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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

148 listings found

1999 Ford Mustang Base

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

1999 Ford Mustang Base

Kyle, TX

Salvage title
$4,999111,759 mi

Kyle, TX

2016 Kia Forte Koup EX

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

2016 Kia Forte Koup EX

Luling, TX

UnscoredInsufficient · 0
$5,225124,532 mi

Luling, TX

2008 Honda Civic EX

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

2008 Honda Civic EX

New Braunfels, TX

UnscoredInsufficient · 3
$6,995Mileage not verified

Comparison: 3 similar vehicles

New Braunfels, TX

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Buda, TX

UnscoredInsufficient · 3
$10,99979,310 mi

Comparison: 3 similar vehicles

Buda, TX

2012 Chevrolet Camaro 2LT

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

2012 Chevrolet Camaro 2LT

Kyle, TX

Fair PriceLimited · 10
$12,89981,695 mi

Market: $6,995 – $13,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Kyle, TX

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Buda, TX

UnscoredLimited · 9
$12,970110,375 mi

Comparison: 9 similar vehicles

Buda, TX

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Buda, TX

Fair PriceModerate · 22
$12,995108,095 mi

Market: $11,724 – $18,990

Comparison: 22 similar vehicles

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

Buda, TX

2014 BMW 2 Series 228i

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

2014 BMW 2 Series 228i

Austin, TX

UnscoredInsufficient · 0
$12,99680,002 mi

Austin, TX

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

San Marcos, TX

Fair PriceModerate · 35
$13,610119,560 mi

Market: $10,495 – $23,648

Comparison: 35 similar vehicles

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

San Marcos, TX

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Buda, TX

Fair PriceRobust · 51
$13,78887,723 mi

Market: $10,995 – $17,950

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Buda, TX

2017 Honda Civic EX-L

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

2017 Honda Civic EX-L

Austin, TX

UnscoredLimited · 8
$13,900119,410 mi

Comparison: 8 similar vehicles

Austin, TX

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Gonzales, TX

UnscoredInsufficient · 3
$14,500105,876 mi

Comparison: 3 similar vehicles

Gonzales, TX

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Austin, TX

UnscoredLimited · 6
$14,795106,415 mi

Comparison: 6 similar vehicles

Austin, TX

2016 Honda Accord EX-L V-6

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

2016 Honda Accord EX-L V-6

Austin, TX

UnscoredModerate · 20
$14,995126,920 mi

Comparison: 20 similar vehicles

Austin, TX

2001 Ford Mustang GT

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

2001 Ford Mustang GT

Austin, TX

UnscoredInsufficient · 4
$15,000100,140 mi

Comparison: 4 similar vehicles

Austin, TX

1998 Mitsubishi 3000 GT Base

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

1998 Mitsubishi 3000 GT Base

Seguin, TX

UnscoredInsufficient · 0
$16,95086,845 mi

Seguin, TX

2017 Chevrolet Camaro 2LT

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

2017 Chevrolet Camaro 2LT

Buda, TX

UnscoredLimited · 7
$16,99580,258 mi

Comparison: 7 similar vehicles

Buda, TX

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Buda, TX

Fair PriceRobust · 56
$16,995107,497 mi

Market: $10,900 – $20,900

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1189 days listed (based on current market benchmarks)

Buda, TX

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Del Valle, TX

UnscoredInsufficient · 0
$17,90052,170 mi

Del Valle, TX

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Seguin, TX

UnscoredLimited · 6
$17,95089,080 mi

Comparison: 6 similar vehicles

Seguin, TX

2019 Dodge Challenger GT

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

2019 Dodge Challenger GT

Seguin, TX

UnscoredInsufficient · 3
$17,99598,559 mi

Comparison: 3 similar vehicles

Seguin, TX

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Buda, TX

OverpricedLimited · 12
$17,99565,369 mi

Market: $9,450 – $17,417

Comparison: 12 similar vehicles

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

Buda, TX

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

La Grange, TX

Fair PriceModerate · 31
$18,99584,926 mi

Market: $12,997 – $28,224

Comparison: 31 similar vehicles

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

La Grange, TX

2020 Ford Mustang EcoBoost Premium

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

2020 Ford Mustang EcoBoost Premium

Bastrop, TX

Fair PriceModerate · 28
$19,41793,204 mi

Market: $10,999 – $24,990

Comparison: 28 similar vehicles

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

Bastrop, TX

2000 Chevrolet Camaro Z28

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

2000 Chevrolet Camaro Z28

New Braunfels, TX

UnscoredInsufficient · 0
$19,95096,262 mi

New Braunfels, TX

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

New Braunfels, TX

Fair PriceLimited · 10
$21,00270,411 mi

Market: $18,695 – $30,453

Comparison: 10 similar vehicles

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

New Braunfels, TX

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Buda, TX

UnscoredLimited · 7
$21,39552,218 mi

Comparison: 7 similar vehicles

Buda, TX

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Lockhart, TX

UnscoredInsufficient · 3
$21,50082,001 mi

Comparison: 3 similar vehicles

Lockhart, TX

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Weimar, TX

UnscoredInsufficient · 4
$21,71843,736 mi

Comparison: 4 similar vehicles

Weimar, TX

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Gonzales, TX

Fair PriceModerate · 31
$21,90073,724 mi

Market: $7,900 – $26,995

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 320 days listed (based on current market benchmarks)

Gonzales, TX

2020 Ford Mustang EcoBoost Premium

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

2020 Ford Mustang EcoBoost Premium

Seguin, TX

UnscoredInsufficient · 0
$22,44458,011 mi

Seguin, TX

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Gonzales, TX

UnscoredInsufficient · 0
$22,95043,517 mi

Gonzales, TX

2022 Ford Mustang EcoBoost

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

2022 Ford Mustang EcoBoost

San Marcos, TX

UnscoredInsufficient · 0
$24,91341,911 mi

San Marcos, TX

2021 Ford Mustang EcoBoost Premium

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

2021 Ford Mustang EcoBoost Premium

Buda, TX

OverpricedLimited · 17
$24,99786,767 mi

Market: $14,995 – $22,495

Comparison: 17 similar vehicles

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

Buda, TX

2021 Dodge Challenger R/T

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

2021 Dodge Challenger R/T

Kyle, TX

Fair PriceModerate · 24
$24,999107,605 mi

Market: $20,230 – $39,995

Comparison: 24 similar vehicles

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

Kyle, TX

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Seguin, TX

UnscoredInsufficient · 3
$25,40665,725 mi

Comparison: 3 similar vehicles

Seguin, TX

2016 Lexus RC 300

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

2016 Lexus RC 300

Buda, TX

UnscoredInsufficient · 0
$25,99593,584 mi

Buda, TX

2008 Dodge Challenger SRT8

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

2008 Dodge Challenger SRT8

Buda, TX

UnscoredInsufficient · 0
$26,99524,118 mi

Buda, TX

2024 Subaru BRZ Limited

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

2024 Subaru BRZ Limited

San Marcos, TX

UnscoredInsufficient · 0
$27,43427,975 mi

San Marcos, TX

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

Buda, TX

OverpricedLimited · 10
$27,80063,323 mi

Market: $22,643 – $22,868

Comparison: 10 similar vehicles

Priced ~22% above the typical market range for similar vehicles (based on current market benchmarks)

Buda, TX

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Bastrop, TX

OverpricedModerate · 27
$27,90022,082 mi

Market: $23,871 – $27,223

Comparison: 27 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Bastrop, TX

2023 Toyota GR86 Premium

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

2023 Toyota GR86 Premium

New Braunfels, TX

UnscoredInsufficient · 4
$28,71536,574 mi

Comparison: 4 similar vehicles

New Braunfels, TX

2008 Porsche Cayman Base

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

2008 Porsche Cayman Base

Austin, TX

UnscoredInsufficient · 0
$28,99553,940 mi

Austin, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

San Marcos, TX

Fair PriceRobust · 80
$29,100Mileage not verified

Market: $29,312 – $41,128

Comparison: 80 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 70 days listed (based on current market benchmarks)

San Marcos, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

San Marcos, TX

Fair PriceRobust · 80
$29,3123,000 mi

Market: $29,100 – $41,128

Comparison: 80 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 132 days listed (based on current market benchmarks)

San Marcos, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

New Braunfels, TX

Fair PriceRobust · 213
$29,7623,000 mi

Market: $29,100 – $41,128

Comparison: 213 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

New Braunfels, TX

2022 Mazda MX-5 Miata RF Grand Touring

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

2022 Mazda MX-5 Miata RF Grand Touring

Bastrop, TX

Fair PriceLimited · 11
$29,85418,367 mi

Market: $28,811 – $30,522

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Bastrop, TX

2019 Ford Mustang GT

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

2019 Ford Mustang GT

Buda, TX

UnscoredInsufficient · 4
$29,99551,755 mi

Comparison: 4 similar vehicles

Buda, TX

2025 Ford Mustang EcoBoost

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

2025 Ford Mustang EcoBoost

San Marcos, TX

Fair PriceModerate · 31
$30,0066,012 mi

Market: $24,999 – $38,000

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

San Marcos, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

San Marcos, TX

Fair PriceRobust · 80
$30,181Mileage not verified

Market: $29,100 – $41,128

Comparison: 80 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

San Marcos, 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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