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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 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

72 listings found

2022 Chevrolet Bolt EV LT

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

2022 Chevrolet Bolt EV LT

Marlin, TX

UnscoredInsufficient · 0
$15,72489,347 mi

Marlin, TX

2018 Tesla Model X 75D

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

2018 Tesla Model X 75D

Huntsville, TX

Fair PriceLimited · 12
$22,641102,160 mi

Market: $19,995 – $29,216

Comparison: 12 similar vehicles

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

Huntsville, TX

2025 Chevrolet Equinox EV LT

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

2025 Chevrolet Equinox EV LT

Marlin, TX

UnscoredLimited · 8
$24,62415,923 mi

Comparison: 8 similar vehicles

Marlin, TX

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Madisonville, TX

Fair PriceModerate · 26
$25,09119,831 mi

Market: $23,210 – $28,200

Comparison: 26 similar vehicles

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

Madisonville, TX

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Marlin, TX

Fair PriceRobust · 100
$25,12421,262 mi

Market: $23,911 – $25,998

Comparison: 100 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Marlin, TX

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Madisonville, TX

UnscoredInsufficient · 3
$25,31222,662 mi

Comparison: 3 similar vehicles

Madisonville, TX

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Madisonville, TX

UnscoredInsufficient · 3
$25,43223,035 mi

Comparison: 3 similar vehicles

Madisonville, TX

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Bryan, TX

UnscoredInsufficient · 0
$26,5066,577 mi

Bryan, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Rockdale, TX

UnscoredLimited · 7
$26,9955,020 mi

Comparison: 7 similar vehicles

Rockdale, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Marlin, TX

Fair PriceRobust · 389
$28,145Mileage not verified

Market: $23,033 – $37,417

Comparison: 389 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Marlin, TX

2024 Chevrolet Blazer EV RS

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

2024 Chevrolet Blazer EV RS

Madisonville, TX

Fair PriceModerate · 24
$28,25720,088 mi

Market: $25,716 – $40,221

Comparison: 24 similar vehicles

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

Madisonville, TX

2024 Hyundai IONIQ 6 SEL

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

2024 Hyundai IONIQ 6 SEL

College Station, TX

OverpricedLimited · 14
$28,99826,773 mi

Market: $24,219 – $26,998

Comparison: 14 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

College Station, TX

2023 Tesla Model Y Long Range

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

2023 Tesla Model Y Long Range

Huntsville, TX

Fair PriceModerate · 31
$30,90756,843 mi

Market: $26,994 – $36,200

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Huntsville, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Bryan, TX

Fair PriceRobust · 376
$31,410Mileage not verified

Market: $23,033 – $37,417

Comparison: 376 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Bryan, TX

2023 Hyundai IONIQ 6 SE

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

2023 Hyundai IONIQ 6 SE

Brenham, TX

UnscoredInsufficient · 0
$31,825Mileage not verified

Brenham, TX

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Bryan, TX

UnscoredLimited · 5
$33,900Mileage not verified

Comparison: 5 similar vehicles

Bryan, TX

2027 Chevrolet Bolt RS

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

2027 Chevrolet Bolt RS

Caldwell, TX

UnscoredLimited · 9
$34,340Mileage not verified

Comparison: 9 similar vehicles

Caldwell, TX

2023 Cadillac LYRIQ Luxury

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

2023 Cadillac LYRIQ Luxury

Marlin, TX

UnscoredLimited · 6
$34,82420,165 mi

Comparison: 6 similar vehicles

Marlin, TX

2027 Chevrolet Bolt RS

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

2027 Chevrolet Bolt RS

Bryan, TX

Fair PriceRobust · 195
$35,464Mileage not verified

Market: $27,220 – $41,842

Comparison: 195 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Bryan, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Huntsville, TX

Fair PriceRobust · 332
$35,695Mileage not verified

Market: $24,871 – $37,417

Comparison: 332 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Huntsville, TX

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Bryan, TX

UnscoredLimited · 5
$35,900Mileage not verified

Comparison: 5 similar vehicles

Bryan, TX

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Bryan, TX

UnscoredLimited · 5
$35,900Mileage not verified

Comparison: 5 similar vehicles

Bryan, TX

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Bryan, TX

UnscoredLimited · 5
$36,000Mileage not verified

Comparison: 5 similar vehicles

Bryan, TX

2024 Cadillac LYRIQ Luxury 1

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

2024 Cadillac LYRIQ Luxury 1

Madisonville, TX

Fair PriceModerate · 31
$36,09523,956 mi

Market: $35,883 – $46,189

Comparison: 31 similar vehicles

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

Madisonville, TX

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Bryan, TX

Fair PriceRobust · 88
$37,885Mileage not verified

Market: $35,201 – $47,990

Comparison: 88 similar vehicles

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

Bryan, TX

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Bryan, TX

Fair PriceRobust · 88
$38,415Mileage not verified

Market: $35,201 – $47,990

Comparison: 88 similar vehicles

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

Bryan, TX

2026 Volkswagen ID.4 PRO

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

2026 Volkswagen ID.4 PRO

Bryan, TX

Fair PriceRobust · 61
$38,453Mileage not verified

Market: $37,770 – $50,297

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 245 days listed (based on current market benchmarks)

Bryan, TX

2026 Chevrolet Equinox EV 1LT

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

2026 Chevrolet Equinox EV 1LT

Bryan, TX

Fair PriceRobust · 62
$39,825Mileage not verified

Market: $31,020 – $43,129

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 166 days listed (based on current market benchmarks)

Bryan, TX

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Bryan, TX

UnscoredLimited · 7
$39,900Mileage not verified

Comparison: 7 similar vehicles

Bryan, TX

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Brenham, TX

Fair PriceModerate · 34
$40,184Mileage not verified

Market: $33,900 – $43,635

Comparison: 34 similar vehicles

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

Brenham, TX

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Bryan, TX

UnscoredLimited · 7
$40,500Mileage not verified

Comparison: 7 similar vehicles

Bryan, TX

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Bryan, TX

UnscoredLimited · 7
$40,500Mileage not verified

Comparison: 7 similar vehicles

Bryan, TX

2026 Ford Mustang Mach-E Select RWD

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

2026 Ford Mustang Mach-E Select RWD

College Station, TX

Fair PriceRobust · 227
$41,180Mileage not verified

Market: $33,622 – $50,335

Comparison: 227 similar vehicles

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

College Station, TX

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Bryan, TX

UnscoredInsufficient · 4
$42,118Mileage not verified

Comparison: 4 similar vehicles

Bryan, TX

2026 Ford Mustang Mach-E Select RWD

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

2026 Ford Mustang Mach-E Select RWD

College Station, TX

Fair PriceRobust · 227
$42,175Mileage not verified

Market: $33,622 – $50,335

Comparison: 227 similar vehicles

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

College Station, TX

2026 Ford Mustang Mach-E Select RWD

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

2026 Ford Mustang Mach-E Select RWD

College Station, TX

Fair PriceRobust · 227
$42,175Mileage not verified

Market: $33,622 – $50,335

Comparison: 227 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

College Station, TX

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Bryan, TX

UnscoredLimited · 7
$42,900Mileage not verified

Comparison: 7 similar vehicles

Bryan, TX

2027 Hyundai IONIQ 5 SEL

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

2027 Hyundai IONIQ 5 SEL

Brenham, TX

Fair PriceLimited · 14
$42,950Mileage not verified

Market: $43,345 – $47,045

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 57 days listed (based on current market benchmarks)

Brenham, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Bryan, TX

UnscoredInsufficient · 4
$43,000Mileage not verified

Comparison: 4 similar vehicles

Bryan, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Brenham, TX

Fair PriceModerate · 37
$46,515Mileage not verified

Market: $43,000 – $58,008

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 168 days listed (based on current market benchmarks)

Brenham, TX

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Bryan, TX

UnscoredLimited · 6
$47,688Mileage not verified

Comparison: 6 similar vehicles

Bryan, TX

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Bryan, TX

UnscoredLimited · 6
$47,688Mileage not verified

Comparison: 6 similar vehicles

Bryan, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Bryan, TX

UnscoredInsufficient · 3
$47,995Mileage not verified

Comparison: 3 similar vehicles

Bryan, TX

2024 Tesla Model 3 Performance

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

2024 Tesla Model 3 Performance

College Station, TX

UnscoredInsufficient · 0
$47,99820,619 mi

College Station, TX

2026 Ford Mustang Mach-E Premium RWD

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

2026 Ford Mustang Mach-E Premium RWD

Brenham, TX

UnscoredLimited · 6
$48,031107 mi

Comparison: 6 similar vehicles

Brenham, TX

2025 BMW i4 40

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

2025 BMW i4 40

College Station, TX

Fair PriceModerate · 29
$48,15310,535 mi

Market: $37,680 – $51,796

Comparison: 29 similar vehicles

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

College Station, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Bryan, TX

UnscoredInsufficient · 3
$50,423Mileage not verified

Comparison: 3 similar vehicles

Bryan, TX

2026 Ford Mustang Mach-E Premium RWD

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

2026 Ford Mustang Mach-E Premium RWD

College Station, TX

Fair PriceRobust · 242
$50,720Mileage not verified

Market: $38,115 – $57,210

Comparison: 242 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

College Station, TX

2027 Chevrolet Blazer EV LT

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

2027 Chevrolet Blazer EV LT

Huntsville, TX

Fair PriceModerate · 42
$50,740Mileage not verified

Market: $41,367 – $52,070

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Huntsville, TX

2026 Cadillac OPTIQ Sport

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

2026 Cadillac OPTIQ Sport

Huntsville, TX

UnscoredInsufficient · 4
$52,395Mileage not verified

Comparison: 4 similar vehicles

Huntsville, 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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