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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

69 listings found

2016 Nissan Altima S

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

2016 Nissan Altima S

Gatesville, TX

UnscoredModerate · 41
$4,500133,800 mi

Comparison: 41 similar vehicles

Gatesville, 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

2012 Honda Civic NGV

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

2012 Honda Civic NGV

Copperas Cove, TX

UnscoredLimited · 5
$5,500171,985 mi

Comparison: 5 similar vehicles

Copperas Cove, 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 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

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

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Brownwood, TX

UnscoredLimited · 8
$7,995140,267 mi

Comparison: 8 similar vehicles

Brownwood, 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

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Copperas Cove, TX

UnscoredLimited · 13
$7,995205,223 mi

Comparison: 13 similar vehicles

Copperas Cove, TX

2010 Nissan Altima SR

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

2010 Nissan Altima SR

Brownwood, TX

UnscoredInsufficient · 0
$8,995168,543 mi

Brownwood, TX

2011 Nissan Altima S

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

2011 Nissan Altima S

Gatesville, TX

OverpricedLimited · 12
$9,220129,728 mi

Market: $2,999 – $8,995

Comparison: 12 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Gatesville, TX

2017 Nissan Sentra SV

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

2017 Nissan Sentra SV

Copperas Cove, TX

UnscoredModerate · 30
$9,995124,807 mi

Comparison: 30 similar vehicles

Copperas Cove, TX

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Comanche, TX

UnscoredRobust · 88
$10,215154,178 mi

Comparison: 88 similar vehicles

Comanche, TX

2015 Chevrolet Malibu Fleet

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

2015 Chevrolet Malibu Fleet

Comanche, TX

UnscoredInsufficient · 3
$11,21563,292 mi

Comparison: 3 similar vehicles

Comanche, TX

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Brownwood, TX

UnscoredInsufficient · 0
$11,220127,768 mi

Brownwood, TX

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Gatesville, TX

UnscoredRobust · 55
$11,220144,922 mi

Comparison: 55 similar vehicles

Gatesville, TX

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Copperas Cove, TX

Fair PriceModerate · 32
$11,50087,031 mi

Market: $5,400 – $18,795

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Copperas Cove, TX

2013 Mercedes-Benz C-Class C300 Luxury

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

2013 Mercedes-Benz C-Class C300 Luxury

Copperas Cove, TX

UnscoredInsufficient · 3
$11,500137,770 mi

Comparison: 3 similar vehicles

Copperas Cove, TX

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Comanche, TX

Fair PriceRobust · 73
$11,824101,410 mi

Market: $9,500 – $18,645

Comparison: 73 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Comanche, TX

2019 Ford Fusion S

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

2019 Ford Fusion S

Brownwood, TX

UnscoredLimited · 5
$11,99986,017 mi

Comparison: 5 similar vehicles

Brownwood, TX

2016 Chevrolet Impala Limited 1LZ

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

2016 Chevrolet Impala Limited 1LZ

Brownwood, TX

UnscoredInsufficient · 0
$12,220134,251 mi

Brownwood, TX

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

Brownwood, TX

OverpricedLimited · 13
$12,220115,002 mi

Market: $5,299 – $8,995

Comparison: 13 similar vehicles

Priced ~36% above the typical market range for similar vehicles (based on current market benchmarks)

Brownwood, TX

2012 Honda Accord LX

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

2012 Honda Accord LX

Gatesville, TX

UnscoredModerate · 31
$12,220141,437 mi

Comparison: 31 similar vehicles

Gatesville, TX

2017 Honda Civic LX

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

2017 Honda Civic LX

Early, TX

UnscoredModerate · 34
$12,225122,366 mi

Comparison: 34 similar vehicles

Early, TX

2019 Kia Optima LX

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

2019 Kia Optima LX

Comanche, TX

Fair PriceModerate · 27
$12,51583,186 mi

Market: $5,999 – $16,095

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Comanche, TX

2018 BMW 5 Series 530e

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

2018 BMW 5 Series 530e

Copperas Cove, TX

UnscoredLimited · 6
$12,995125,238 mi

Comparison: 6 similar vehicles

Copperas Cove, 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

2015 Toyota Corolla L

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

2015 Toyota Corolla L

Brownwood, TX

UnscoredLimited · 17
$13,220147,453 mi

Comparison: 17 similar vehicles

Brownwood, TX

2014 Honda Civic LX

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

2014 Honda Civic LX

Brownwood, TX

UnscoredModerate · 31
$13,220126,930 mi

Comparison: 31 similar vehicles

Brownwood, TX

2014 Honda Civic EX-L

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

2014 Honda Civic EX-L

Gatesville, TX

UnscoredLimited · 8
$13,220156,477 mi

Comparison: 8 similar vehicles

Gatesville, TX

2016 BMW 5 Series 535i

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

2016 BMW 5 Series 535i

Copperas Cove, TX

Fair PriceLimited · 13
$13,900117,836 mi

Market: $10,995 – $16,996

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Copperas Cove, TX

2014 Mazda MAZDA3 s Grand Touring

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

2014 Mazda MAZDA3 s Grand Touring

Brownwood, TX

UnscoredLimited · 5
$14,220101,002 mi

Comparison: 5 similar vehicles

Brownwood, TX

2021 Chevrolet Malibu 1FL

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

2021 Chevrolet Malibu 1FL

Goldthwaite, TX

UnscoredInsufficient · 0
$14,75094,746 mi

Goldthwaite, TX

2017 Cadillac CTS Sedan Luxury

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

2017 Cadillac CTS Sedan Luxury

Copperas Cove, TX

UnscoredLimited · 7
$14,995115,910 mi

Comparison: 7 similar vehicles

Copperas Cove, TX

2017 Toyota Corolla SE

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

2017 Toyota Corolla SE

Brownwood, TX

UnscoredModerate · 23
$15,220125,748 mi

Comparison: 23 similar vehicles

Brownwood, TX

2016 Toyota Corolla LE

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

2016 Toyota Corolla LE

Brownwood, TX

Fair PriceModerate · 44
$15,220118,802 mi

Market: $7,950 – $17,995

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Brownwood, TX

2015 Honda Accord EX

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

2015 Honda Accord EX

Brownwood, TX

UnscoredInsufficient · 4
$15,220146,345 mi

Comparison: 4 similar vehicles

Brownwood, TX

2015 Toyota Corolla LE

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

2015 Toyota Corolla LE

Gatesville, TX

Fair PriceModerate · 42
$15,22099,307 mi

Market: $5,995 – $16,995

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 249 days listed (based on current market benchmarks)

Gatesville, TX

2018 Chevrolet Impala 1LS

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

2018 Chevrolet Impala 1LS

Copperas Cove, TX

UnscoredLimited · 7
$15,80090,647 mi

Comparison: 7 similar vehicles

Copperas Cove, TX

2018 BMW 3 Series 320i

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

2018 BMW 3 Series 320i

Brownwood, TX

Fair PriceModerate · 33
$15,99560,957 mi

Market: $9,995 – $18,900

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Brownwood, TX

2016 Toyota Corolla S Premium

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

2016 Toyota Corolla S Premium

Gatesville, TX

UnscoredInsufficient · 0
$16,220141,066 mi

Gatesville, TX

2015 Toyota Corolla S Plus

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

2015 Toyota Corolla S Plus

Brownwood, TX

Fair PriceModerate · 21
$16,220116,481 mi

Market: $8,015 – $16,590

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Brownwood, TX

2018 Ford Taurus SEL

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

2018 Ford Taurus SEL

Copperas Cove, TX

Fair PriceModerate · 30
$16,99569,251 mi

Market: $5,495 – $17,595

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Copperas Cove, TX

2017 Volkswagen Passat SEL Premium

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

2017 Volkswagen Passat SEL Premium

Lampasas, TX

UnscoredLimited · 7
$17,50073,748 mi

Comparison: 7 similar vehicles

Lampasas, TX

2016 Mercedes-Benz C-Class C300

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

2016 Mercedes-Benz C-Class C300

Copperas Cove, TX

Fair PriceRobust · 62
$17,70081,576 mi

Market: $4,950 – $18,998

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 374 days listed (based on current market benchmarks)

Copperas Cove, TX

2016 Toyota Camry LE

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

2016 Toyota Camry LE

Gatesville, TX

OverpricedRobust · 80
$18,22098,740 mi

Market: $6,999 – $17,998

Comparison: 80 similar vehicles

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

Gatesville, TX

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Comanche, TX

Fair PriceRobust · 170
$18,71253,277 mi

Market: $16,138 – $28,894

Comparison: 170 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 263 days listed (based on current market benchmarks)

Comanche, TX

2017 Toyota Camry XLE

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

2017 Toyota Camry XLE

Comanche, TX

UnscoredLimited · 9
$18,71597,046 mi

Comparison: 9 similar vehicles

Comanche, TX

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Copperas Cove, TX

UnscoredLimited · 7
$18,99585,411 mi

Comparison: 7 similar vehicles

Copperas Cove, TX

2019 Nissan Altima S

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

2019 Nissan Altima S

Brownwood, TX

OverpricedModerate · 27
$19,22080,971 mi

Market: $7,995 – $18,595

Comparison: 27 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Brownwood, 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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