL

No Photo

2014 Hyundai Elantra SE

Montgomery, AL

UnscoredModerate · 29
$5,991179,354 mi

Comparison: 29 similar vehicles

Montgomery, AL

2009 Chevrolet Impala Police Sedan

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

2009 Chevrolet Impala Police Sedan

Montgomery, AL

UnscoredInsufficient · 0
$5,991120,767 mi

Montgomery, AL

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Jemison, AL

UnscoredLimited · 9
$5,995206,506 mi

Comparison: 9 similar vehicles

Jemison, AL

2010 Honda Civic LX-S

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

2010 Honda Civic LX-S

Montgomery, AL

UnscoredInsufficient · 3
$5,995223,384 mi

Comparison: 3 similar vehicles

Montgomery, AL

2003 Toyota Corolla CE

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

2003 Toyota Corolla CE

Montgomery, AL

UnscoredInsufficient · 0
$5,995131,492 mi

Montgomery, AL

2014 Dodge Charger SE

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

2014 Dodge Charger SE

Auburn, AL

UnscoredModerate · 31
$5,999213,056 mi

Comparison: 31 similar vehicles

Auburn, AL

2007 Saturn Aura XR

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

2007 Saturn Aura XR

Notasulga, AL

UnscoredLimited · 6
$5,999Mileage not verified

Comparison: 6 similar vehicles

Notasulga, AL

No Photo

2017 Hyundai Elantra SE

Montgomery, AL

Fair PriceRobust · 103
$6,000Mileage not verified

Market: $5,199 – $16,995

Comparison: 103 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Montgomery, AL

No Photo

2016 Kia Forte LX

Montgomery, AL

Fair PriceModerate · 26
$6,000Mileage not verified

Market: $3,500 – $9,900

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Montgomery, AL

2013 Toyota Avalon XLE Premium

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

2013 Toyota Avalon XLE Premium

Auburn, AL

UnscoredInsufficient · 3
$6,161231,846 mi

Comparison: 3 similar vehicles

Auburn, 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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