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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 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

436 listings found

2010 Mercedes-Benz C-Class C300 Sport

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

2010 Mercedes-Benz C-Class C300 Sport

Austin, TX

UnscoredLimited · 6
$3,999131,837 mi

Comparison: 6 similar vehicles

Austin, TX

2009 Kia Rio LX

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

2009 Kia Rio LX

Leander, TX

UnscoredInsufficient · 4
$4,500Mileage not verified

Comparison: 4 similar vehicles

Leander, TX

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Burnet, TX

UnscoredInsufficient · 0
$4,990131,770 mi

Burnet, TX

2010 Ford Focus SE

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

2010 Ford Focus SE

Leander, TX

UnscoredInsufficient · 3
$4,995124,376 mi

Comparison: 3 similar vehicles

Leander, TX

2005 Chevrolet Malibu LS

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

2005 Chevrolet Malibu LS

Cedar Park, TX

UnscoredInsufficient · 4
$4,995143,131 mi

Comparison: 4 similar vehicles

Cedar Park, TX

2013 Chevrolet Sonic LTZ

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

2013 Chevrolet Sonic LTZ

San Saba, TX

UnscoredInsufficient · 4
$5,900132,375 mi

Comparison: 4 similar vehicles

San Saba, TX

2010 Subaru Legacy GT Limited

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

2010 Subaru Legacy GT Limited

Liberty Hill, TX

UnscoredInsufficient · 0
$5,900190,450 mi

Liberty Hill, TX

2018 Ford Focus SE

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

2018 Ford Focus SE

Cedar Park, TX

UnscoredInsufficient · 3
$6,450104,185 mi

Comparison: 3 similar vehicles

Cedar Park, TX

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Lampasas, TX

UnscoredModerate · 20
$6,500195,000 mi

Comparison: 20 similar vehicles

Lampasas, TX

2004 Toyota Avalon XLS

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

2004 Toyota Avalon XLS

Leander, TX

UnscoredInsufficient · 4
$6,500107,225 mi

Comparison: 4 similar vehicles

Leander, TX

2018 Ford Fiesta S

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

2018 Ford Fiesta S

Burnet, TX

UnscoredInsufficient · 4
$6,59078,500 mi

Comparison: 4 similar vehicles

Burnet, TX

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Burnet, TX

OverpricedLimited · 19
$6,990119,282 mi

Market: $4,500 – $6,900

Comparison: 19 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Burnet, TX

2004 Lexus LS 430

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

2004 Lexus LS 430

Austin, TX

UnscoredLimited · 8
$6,990193,185 mi

Comparison: 8 similar vehicles

Austin, TX

2013 Toyota Camry LE

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

2013 Toyota Camry LE

Lampasas, TX

UnscoredLimited · 14
$6,995165,905 mi

Comparison: 14 similar vehicles

Lampasas, TX

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Marble Falls, TX

Fair PriceModerate · 35
$7,145102,035 mi

Market: $3,888 – $18,900

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Marble Falls, TX

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Leander, TX

Fair PriceLimited · 12
$7,50071,039 mi

Market: $3,999 – $8,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Leander, TX

2013 BMW 5 Series 535i

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

2013 BMW 5 Series 535i

Burnet, TX

Fair PriceLimited · 13
$7,599118,893 mi

Market: $5,500 – $16,596

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Burnet, TX

2016 Volkswagen Passat S

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

2016 Volkswagen Passat S

Cottonwood Shores, TX

Fair PriceModerate · 28
$7,786114,348 mi

Market: $6,195 – $11,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Cottonwood Shores, TX

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

Austin, TX

UnscoredLimited · 9
$7,99095,276 mi

Comparison: 9 similar vehicles

Austin, TX

2012 Volkswagen CC Sport

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

2012 Volkswagen CC Sport

Lampasas, TX

UnscoredInsufficient · 4
$7,995164,978 mi

Comparison: 4 similar vehicles

Lampasas, TX

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Leander, TX

UnscoredLimited · 11
$8,000141,590 mi

Comparison: 11 similar vehicles

Leander, TX

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Leander, TX

Fair PriceLimited · 11
$8,216110,152 mi

Market: $4,500 – $11,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Leander, TX

2013 Ford Focus SE

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

2013 Ford Focus SE

Austin, TX

UnscoredInsufficient · 0
$8,91436,677 mi

Austin, TX

1998 Lexus GS 300

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

1998 Lexus GS 300

Leander, TX

UnscoredInsufficient · 0
$8,995129,262 mi

Leander, TX

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Leander, TX

OverpricedLimited · 19
$9,21660,939 mi

Market: $2,500 – $9,145

Comparison: 19 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Leander, TX

2013 Hyundai Sonata Hybrid Limited

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

2013 Hyundai Sonata Hybrid Limited

Leander, TX

UnscoredInsufficient · 4
$9,21683,739 mi

Comparison: 4 similar vehicles

Leander, TX

2017 Hyundai Sonata SE

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

2017 Hyundai Sonata SE

Cedar Park, TX

UnscoredInsufficient · 0
$9,45015,059 mi

Cedar Park, TX

2010 Mercedes-Benz E-Class E350 Sport

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

2010 Mercedes-Benz E-Class E350 Sport

Austin, TX

UnscoredLimited · 5
$9,49072,676 mi

Comparison: 5 similar vehicles

Austin, TX

2014 Dodge Dart Limited

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

2014 Dodge Dart Limited

Austin, TX

UnscoredInsufficient · 0
$9,91095,215 mi

Austin, TX

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Leander, TX

UnscoredInsufficient · 3
$10,13665,947 mi

Comparison: 3 similar vehicles

Leander, TX

2020 Mitsubishi Mirage G4 ES

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

2020 Mitsubishi Mirage G4 ES

Leander, TX

UnscoredInsufficient · 0
$10,22453,243 mi

Leander, TX

2014 BMW 5 Series 535i

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

2014 BMW 5 Series 535i

Austin, TX

Fair PriceLimited · 14
$10,49093,943 mi

Market: $4,900 – $17,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 103 days listed (based on current market benchmarks)

Austin, TX

2016 Audi A3 Sedan Premium Plus

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

2016 Audi A3 Sedan Premium Plus

Austin, TX

UnscoredInsufficient · 0
$10,99079,305 mi

Austin, TX

2016 Nissan Maxima Platinum

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

2016 Nissan Maxima Platinum

Leander, TX

Fair PriceModerate · 23
$11,140112,462 mi

Market: $9,495 – $17,695

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Leander, TX

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

Marble Falls, TX

UnscoredModerate · 41
$11,149122,121 mi

Comparison: 41 similar vehicles

Marble Falls, TX

2016 Honda Accord Sport

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

2016 Honda Accord Sport

Leander, TX

UnscoredLimited · 9
$11,700151,010 mi

Comparison: 9 similar vehicles

Leander, TX

2017 Toyota Camry SE

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

2017 Toyota Camry SE

Leander, TX

UnscoredLimited · 13
$11,716180,064 mi

Comparison: 13 similar vehicles

Leander, TX

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

Leander, TX

UnscoredLimited · 12
$11,716170,349 mi

Comparison: 12 similar vehicles

Leander, TX

No Photo

2013 Acura TL Technology Package

Leander, TX

Fair PriceModerate · 34
$11,725110,666 mi

Market: $10,500 – $12,495

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Leander, TX

2018 Ford Fusion S

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

2018 Ford Fusion S

Burnet, TX

Fair PriceModerate · 25
$11,839107,218 mi

Market: $7,250 – $12,999

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 313 days listed (based on current market benchmarks)

Burnet, TX

2018 Audi A4 Premium

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

2018 Audi A4 Premium

Austin, TX

UnscoredInsufficient · 4
$11,875103,572 mi

Comparison: 4 similar vehicles

Austin, TX

2019 Kia Optima S

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

2019 Kia Optima S

Leander, TX

Fair PriceModerate · 37
$11,94490,337 mi

Market: $7,999 – $17,616

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Leander, TX

2017 Nissan Altima SL

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

2017 Nissan Altima SL

Florence, TX

UnscoredLimited · 8
$12,00084,253 mi

Comparison: 8 similar vehicles

Florence, TX

2017 Nissan Altima SL

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

2017 Nissan Altima SL

Leander, TX

UnscoredLimited · 8
$12,090107,099 mi

Comparison: 8 similar vehicles

Leander, TX

2020 Mitsubishi Mirage G4 LE

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

2020 Mitsubishi Mirage G4 LE

Cedar Park, TX

UnscoredInsufficient · 0
$12,14866,185 mi

Cedar Park, TX

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Marble Falls, TX

UnscoredLimited · 5
$12,149100,117 mi

Comparison: 5 similar vehicles

Marble Falls, TX

2013 Honda Civic LX

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

2013 Honda Civic LX

Leander, TX

UnscoredLimited · 8
$12,21693,651 mi

Comparison: 8 similar vehicles

Leander, TX

2015 Toyota Avalon XLE Premium Hybrid

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

2015 Toyota Avalon XLE Premium Hybrid

Leander, TX

UnscoredInsufficient · 0
$12,723173,546 mi

Leander, TX

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Cedar Park, TX

UnscoredLimited · 10
$13,000103,416 mi

Comparison: 10 similar vehicles

Cedar Park, TX

2017 Toyota Corolla SE

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

2017 Toyota Corolla SE

Lampasas, TX

UnscoredModerate · 30
$13,000194,677 mi

Comparison: 30 similar vehicles

Lampasas, TX

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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