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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

56 listings found

2005 Honda Civic LX-SE

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

2005 Honda Civic LX-SE

Cedar Park, TX

UnscoredInsufficient · 0
$4,995148,662 mi

Cedar Park, TX

2012 Honda Civic LX

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

2012 Honda Civic LX

Leander, TX

UnscoredInsufficient · 4
$9,000141,579 mi

Comparison: 4 similar vehicles

Leander, TX

2015 Honda Accord EX-L V-6

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

2015 Honda Accord EX-L V-6

Austin, TX

UnscoredLimited · 9
$12,490124,691 mi

Comparison: 9 similar vehicles

Austin, TX

2017 Subaru BRZ Premium

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

2017 Subaru BRZ Premium

Austin, TX

UnscoredInsufficient · 0
$14,873135,230 mi

Austin, TX

2018 Mercedes-Benz C-Class Coupe C300

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

2018 Mercedes-Benz C-Class Coupe C300

Cedar Park, TX

Fair PriceModerate · 20
$16,75092,723 mi

Market: $14,990 – $22,998

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 243 days listed (based on current market benchmarks)

Cedar Park, TX

2018 Audi A5 Coupe Premium Plus

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

2018 Audi A5 Coupe Premium Plus

Marble Falls, TX

Fair PriceModerate · 29
$17,10097,799 mi

Market: $9,950 – $20,998

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Marble Falls, TX

2018 Honda Civic LX

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

2018 Honda Civic LX

Leander, TX

UnscoredLimited · 7
$17,49070,275 mi

Comparison: 7 similar vehicles

Leander, 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

Lampasas, TX

Fair PriceModerate · 43
$17,98288,645 mi

Market: $10,999 – $24,990

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 369 days listed (based on current market benchmarks)

Lampasas, TX

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Marble Falls, TX

UnscoredInsufficient · 0
$22,22020,608 mi

Marble Falls, TX

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Lampasas, TX

Fair PriceModerate · 40
$24,90041,428 mi

Market: $18,649 – $25,881

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 447 days listed (based on current market benchmarks)

Lampasas, TX

2001 Chevrolet Corvette Base

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

2001 Chevrolet Corvette Base

Liberty Hill, TX

UnscoredInsufficient · 0
$25,90055,979 mi

Liberty Hill, TX

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Cedar Park, TX

Fair PriceModerate · 24
$26,49558,797 mi

Market: $23,499 – $31,079

Comparison: 24 similar vehicles

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

Cedar Park, TX

2020 Toyota 86 Hakone Edition

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

2020 Toyota 86 Hakone Edition

Leander, TX

UnscoredInsufficient · 0
$26,71644,795 mi

Leander, TX

2021 Ford Mustang GT

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

2021 Ford Mustang GT

Marble Falls, TX

UnscoredLimited · 5
$30,19056,304 mi

Comparison: 5 similar vehicles

Marble Falls, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Leander, TX

Fair PriceLimited · 14
$30,22413,920 mi

Market: $28,222 – $34,970

Comparison: 14 similar vehicles

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

Leander, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Marble Falls, TX

Fair PriceLimited · 19
$31,600629 mi

Market: $25,999 – $38,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Marble Falls, TX

2024 Ford Mustang EcoBoost Premium

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

2024 Ford Mustang EcoBoost Premium

Lampasas, TX

UnscoredInsufficient · 0
$32,0224,967 mi

Lampasas, TX

2027 Toyota GR86 Base

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

2027 Toyota GR86 Base

Leander, TX

UnscoredLimited · 9
$35,206Mileage not verified

Comparison: 9 similar vehicles

Leander, TX

2027 Toyota GR86 Base

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

2027 Toyota GR86 Base

Leander, TX

UnscoredLimited · 9
$35,206Mileage not verified

Comparison: 9 similar vehicles

Leander, TX

2023 Toyota GR86 10th Anniversary Edition

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

2023 Toyota GR86 10th Anniversary Edition

Austin, TX

UnscoredInsufficient · 0
$35,22419,603 mi

Austin, TX

2017 BMW M2 Coupe Base

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

2017 BMW M2 Coupe Base

Austin, TX

UnscoredInsufficient · 0
$35,87563,271 mi

Austin, TX

2015 Dodge Challenger SRT

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

2015 Dodge Challenger SRT

Burnet, TX

UnscoredInsufficient · 4
$35,98870,001 mi

Comparison: 4 similar vehicles

Burnet, TX

2026 Toyota GR86 Premium

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

2026 Toyota GR86 Premium

Leander, TX

UnscoredLimited · 5
$37,132Mileage not verified

Comparison: 5 similar vehicles

Leander, TX

2021 Chevrolet Camaro LT1

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

2021 Chevrolet Camaro LT1

Leander, TX

UnscoredInsufficient · 4
$37,21624,036 mi

Comparison: 4 similar vehicles

Leander, TX

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Leander, TX

UnscoredLimited · 7
$37,906Mileage not verified

Comparison: 7 similar vehicles

Leander, TX

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Leander, TX

UnscoredLimited · 7
$38,381Mileage not verified

Comparison: 7 similar vehicles

Leander, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Marble Falls, TX

UnscoredLimited · 5
$38,608Mileage not verified

Comparison: 5 similar vehicles

Marble Falls, TX

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Leander, TX

Fair PriceRobust · 138
$40,690Mileage not verified

Market: $40,105 – $42,575

Comparison: 138 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Leander, TX

2023 Toyota Supra Base

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

2023 Toyota Supra Base

Austin, TX

UnscoredInsufficient · 0
$42,22050,707 mi

Austin, TX

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Leander, TX

Fair PriceRobust · 138
$42,275Mileage not verified

Market: $40,105 – $42,575

Comparison: 138 similar vehicles

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

Leander, TX

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Leander, TX

Fair PriceRobust · 138
$42,275Mileage not verified

Market: $40,105 – $42,575

Comparison: 138 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Leander, TX

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Leander, TX

UnscoredLimited · 7
$42,426Mileage not verified

Comparison: 7 similar vehicles

Leander, TX

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Leander, TX

Fair PriceRobust · 138
$42,575Mileage not verified

Market: $40,105 – $42,575

Comparison: 138 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Leander, TX

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Leander, TX

Fair PriceRobust · 138
$42,575Mileage not verified

Market: $40,105 – $42,575

Comparison: 138 similar vehicles

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

Leander, TX

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Leander, TX

Fair PriceRobust · 138
$42,575Mileage not verified

Market: $40,105 – $42,575

Comparison: 138 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Leander, TX

2024 Nissan Z Performance

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

2024 Nissan Z Performance

Austin, TX

UnscoredLimited · 6
$42,98911,672 mi

Comparison: 6 similar vehicles

Austin, TX

2023 BMW 4 Series M440i

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

2023 BMW 4 Series M440i

Leander, TX

UnscoredInsufficient · 4
$42,99955,376 mi

Comparison: 4 similar vehicles

Leander, TX

2007 Porsche Cayman S

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

2007 Porsche Cayman S

Austin, TX

UnscoredInsufficient · 0
$43,27839,000 mi

Austin, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Lampasas, TX

UnscoredLimited · 7
$44,286Mileage not verified

Comparison: 7 similar vehicles

Lampasas, TX

2006 Porsche 911 Carrera

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

2006 Porsche 911 Carrera

Austin, TX

UnscoredInsufficient · 0
$54,68049,500 mi

Austin, TX

2019 Chevrolet Corvette 2LT

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

2019 Chevrolet Corvette 2LT

Marble Falls, TX

UnscoredLimited · 8
$57,90019,291 mi

Comparison: 8 similar vehicles

Marble Falls, TX

2020 Chevrolet Corvette 1LT

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

2020 Chevrolet Corvette 1LT

Fredericksburg, TX

UnscoredInsufficient · 0
$59,12514,742 mi

Fredericksburg, TX

2026 Ford Mustang GT Premium

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

2026 Ford Mustang GT Premium

Marble Falls, TX

Fair PriceRobust · 511
$59,250Mileage not verified

Market: $47,483 – $184,295

Comparison: 511 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Marble Falls, TX

2025 Ford Mustang GT Premium

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

2025 Ford Mustang GT Premium

Lampasas, TX

Fair PriceModerate · 35
$62,280Mileage not verified

Market: $51,315 – $97,147

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 407 days listed (based on current market benchmarks)

Lampasas, TX

2023 Chevrolet Corvette 1LT

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

2023 Chevrolet Corvette 1LT

Austin, TX

Great DealLimited · 10
$62,91412,053 mi

Market: $64,849 – $67,850

Comparison: 10 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 54 days listed (based on current market benchmarks)

Austin, TX

2008 Porsche 911 Carrera

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

2008 Porsche 911 Carrera

Austin, TX

UnscoredInsufficient · 0
$63,89032,696 mi

Austin, TX

2023 Chevrolet Corvette 1LT

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

2023 Chevrolet Corvette 1LT

Austin, TX

UnscoredLimited · 9
$64,84911,684 mi

Comparison: 9 similar vehicles

Austin, TX

2024 Toyota Supra Premium

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

2024 Toyota Supra Premium

Leander, TX

UnscoredInsufficient · 0
$65,7244,995 mi

Leander, TX

2022 Chevrolet Corvette 2LT

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

2022 Chevrolet Corvette 2LT

Austin, TX

Fair PriceLimited · 15
$66,0245,703 mi

Market: $63,689 – $69,696

Comparison: 15 similar vehicles

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

Austin, TX

2012 Porsche 911 Carrera S

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

2012 Porsche 911 Carrera S

Austin, TX

UnscoredInsufficient · 0
$88,77743,000 mi

Austin, 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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