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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 · November 3, 2026

6.1M+

Unique vehicles analyzed

as of November 3, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

65 listings found

2012 Hyundai Sonata Limited

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

2012 Hyundai Sonata Limited

Canton Township, MI

UnscoredInsufficient · 0
$6,90059,556 mi

Canton Township, MI

2014 INFINITI Q60 Coupe Base

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

2014 INFINITI Q60 Coupe Base

Canton Township, MI

UnscoredInsufficient · 0
$9,750118,134 mi

Canton Township, MI

2019 Ford Fusion Hybrid SE

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

2019 Ford Fusion Hybrid SE

Canton Township, MI

UnscoredInsufficient · 4
$10,50055,407 mi

Comparison: 4 similar vehicles

Canton Township, MI

2012 Cadillac Escalade ESV Premium

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

2012 Cadillac Escalade ESV Premium

Canton Township, MI

UnscoredInsufficient · 0
$13,500145,702 mi

Canton Township, MI

2020 Chevrolet Blazer 2LT

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

2020 Chevrolet Blazer 2LT

Canton Township, MI

Salvage title
$13,90038,359 mi

Canton Township, MI

2024 Chevrolet Trax LT

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

2024 Chevrolet Trax LT

Canton Township, MI

Salvage title
$14,90015,413 mi

Canton Township, MI

2020 Jeep Grand Cherokee Limited

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

2020 Jeep Grand Cherokee Limited

Canton Township, MI

Salvage title
$14,90063,839 mi

Canton Township, MI

2024 Chevrolet Trax RS

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

2024 Chevrolet Trax RS

Canton Township, MI

Salvage title
$15,90015,408 mi

Canton Township, MI

2021 Honda Accord Sport

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

2021 Honda Accord Sport

Canton Township, MI

Salvage title
$15,90056,073 mi

Canton Township, MI

2020 Chevrolet Blazer 3LT

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

2020 Chevrolet Blazer 3LT

Canton Township, MI

Salvage title
$15,90041,908 mi

Canton Township, MI

2020 Jeep Grand Cherokee Altitude

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

2020 Jeep Grand Cherokee Altitude

Canton Township, MI

Unscored
$16,50054,321 mi

Comparison: 5 similar vehicles

Canton Township, MI

2024 Buick Envista Avenir

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

2024 Buick Envista Avenir

Canton Township, MI

Unscored
$16,75047,002 mi

Comparison: 6 similar vehicles

Canton Township, MI

2025 Ford Escape ST-Line

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

2025 Ford Escape ST-Line

Canton Township, MI

Unscored
$17,9003,576 mi

Comparison: 6 similar vehicles

Canton Township, MI

2023 Chevrolet Traverse 1LT

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

2023 Chevrolet Traverse 1LT

Canton Township, MI

Salvage title
$17,90051,835 mi

Canton Township, MI

2022 Chevrolet Blazer RS

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

2022 Chevrolet Blazer RS

Canton Township, MI

Fair PriceModerate · 26
$17,90062,073 mi

Market: $18,064 – $26,953

Comparison: 26 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 394 days listed (based on current market benchmarks)

Canton Township, MI

2021 Jeep Grand Cherokee Limited

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

2021 Jeep Grand Cherokee Limited

Canton Township, MI

Fair PriceRobust · 60
$17,90080,714 mi

Market: $14,595 – $23,603

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Canton Township, MI

2021 Honda Accord Sport

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

2021 Honda Accord Sport

Canton Township, MI

Unscored
$17,90071,092 mi

Comparison: 6 similar vehicles

Canton Township, MI

2019 Toyota RAV4 XLE

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

2019 Toyota RAV4 XLE

Canton Township, MI

UnscoredInsufficient · 3
$17,90069,688 mi

Comparison: 3 similar vehicles

Canton Township, MI

2024 Chevrolet Blazer RS

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

2024 Chevrolet Blazer RS

Canton Township, MI

Unscored
$18,50041,637 mi

Comparison: 8 similar vehicles

Canton Township, MI

2026 Ford Escape Active

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

2026 Ford Escape Active

Canton Township, MI

Salvage title
$18,650803 mi

Canton Township, MI

2023 Honda Civic Sport

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

2023 Honda Civic Sport

Canton Township, MI

Unscored
$18,90030,687 mi

Comparison: 5 similar vehicles

Canton Township, MI

2022 Buick Enclave Essence

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

2022 Buick Enclave Essence

Canton Township, MI

Salvage title
$18,90035,130 mi

Canton Township, MI

2020 Cadillac CT5 Premium Luxury

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

2020 Cadillac CT5 Premium Luxury

Canton Township, MI

Unscored
$18,90031,706 mi

Comparison: 6 similar vehicles

Canton Township, MI

2022 Honda Pilot EX-L

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

2022 Honda Pilot EX-L

Canton Township, MI

Unscored
$19,40050,214 mi

Comparison: 8 similar vehicles

Canton Township, MI

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Canton Township, MI

Unscored
$19,90051,972 mi

Comparison: 6 similar vehicles

Canton Township, MI

2022 Buick Enclave Essence

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

2022 Buick Enclave Essence

Canton Township, MI

Fair PriceModerate · 22
$19,90043,058 mi

Market: $19,995 – $27,900

Comparison: 22 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 420 days listed (based on current market benchmarks)

Canton Township, MI

2019 Nissan Titan XD Platinum Reserve

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

2019 Nissan Titan XD Platinum Reserve

Canton Township, MI

UnscoredInsufficient · 0
$19,900130,430 mi

Canton Township, MI

2019 Acura RDX Advance Package

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

2019 Acura RDX Advance Package

Canton Township, MI

Salvage title
$19,90047,131 mi

Canton Township, MI

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Canton Township, MI

Unscored
$20,5009,530 mi

Comparison: 5 similar vehicles

Canton Township, MI

2022 Mazda CX-5 S Premium package

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

2022 Mazda CX-5 S Premium package

Canton Township, MI

UnscoredInsufficient · 0
$20,50040,253 mi

Canton Township, MI

2020 RAM 1500 Pickup Big Horn/Lone Star

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

2020 RAM 1500 Pickup Big Horn/Lone Star

Canton Township, MI

Fair PriceRobust · 245
$20,60076,673 mi

Market: $12,495 – $30,151

Comparison: 245 similar vehicles

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

Canton Township, MI

2023 Buick Enclave Essence

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

2023 Buick Enclave Essence

Canton Township, MI

Great DealLimited · 11
$20,90056,408 mi

Market: $25,295 – $27,996

Comparison: 11 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 69 days listed (based on current market benchmarks)

Canton Township, MI

2021 Cadillac XT6 Luxury

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

2021 Cadillac XT6 Luxury

Canton Township, MI

UnscoredInsufficient · 0
$20,90042,642 mi

Canton Township, MI

2025 Honda Accord SE

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

2025 Honda Accord SE

Canton Township, MI

Unscored
$21,7001,876 mi

Comparison: 7 similar vehicles

Canton Township, MI

2026 GMC Terrain Elevation

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

2026 GMC Terrain Elevation

Canton Township, MI

Great DealLimited · 10
$21,7508,069 mi

Market: $28,973 – $31,999

Comparison: 10 similar vehicles

Competitively priced ~25% below the typical range compared to similar vehicles · 147 days listed (based on current market benchmarks)

Canton Township, MI

2025 GMC Terrain Elevation

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

2025 GMC Terrain Elevation

Canton Township, MI

Unscored
$21,9005,671 mi

Comparison: 5 similar vehicles

Canton Township, MI

2021 Honda Ridgeline Black Edition

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

2021 Honda Ridgeline Black Edition

Canton Township, MI

Salvage title
$21,90046,987 mi

Canton Township, MI

2021 Honda Odyssey Touring

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

2021 Honda Odyssey Touring

Canton Township, MI

UnscoredInsufficient · 0
$22,50031,566 mi

Canton Township, MI

2024 Hyundai IONIQ 5 SEL

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

2024 Hyundai IONIQ 5 SEL

Canton Township, MI

Unscored
$22,90022,562 mi

Comparison: 5 similar vehicles

Canton Township, MI

2023 Jeep Grand Cherokee L Limited

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

2023 Jeep Grand Cherokee L Limited

Canton Township, MI

Great DealRobust · 75
$22,90032,560 mi

Market: $28,414 – $34,195

Comparison: 75 similar vehicles

Competitively priced ~19% below the typical range compared to similar vehicles · 61 days listed (based on current market benchmarks)

Canton Township, MI

2023 GMC Acadia AT4

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

2023 GMC Acadia AT4

Canton Township, MI

Salvage title
$22,90012,561 mi

Canton Township, MI

2021 Jeep Wrangler Unlimited Rubicon

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

2021 Jeep Wrangler Unlimited Rubicon

Canton Township, MI

Unscored
$22,90041,997 mi

Comparison: 6 similar vehicles

Canton Township, MI

2014 Chrysler 300 SRT8

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

2014 Chrysler 300 SRT8

Canton Township, MI

UnscoredInsufficient · 0
$22,90048,495 mi

Canton Township, MI

2020 Ford Explorer Platinum

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

2020 Ford Explorer Platinum

Canton Township, MI

UnscoredInsufficient · 0
$23,50048,247 mi

Canton Township, MI

2020 Toyota RAV4 Limited

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

2020 Toyota RAV4 Limited

Canton Township, MI

Unscored
$23,50066,958 mi

Comparison: 5 similar vehicles

Canton Township, MI

2023 Honda Ridgeline RTL-E

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

2023 Honda Ridgeline RTL-E

Canton Township, MI

Great DealModerate · 41
$23,90023,021 mi

Market: $29,895 – $33,998

Comparison: 41 similar vehicles

Competitively priced ~20% below the typical range compared to similar vehicles · 4 days listed (based on current market benchmarks)

Canton Township, MI

2023 Toyota RAV4 XLE

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

2023 Toyota RAV4 XLE

Canton Township, MI

Great DealLimited · 14
$24,40018,907 mi

Market: $29,754 – $33,998

Comparison: 14 similar vehicles

Competitively priced ~18% below the typical range compared to similar vehicles · 11 days listed (based on current market benchmarks)

Canton Township, MI

2025 Toyota RAV4 LE

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

2025 Toyota RAV4 LE

Canton Township, MI

Great DealLimited · 16
$24,50015,557 mi

Market: $29,000 – $32,184

Comparison: 16 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 6 days listed (based on current market benchmarks)

Canton Township, MI

2021 Lincoln Aviator Reserve

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

2021 Lincoln Aviator Reserve

Canton Township, MI

UnscoredInsufficient · 0
$24,50043,489 mi

Canton Township, MI

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Canton Township, MI

Great DealLimited · 12
$25,50033,040 mi

Market: $32,481 – $37,966

Comparison: 12 similar vehicles

Competitively priced ~21% below the typical range compared to similar vehicles · 100 days listed (based on current market benchmarks)

Canton Township, MI

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.
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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