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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

3,158 listings found

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Fort Worth, TX

UnscoredInsufficient · 3
$2,999227,099 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2003 Mercedes-Benz E-Class E320

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

2003 Mercedes-Benz E-Class E320

Fort Worth, TX

UnscoredLimited · 5
$3,250119,345 mi

Comparison: 5 similar vehicles

Fort Worth, TX

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Haltom City, TX

UnscoredInsufficient · 0
$3,300168,000 mi

Haltom City, TX

2010 Ford Fusion Hybrid

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

2010 Ford Fusion Hybrid

Fort Worth, TX

UnscoredInsufficient · 4
$3,300148,900 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Worth, TX

UnscoredModerate · 21
$3,500122,000 mi

Comparison: 21 similar vehicles

Fort Worth, TX

2014 Kia Forte EX

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

2014 Kia Forte EX

Haltom City, TX

UnscoredLimited · 9
$3,500166,351 mi

Comparison: 9 similar vehicles

Haltom City, TX

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Fort Worth, TX

UnscoredInsufficient · 4
$3,799161,055 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2001 Buick Regal LS

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

2001 Buick Regal LS

Haltom City, TX

UnscoredInsufficient · 0
$3,995198,542 mi

Haltom City, TX

2012 Mitsubishi Lancer ES

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

2012 Mitsubishi Lancer ES

Fort Worth, TX

UnscoredInsufficient · 0
$3,999161,616 mi

Fort Worth, TX

2007 Toyota Yaris S

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

2007 Toyota Yaris S

Fort Worth, TX

UnscoredInsufficient · 0
$3,999231,463 mi

Fort Worth, TX

2005 Mercedes-Benz C-Class C240

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

2005 Mercedes-Benz C-Class C240

Fort Worth, TX

UnscoredInsufficient · 0
$3,999161,820 mi

Fort Worth, TX

2003 Toyota Corolla S

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

2003 Toyota Corolla S

Fort Worth, TX

UnscoredInsufficient · 0
$3,999140,854 mi

Fort Worth, TX

2008 INFINITI G 35 Journey

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

2008 INFINITI G 35 Journey

Granbury, TX

UnscoredInsufficient · 4
$4,000153,261 mi

Comparison: 4 similar vehicles

Granbury, TX

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Fort Worth, TX

UnscoredInsufficient · 3
$4,199159,261 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Fort Worth, TX

UnscoredInsufficient · 3
$4,200215,940 mi

Comparison: 3 similar vehicles

Fort Worth, TX

2010 Lincoln MKS Base

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

2010 Lincoln MKS Base

Haltom City, TX

UnscoredInsufficient · 0
$4,300180,720 mi

Haltom City, TX

2010 Lexus IS 250

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

2010 Lexus IS 250

Fort Worth, TX

UnscoredLimited · 8
$4,350211,176 mi

Comparison: 8 similar vehicles

Fort Worth, TX

2019 Ford Fusion Hybrid SE

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

2019 Ford Fusion Hybrid SE

Fort Worth, TX

UnscoredLimited · 11
$4,500190,389 mi

Comparison: 11 similar vehicles

Fort Worth, TX

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Fort Worth, TX

UnscoredInsufficient · 3
$4,500Mileage not verified

Comparison: 3 similar vehicles

Fort Worth, TX

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

Fort Worth, TX

UnscoredLimited · 9
$4,500162,000 mi

Comparison: 9 similar vehicles

Fort Worth, TX

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Granbury, TX

UnscoredInsufficient · 3
$4,500149,557 mi

Comparison: 3 similar vehicles

Granbury, TX

2010 Nissan Altima S

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

2010 Nissan Altima S

Fort Worth, TX

UnscoredLimited · 8
$4,500150,711 mi

Comparison: 8 similar vehicles

Fort Worth, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Worth, TX

Fair PriceModerate · 21
$4,600119,000 mi

Market: $3,500 – $10,990

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Fort Worth, TX

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Worth, TX

Fair PriceModerate · 21
$4,600113,000 mi

Market: $3,500 – $10,990

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Fort Worth, TX

2014 Toyota Camry L

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

2014 Toyota Camry L

Fort Worth, TX

UnscoredInsufficient · 4
$4,650218,741 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2007 Toyota Corolla S

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

2007 Toyota Corolla S

Fort Worth, TX

UnscoredInsufficient · 0
$4,800240,197 mi

Fort Worth, TX

2016 Hyundai Sonata Limited

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

2016 Hyundai Sonata Limited

Fort Worth, TX

UnscoredLimited · 5
$4,850199,738 mi

Comparison: 5 similar vehicles

Fort Worth, TX

2016 Ford Focus SE

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

2016 Ford Focus SE

Fort Worth, TX

UnscoredLimited · 11
$4,900144,000 mi

Comparison: 11 similar vehicles

Fort Worth, TX

2014 Hyundai Genesis 3.8

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

2014 Hyundai Genesis 3.8

Fort Worth, TX

UnscoredInsufficient · 0
$4,950132,725 mi

Fort Worth, TX

2013 Dodge Dart Limited

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

2013 Dodge Dart Limited

Dublin, TX

UnscoredInsufficient · 4
$4,995132,000 mi

Comparison: 4 similar vehicles

Dublin, TX

2008 Acura TSX Base

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

2008 Acura TSX Base

Haltom City, TX

UnscoredInsufficient · 0
$4,995229,858 mi

Haltom City, TX

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Haltom City, TX

UnscoredInsufficient · 3
$4,995173,420 mi

Comparison: 3 similar vehicles

Haltom City, TX

1999 Buick Century CUSTOM

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

1999 Buick Century CUSTOM

Haltom City, TX

UnscoredInsufficient · 0
$4,995246,814 mi

Haltom City, TX

1998 Toyota Camry LE

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

1998 Toyota Camry LE

Haltom City, TX

UnscoredInsufficient · 0
$4,995Mileage not verified

Haltom City, TX

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Fort Worth, TX

UnscoredInsufficient · 4
$4,999150,525 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2014 Nissan Altima S

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

2014 Nissan Altima S

Fort Worth, TX

Fair PriceLimited · 11
$4,999Mileage not verified

Market: $3,495 – $10,216

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Fort Worth, TX

2004 Honda Accord LX

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

2004 Honda Accord LX

Fort Worth, TX

UnscoredLimited · 5
$4,999162,704 mi

Comparison: 5 similar vehicles

Fort Worth, TX

2012 Nissan Altima Base

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

2012 Nissan Altima Base

Fort Worth, TX

UnscoredInsufficient · 0
$5,000177,305 mi

Fort Worth, TX

2010 Ford Focus SE

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

2010 Ford Focus SE

Haltom City, TX

UnscoredInsufficient · 4
$5,100107,900 mi

Comparison: 4 similar vehicles

Haltom City, TX

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Fort Worth, TX

UnscoredLimited · 12
$5,199132,628 mi

Comparison: 12 similar vehicles

Fort Worth, TX

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Fort Worth, TX

UnscoredLimited · 14
$5,200130,300 mi

Comparison: 14 similar vehicles

Fort Worth, TX

2006 Ford Focus ZX4 S

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

2006 Ford Focus ZX4 S

Fort Worth, TX

UnscoredInsufficient · 0
$5,25056,452 mi

Fort Worth, TX

2017 Honda Civic EX

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

2017 Honda Civic EX

Granbury, TX

UnscoredLimited · 5
$5,270165,144 mi

Comparison: 5 similar vehicles

Granbury, TX

2014 Toyota Corolla LE

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

2014 Toyota Corolla LE

Fort Worth, TX

UnscoredLimited · 10
$5,350197,982 mi

Comparison: 10 similar vehicles

Fort Worth, TX

2017 Ford Focus SE

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

2017 Ford Focus SE

Fort Worth, TX

UnscoredLimited · 7
$5,50085,700 mi

Comparison: 7 similar vehicles

Fort Worth, TX

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Fort Worth, TX

UnscoredLimited · 18
$5,500135,000 mi

Comparison: 18 similar vehicles

Fort Worth, TX

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Haltom City, TX

UnscoredLimited · 16
$5,60089,850 mi

Comparison: 16 similar vehicles

Haltom City, TX

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

Fort Worth, TX

UnscoredLimited · 5
$5,600127,300 mi

Comparison: 5 similar vehicles

Fort Worth, TX

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

Haltom City, TX

Fair PriceLimited · 19
$5,600105,312 mi

Market: $2,600 – $16,999

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Haltom City, TX

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Fort Worth, TX

UnscoredLimited · 9
$5,699163,421 mi

Comparison: 9 similar vehicles

Fort Worth, TX

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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