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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

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Monahans, TX

UnscoredInsufficient · 0
$12,891109,477 mi

Monahans, TX

2018 Nissan Rogue S

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

2018 Nissan Rogue S

Monahans, TX

UnscoredLimited · 6
$14,713106,403 mi

Comparison: 6 similar vehicles

Monahans, TX

2019 Chevrolet Traverse Premier

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

2019 Chevrolet Traverse Premier

Monahans, TX

UnscoredInsufficient · 4
$16,775109,574 mi

Comparison: 4 similar vehicles

Monahans, TX

2022 Ford Explorer Base

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

2022 Ford Explorer Base

Monahans, TX

UnscoredInsufficient · 0
$17,729100,051 mi

Monahans, TX

2019 Mazda CX-3 Sport

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

2019 Mazda CX-3 Sport

Monahans, TX

UnscoredInsufficient · 0
$17,77547,648 mi

Monahans, TX

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

Pecos, TX

UnscoredInsufficient · 0
$17,80073,104 mi

Pecos, TX

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Thorntonville, TX

Fair PriceModerate · 37
$18,99561,097 mi

Market: $16,992 – $24,980

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Thorntonville, TX

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Thorntonville, TX

Fair PriceLimited · 12
$22,52856,573 mi

Market: $21,616 – $24,225

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Thorntonville, TX

2025 Jeep Compass Limited

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

2025 Jeep Compass Limited

Thorntonville, TX

Fair PriceModerate · 22
$23,11530,200 mi

Market: $18,863 – $24,820

Comparison: 22 similar vehicles

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

Thorntonville, TX

2026 Chevrolet Trax LS

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

2026 Chevrolet Trax LS

Pecos, TX

Fair PriceModerate · 42
$23,495Mileage not verified

Market: $21,550 – $26,911

Comparison: 42 similar vehicles

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

Pecos, TX

2022 Ford Explorer ST-LINE

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

2022 Ford Explorer ST-LINE

Monahans, TX

UnscoredInsufficient · 0
$23,965134,921 mi

Monahans, TX

2020 Lexus UX Hybrid 250h F SPORT

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

2020 Lexus UX Hybrid 250h F SPORT

Monahans, TX

UnscoredInsufficient · 0
$24,80070,382 mi

Monahans, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Monahans, TX

Great DealModerate · 31
$25,315Mileage not verified

Market: $26,110 – $28,200

Comparison: 31 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 9 days listed (based on current market benchmarks)

Monahans, TX

2021 Hyundai Santa Fe Limited

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

2021 Hyundai Santa Fe Limited

Monahans, TX

UnscoredInsufficient · 0
$25,66956,105 mi

Monahans, TX

2020 Lincoln Nautilus Reserve

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

2020 Lincoln Nautilus Reserve

Pecos, TX

UnscoredInsufficient · 0
$25,70055,979 mi

Pecos, TX

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Pecos, TX

UnscoredInsufficient · 3
$25,845Mileage not verified

Comparison: 3 similar vehicles

Pecos, TX

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Pecos, TX

UnscoredInsufficient · 3
$25,940Mileage not verified

Comparison: 3 similar vehicles

Pecos, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Pecos, TX

UnscoredLimited · 6
$26,684Mileage not verified

Comparison: 6 similar vehicles

Pecos, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Pecos, TX

UnscoredLimited · 6
$26,684Mileage not verified

Comparison: 6 similar vehicles

Pecos, TX

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Pecos, TX

UnscoredLimited · 6
$26,780Mileage not verified

Comparison: 6 similar vehicles

Pecos, TX

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Monahans, TX

UnscoredInsufficient · 0
$26,88724,002 mi

Monahans, TX

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Monahans, TX

Fair PriceLimited · 16
$28,015Mileage not verified

Market: $26,410 – $29,005

Comparison: 16 similar vehicles

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

Monahans, TX

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Pecos, TX

UnscoredInsufficient · 3
$28,330Mileage not verified

Comparison: 3 similar vehicles

Pecos, TX

2023 Jeep Wrangler 4xe Rubicon 4XE

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

2023 Jeep Wrangler 4xe Rubicon 4XE

Monahans, TX

UnscoredInsufficient · 0
$29,06747,079 mi

Monahans, TX

2024 Toyota RAV4 XLE

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

2024 Toyota RAV4 XLE

Thorntonville, TX

OverpricedLimited · 11
$29,12463,674 mi

Market: $26,010 – $27,372

Comparison: 11 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Thorntonville, TX

2023 Jeep Wrangler 4-Door Sport S

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

2023 Jeep Wrangler 4-Door Sport S

Thorntonville, TX

UnscoredInsufficient · 0
$29,37223,905 mi

Thorntonville, TX

2021 Ford Expedition XLT

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

2021 Ford Expedition XLT

Monahans, TX

UnscoredInsufficient · 4
$29,76778,002 mi

Comparison: 4 similar vehicles

Monahans, TX

2024 Toyota RAV4 XLE

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

2024 Toyota RAV4 XLE

Monahans, TX

UnscoredLimited · 10
$29,77441,156 mi

Comparison: 10 similar vehicles

Monahans, TX

2022 Ford Bronco 4-Door Outer Banks

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

2022 Ford Bronco 4-Door Outer Banks

Monahans, TX

Fair PriceLimited · 15
$29,92466,418 mi

Market: $28,720 – $36,025

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

Monahans, TX

2026 Chevrolet Trailblazer LT

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

2026 Chevrolet Trailblazer LT

Monahans, TX

UnscoredLimited · 7
$30,305Mileage not verified

Comparison: 7 similar vehicles

Monahans, TX

2026 Chevrolet Trailblazer Activ

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

2026 Chevrolet Trailblazer Activ

Pecos, TX

Fair PriceModerate · 31
$30,535Mileage not verified

Market: $27,189 – $37,619

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Pecos, TX

2023 Ford Mustang Mach-E GT AWD

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

2023 Ford Mustang Mach-E GT AWD

Monahans, TX

UnscoredInsufficient · 0
$31,50051,380 mi

Monahans, TX

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Monahans, TX

Fair PriceLimited · 11
$32,495Mileage not verified

Market: $31,220 – $35,440

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Monahans, TX

2022 Ford Explorer Platinum

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

2022 Ford Explorer Platinum

Monahans, TX

UnscoredInsufficient · 0
$33,32155,827 mi

Monahans, TX

2023 Ford Expedition XLT

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

2023 Ford Expedition XLT

Monahans, TX

Fair PriceModerate · 24
$36,70791,769 mi

Market: $35,925 – $41,222

Comparison: 24 similar vehicles

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

Monahans, TX

2027 Chevrolet Equinox ACTIV

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

2027 Chevrolet Equinox ACTIV

Pecos, TX

Fair PriceRobust · 56
$38,429Mileage not verified

Market: $36,120 – $43,638

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Pecos, TX

2024 Ford Expedition Limited

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

2024 Ford Expedition Limited

Monahans, TX

UnscoredLimited · 7
$42,38781,534 mi

Comparison: 7 similar vehicles

Monahans, TX

2027 Chevrolet Traverse LT

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

2027 Chevrolet Traverse LT

Pecos, TX

Fair PriceRobust · 170
$42,925Mileage not verified

Market: $42,995 – $53,249

Comparison: 170 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 6 days listed (based on current market benchmarks)

Pecos, TX

2023 Ford Bronco 4-Door Outer Banks

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

2023 Ford Bronco 4-Door Outer Banks

Monahans, TX

UnscoredInsufficient · 0
$43,55427,987 mi

Monahans, TX

2025 Ford Bronco 4-Door Base

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

2025 Ford Bronco 4-Door Base

Monahans, TX

UnscoredLimited · 6
$44,068Mileage not verified

Comparison: 6 similar vehicles

Monahans, TX

2026 GMC Terrain Denali

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

2026 GMC Terrain Denali

Monahans, TX

UnscoredInsufficient · 4
$44,735Mileage not verified

Comparison: 4 similar vehicles

Monahans, TX

2025 Ford Bronco 4-Door Big Bend

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

2025 Ford Bronco 4-Door Big Bend

Monahans, TX

UnscoredLimited · 6
$45,3582,720 mi

Comparison: 6 similar vehicles

Monahans, TX

2025 Acura MDX Technology Package

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

2025 Acura MDX Technology Package

Thorntonville, TX

UnscoredInsufficient · 0
$45,90230,230 mi

Thorntonville, TX

2027 GMC Terrain Denali

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

2027 GMC Terrain Denali

Monahans, TX

Fair PriceModerate · 29
$47,060Mileage not verified

Market: $44,195 – $47,679

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Monahans, TX

2026 Chevrolet Blazer RS

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

2026 Chevrolet Blazer RS

Pecos, TX

Fair PriceLimited · 17
$48,269Mileage not verified

Market: $45,445 – $54,203

Comparison: 17 similar vehicles

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

Pecos, TX

2024 Ford Bronco 4-Door Wildtrak

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

2024 Ford Bronco 4-Door Wildtrak

Monahans, TX

UnscoredInsufficient · 0
$48,65029,133 mi

Monahans, TX

2027 Chevrolet Traverse LT

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

2027 Chevrolet Traverse LT

Monahans, TX

Fair PriceModerate · 22
$49,365Mileage not verified

Market: $42,925 – $51,360

Comparison: 22 similar vehicles

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

Monahans, TX

2026 Chevrolet Blazer RS

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

2026 Chevrolet Blazer RS

Pecos, TX

Fair PriceLimited · 17
$50,369Mileage not verified

Market: $45,445 – $54,203

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Pecos, TX

2025 Nissan Armada Platinum

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

2025 Nissan Armada Platinum

Monahans, TX

UnscoredInsufficient · 0
$51,50025,445 mi

Monahans, TX

2026 Jeep Wrangler 4-Door Willys 41

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

2026 Jeep Wrangler 4-Door Willys 41

Thorntonville, TX

Fair PriceLimited · 18
$52,840Mileage not verified

Market: $47,840 – $56,840

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Thorntonville, 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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