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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

356 listings found

2020 Volkswagen Tiguan S

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

2020 Volkswagen Tiguan S

Hereford, TX

UnscoredInsufficient · 0
$9,975118,750 mi

Hereford, TX

2020 Volkswagen Passat R-Line

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

2020 Volkswagen Passat R-Line

Hereford, TX

UnscoredInsufficient · 0
$12,220111,064 mi

Hereford, TX

2020 Buick Envision Essence

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

2020 Buick Envision Essence

Hereford, TX

UnscoredInsufficient · 0
$15,491102,502 mi

Hereford, TX

2021 GMC Terrain SLE

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

2021 GMC Terrain SLE

Hereford, TX

UnscoredInsufficient · 0
$17,94068,225 mi

Hereford, TX

2017 RAM 3500 Pickup Tradesman

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

2017 RAM 3500 Pickup Tradesman

Hereford, TX

UnscoredInsufficient · 0
$18,216113,596 mi

Hereford, TX

2000 Chevrolet Corvette Base

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

2000 Chevrolet Corvette Base

Hereford, TX

UnscoredInsufficient · 0
$19,08058,902 mi

Hereford, TX

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Hereford, TX

Fair PriceLimited · 13
$19,21668,299 mi

Market: $18,725 – $20,224

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Hereford, TX

2023 Kia Forte GT-Line

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

2023 Kia Forte GT-Line

Hereford, TX

UnscoredInsufficient · 3
$19,21644,794 mi

Comparison: 3 similar vehicles

Hereford, TX

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Hereford, TX

Fair PriceLimited · 17
$19,22052,362 mi

Market: $18,919 – $24,224

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Hereford, TX

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Hereford, TX

Fair PriceLimited · 15
$20,21655,663 mi

Market: $18,702 – $23,210

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Hereford, TX

2023 Chevrolet TrailBlazer LT

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

2023 Chevrolet TrailBlazer LT

Hereford, TX

Unscored
$20,29855,461 mi

Comparison: 8 similar vehicles

Hereford, TX

2020 Chevrolet Blazer RS

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

2020 Chevrolet Blazer RS

Hereford, TX

UnscoredInsufficient · 0
$20,54498,057 mi

Hereford, TX

2024 Nissan Rogue S

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

2024 Nissan Rogue S

Hereford, TX

Unscored
$20,73658,126 mi

Comparison: 7 similar vehicles

Hereford, TX

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Hereford, TX

Fair PriceLimited · 10
$21,30642,019 mi

Market: $20,220 – $22,045

Comparison: 10 similar vehicles

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

Hereford, TX

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Hereford, TX

Unscored
$21,99839,052 mi

Comparison: 9 similar vehicles

Hereford, TX

2023 Chrysler Pacifica Touring L

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

2023 Chrysler Pacifica Touring L

Hereford, TX

Fair PriceLimited · 19
$22,21667,060 mi

Market: $19,232 – $24,055

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Hereford, TX

2021 Toyota Corolla Nightshade

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

2021 Toyota Corolla Nightshade

Hereford, TX

UnscoredInsufficient · 0
$22,22448,578 mi

Hereford, TX

2022 Nissan Pathfinder SL

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

2022 Nissan Pathfinder SL

Hereford, TX

Fair PriceLimited · 11
$23,30576,510 mi

Market: $18,998 – $24,979

Comparison: 11 similar vehicles

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

Hereford, TX

2025 Chrysler Pacifica Select

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

2025 Chrysler Pacifica Select

Hereford, TX

Unscored
$23,72560,960 mi

Comparison: 7 similar vehicles

Hereford, TX

2023 Chevrolet Equinox LT

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

2023 Chevrolet Equinox LT

Hereford, TX

UnscoredInsufficient · 0
$24,21226,230 mi

Hereford, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Hereford, TX

Fair PriceRobust · 52
$25,090Mileage not verified

Market: $23,224 – $28,005

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Hereford, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Hereford, TX

Fair PriceRobust · 52
$25,090Mileage not verified

Market: $23,224 – $28,005

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Hereford, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Hereford, TX

Fair PriceRobust · 52
$25,090Mileage not verified

Market: $23,224 – $28,005

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Hereford, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Hereford, TX

Fair PriceRobust · 52
$25,090Mileage not verified

Market: $23,224 – $28,005

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Hereford, TX

2026 Chevrolet Trailblazer LS

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

2026 Chevrolet Trailblazer LS

Hereford, TX

Unscored
$26,325Mileage not verified

Comparison: 7 similar vehicles

Hereford, TX

2025 Ford Maverick XL

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

2025 Ford Maverick XL

Hereford, TX

UnscoredInsufficient · 0
$26,55514,971 mi

Hereford, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Hereford, TX

Fair PriceRobust · 52
$26,620211 mi

Market: $23,224 – $28,005

Comparison: 52 similar vehicles

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

Hereford, TX

2023 Kia Sorento SX

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

2023 Kia Sorento SX

Hereford, TX

UnscoredInsufficient · 3
$26,64060,329 mi

Comparison: 3 similar vehicles

Hereford, TX

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Hereford, TX

Fair PriceLimited · 12
$26,930Mileage not verified

Market: $25,995 – $30,040

Comparison: 12 similar vehicles

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

Hereford, TX

2026 Chevrolet Equinox LT

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

2026 Chevrolet Equinox LT

Hereford, TX

Unscored
$26,98234,161 mi

Comparison: 5 similar vehicles

Hereford, TX

2026 Chevrolet Trax Activ

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

2026 Chevrolet Trax Activ

Hereford, TX

Fair PriceModerate · 23
$27,790Mileage not verified

Market: $24,224 – $28,950

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Hereford, TX

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

Hereford, TX

UnscoredInsufficient · 0
$27,83658,093 mi

Hereford, TX

2021 Jeep Wrangler Unlimited Willys

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

2021 Jeep Wrangler Unlimited Willys

Hereford, TX

UnscoredInsufficient · 0
$28,01744,163 mi

Hereford, TX

2020 GMC Sierra 1500 AT4

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

2020 GMC Sierra 1500 AT4

Hereford, TX

Unscored
$28,175127,686 mi

Comparison: 9 similar vehicles

Hereford, TX

2025 Kia Sportage X-Line

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

2025 Kia Sportage X-Line

Hereford, TX

UnscoredInsufficient · 0
$28,57527,106 mi

Hereford, TX

2021 Chevrolet Silverado 1500 Custom

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

2021 Chevrolet Silverado 1500 Custom

Hereford, TX

Unscored
$28,597121,809 mi

Comparison: 7 similar vehicles

Hereford, TX

2024 Jeep Wrangler 4-Door Sport S

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

2024 Jeep Wrangler 4-Door Sport S

Hereford, TX

UnscoredInsufficient · 0
$28,60843,943 mi

Hereford, TX

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Hereford, TX

UnscoredInsufficient · 4
$28,68230,390 mi

Comparison: 4 similar vehicles

Hereford, TX

2019 GMC Yukon XL Denali

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

2019 GMC Yukon XL Denali

Hereford, TX

UnscoredInsufficient · 4
$28,789120,591 mi

Comparison: 4 similar vehicles

Hereford, TX

2024 Ford Mustang EcoBoost

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

2024 Ford Mustang EcoBoost

Hereford, TX

UnscoredInsufficient · 0
$29,71718,581 mi

Hereford, TX

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Hereford, TX

Fair PriceLimited · 10
$30,130Mileage not verified

Market: $27,480 – $33,220

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Hereford, TX

2024 Kia Telluride S

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

2024 Kia Telluride S

Hereford, TX

UnscoredInsufficient · 0
$30,21772,076 mi

Hereford, TX

2019 Ford F-350 Super Duty Chassis Cab XL

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

2019 Ford F-350 Super Duty Chassis Cab XL

Hereford, TX

UnscoredInsufficient · 0
$30,374162,381 mi

Hereford, TX

2026 Chevrolet Trailblazer RS

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

2026 Chevrolet Trailblazer RS

Hereford, TX

Fair PriceLimited · 16
$30,680Mileage not verified

Market: $25,995 – $36,130

Comparison: 16 similar vehicles

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

Hereford, TX

2025 Toyota Camry XSE

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

2025 Toyota Camry XSE

Hereford, TX

Unscored
$32,01743,018 mi

Comparison: 7 similar vehicles

Hereford, TX

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Hereford, TX

Fair PriceLimited · 18
$32,485Mileage not verified

Market: $29,830 – $40,750

Comparison: 18 similar vehicles

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

Hereford, TX

2025 Kia Telluride LX

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

2025 Kia Telluride LX

Hereford, TX

UnscoredInsufficient · 0
$32,88622,163 mi

Hereford, TX

2025 Nissan Pathfinder SL

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

2025 Nissan Pathfinder SL

Hereford, TX

UnscoredInsufficient · 0
$33,0138,655 mi

Hereford, TX

2021 GMC Sierra 1500 AT4

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

2021 GMC Sierra 1500 AT4

Hereford, TX

UnscoredInsufficient · 4
$33,216121,000 mi

Comparison: 4 similar vehicles

Hereford, TX

2015 Chevrolet Silverado 3500HD LTZ

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

2015 Chevrolet Silverado 3500HD LTZ

Hereford, TX

UnscoredInsufficient · 0
$33,22090,336 mi

Hereford, 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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