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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 20, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

195 listings found

2013 Honda Civic LX

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

2013 Honda Civic LX

Schulenburg, TX

UnscoredModerate · 49
$3,780Mileage not verified

Comparison: 49 similar vehicles

Schulenburg, TX

No Photo

2010 Lexus ES 350

Bellville, TX

UnscoredLimited · 15
$5,995261,819 mi

Comparison: 15 similar vehicles

Bellville, TX

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Dale, TX

UnscoredInsufficient · 3
$6,80089,500 mi

Comparison: 3 similar vehicles

Dale, TX

2016 Chevrolet Sonic LT

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

2016 Chevrolet Sonic LT

Gonzales, TX

Fair PriceLimited · 13
$6,950106,060 mi

Market: $2,299 – $14,635

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Gonzales, TX

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Gonzales, TX

UnscoredModerate · 22
$6,950165,469 mi

Comparison: 22 similar vehicles

Gonzales, TX

2016 Nissan Versa Sedan S Plus

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

2016 Nissan Versa Sedan S Plus

Gonzales, TX

UnscoredInsufficient · 3
$6,995119,201 mi

Comparison: 3 similar vehicles

Gonzales, TX

No Photo

2010 Ford Fusion SE

Bellville, TX

UnscoredLimited · 7
$6,995Mileage not verified

Comparison: 7 similar vehicles

Bellville, TX

2016 Ford Focus SE

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

2016 Ford Focus SE

Bastrop, TX

Fair PriceModerate · 36
$7,17597,988 mi

Market: $2,950 – $14,995

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Bastrop, TX

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Cedar Creek, TX

UnscoredLimited · 12
$7,500132,077 mi

Comparison: 12 similar vehicles

Cedar Creek, TX

2004 Mercedes-Benz C-Class C320 Sport

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

2004 Mercedes-Benz C-Class C320 Sport

Bellville, TX

UnscoredInsufficient · 0
$7,995Mileage not verified

Bellville, TX

2018 Nissan Sentra S

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

2018 Nissan Sentra S

Gonzales, TX

Fair PriceModerate · 23
$8,45094,101 mi

Market: $5,259 – $21,492

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Gonzales, TX

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Dale, TX

UnscoredLimited · 8
$8,80091,626 mi

Comparison: 8 similar vehicles

Dale, TX

2015 Dodge Charger SE

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

2015 Dodge Charger SE

Cedar Creek, TX

UnscoredModerate · 23
$8,900222,293 mi

Comparison: 23 similar vehicles

Cedar Creek, TX

2014 Nissan Maxima SV

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

2014 Nissan Maxima SV

Bastrop, TX

Fair PriceLimited · 12
$9,00199,436 mi

Market: $4,995 – $12,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Bastrop, TX

2018 Ford Focus SEL

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

2018 Ford Focus SEL

Bastrop, TX

UnscoredInsufficient · 3
$9,17577,582 mi

Comparison: 3 similar vehicles

Bastrop, TX

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Dale, TX

UnscoredLimited · 9
$9,500125,720 mi

Comparison: 9 similar vehicles

Dale, 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

Lockhart, TX

Fair PriceLimited · 13
$9,990Mileage not verified

Market: $3,000 – $12,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Lockhart, TX

2007 Jaguar X-Type Base

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

2007 Jaguar X-Type Base

Ledbetter, TX

UnscoredInsufficient · 0
$9,99564,780 mi

Ledbetter, TX

2018 Nissan Altima S

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

2018 Nissan Altima S

Cedar Creek, TX

UnscoredModerate · 29
$10,800170,147 mi

Comparison: 29 similar vehicles

Cedar Creek, TX

2016 Hyundai Elantra Value Edition

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

2016 Hyundai Elantra Value Edition

Brenham, TX

Fair PriceModerate · 21
$10,895115,565 mi

Market: $7,499 – $14,495

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Brenham, TX

2019 Kia Optima LX

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

2019 Kia Optima LX

Dale, TX

UnscoredInsufficient · 3
$10,900108,179 mi

Comparison: 3 similar vehicles

Dale, TX

2014 Kia Optima EX

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

2014 Kia Optima EX

Lockhart, TX

UnscoredLimited · 6
$10,990151,354 mi

Comparison: 6 similar vehicles

Lockhart, TX

2021 Nissan Sentra SV

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

2021 Nissan Sentra SV

Lockhart, TX

UnscoredLimited · 5
$10,99975,139 mi

Comparison: 5 similar vehicles

Lockhart, TX

2015 Nissan Altima S

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

2015 Nissan Altima S

Cedar Creek, TX

OverpricedLimited · 11
$11,200174,515 mi

Market: $5,995 – $10,059

Comparison: 11 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Cedar Creek, TX

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Gonzales, TX

Fair PriceRobust · 81
$11,500113,849 mi

Market: $5,500 – $18,995

Comparison: 81 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 237 days listed (based on current market benchmarks)

Gonzales, TX

2017 Volkswagen Jetta SE

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

2017 Volkswagen Jetta SE

Sealy, TX

UnscoredLimited · 6
$11,720102,597 mi

Comparison: 6 similar vehicles

Sealy, TX

2020 Nissan Versa Sedan SV

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

2020 Nissan Versa Sedan SV

Cedar Creek, TX

UnscoredLimited · 19
$12,000130,882 mi

Comparison: 19 similar vehicles

Cedar Creek, TX

2015 Nissan Altima SV

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

2015 Nissan Altima SV

Cedar Creek, TX

UnscoredLimited · 19
$12,200136,922 mi

Comparison: 19 similar vehicles

Cedar Creek, TX

2015 Toyota Camry SE

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

2015 Toyota Camry SE

Brenham, TX

UnscoredModerate · 35
$12,395134,654 mi

Comparison: 35 similar vehicles

Brenham, TX

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Bastrop, TX

Fair PriceRobust · 53
$12,91797,906 mi

Market: $4,995 – $18,675

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Bastrop, TX

2017 Chevrolet Impala 1FL

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

2017 Chevrolet Impala 1FL

Gonzales, TX

UnscoredInsufficient · 0
$13,500112,225 mi

Gonzales, TX

2013 Toyota Avalon XLE

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

2013 Toyota Avalon XLE

Brenham, TX

UnscoredInsufficient · 4
$13,685116,650 mi

Comparison: 4 similar vehicles

Brenham, TX

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Lockhart, TX

Fair PriceModerate · 33
$13,99077,531 mi

Market: $5,400 – $15,195

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Lockhart, TX

2018 Toyota Yaris iA Base

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

2018 Toyota Yaris iA Base

Lockhart, TX

UnscoredLimited · 8
$13,99082,000 mi

Comparison: 8 similar vehicles

Lockhart, TX

2014 Toyota Corolla S Plus

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

2014 Toyota Corolla S Plus

Lockhart, TX

Fair PriceLimited · 14
$13,990110,000 mi

Market: $6,000 – $16,725

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Lockhart, TX

2017 Subaru WRX Limited

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

2017 Subaru WRX Limited

Bastrop, TX

UnscoredInsufficient · 0
$14,050118,152 mi

Bastrop, TX

2019 Dodge Charger SXT

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

2019 Dodge Charger SXT

Lockhart, TX

UnscoredLimited · 5
$14,216110,689 mi

Comparison: 5 similar vehicles

Lockhart, TX

2020 Toyota Corolla LE

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

2020 Toyota Corolla LE

Bastrop, TX

UnscoredModerate · 28
$14,220125,883 mi

Comparison: 28 similar vehicles

Bastrop, TX

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Bastrop, TX

Fair PriceLimited · 13
$14,716103,193 mi

Market: $11,950 – $16,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Bastrop, TX

2015 Cadillac CTS Sedan Luxury Collection

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

2015 Cadillac CTS Sedan Luxury Collection

Hallettsville, TX

UnscoredLimited · 9
$14,72591,639 mi

Comparison: 9 similar vehicles

Hallettsville, TX

2009 Mercedes-Benz S-Class S550

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

2009 Mercedes-Benz S-Class S550

Ledbetter, TX

UnscoredInsufficient · 4
$14,90065,375 mi

Comparison: 4 similar vehicles

Ledbetter, TX

2019 Nissan Altima SL

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

2019 Nissan Altima SL

Cedar Creek, TX

UnscoredInsufficient · 3
$15,100174,941 mi

Comparison: 3 similar vehicles

Cedar Creek, TX

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Brenham, TX

UnscoredInsufficient · 0
$15,81848,535 mi

Brenham, TX

2018 Honda Accord Sport

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

2018 Honda Accord Sport

Bastrop, TX

UnscoredLimited · 11
$15,916135,955 mi

Comparison: 11 similar vehicles

Bastrop, TX

2021 Toyota Corolla LE

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

2021 Toyota Corolla LE

Columbus, TX

Fair PriceRobust · 151
$15,92894,609 mi

Market: $9,999 – $26,145

Comparison: 151 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Columbus, TX

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Bastrop, TX

UnscoredInsufficient · 3
$15,94758,280 mi

Comparison: 3 similar vehicles

Bastrop, TX

2015 Cadillac CTS Sedan Luxury Collection

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

2015 Cadillac CTS Sedan Luxury Collection

Hallettsville, TX

UnscoredLimited · 9
$16,21671,141 mi

Comparison: 9 similar vehicles

Hallettsville, TX

2021 Dodge Charger SXT

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

2021 Dodge Charger SXT

Cedar Creek, TX

UnscoredLimited · 5
$16,500136,975 mi

Comparison: 5 similar vehicles

Cedar Creek, TX

2018 Honda Accord Sport

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

2018 Honda Accord Sport

Cedar Creek, TX

UnscoredLimited · 16
$16,700156,675 mi

Comparison: 16 similar vehicles

Cedar Creek, TX

2022 Hyundai Elantra SEL

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

2022 Hyundai Elantra SEL

Bastrop, TX

UnscoredLimited · 9
$16,79851,369 mi

Comparison: 9 similar vehicles

Bastrop, 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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