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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 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

1,643 listings found

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Lapeer, MI

UnscoredInsufficient · 0
$4,10862,765 mi

Lapeer, MI

2015 BMW i3 Tera World

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

2015 BMW i3 Tera World

Flint, MI

UnscoredInsufficient · 0
$4,99541,851 mi

Flint, MI

2014 Mitsubishi i-MiEV ES

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

2014 Mitsubishi i-MiEV ES

Flint, MI

UnscoredInsufficient · 0
$4,99550,020 mi

Flint, MI

2014 Mitsubishi i-MiEV ES

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

2014 Mitsubishi i-MiEV ES

Flint, MI

UnscoredInsufficient · 0
$5,99537,253 mi

Flint, MI

2014 BMW i3 Base

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

2014 BMW i3 Base

Detroit, MI

UnscoredInsufficient · 3
$5,99547,186 mi

Comparison: 3 similar vehicles

Detroit, MI

2014 BMW i3 Base

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

2014 BMW i3 Base

Southfield, MI

UnscoredInsufficient · 0
$7,31441,185 mi

Southfield, MI

2014 Tesla Model S

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

2014 Tesla Model S

Hamtramck, MI

UnscoredInsufficient · 0
$13,50057,500 mi

Hamtramck, MI

2014 Tesla Model S

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

2014 Tesla Model S

Walled Lake, MI

UnscoredInsufficient · 0
$14,99593,015 mi

Walled Lake, MI

2023 Nissan Leaf S

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

2023 Nissan Leaf S

Waterford, MI

UnscoredInsufficient · 0
$15,27328,122 mi

Waterford, MI

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Wayne, MI

UnscoredLimited · 17
$15,275137,210 mi

Comparison: 17 similar vehicles

Wayne, MI

2019 Tesla Model 3 Base

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

2019 Tesla Model 3 Base

Redford Township, MI

UnscoredLimited · 8
$15,279122,670 mi

Comparison: 8 similar vehicles

Redford Township, MI

2022 Tesla Model 3 Base

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

2022 Tesla Model 3 Base

Detroit, MI

UnscoredLimited · 5
$15,495171,320 mi

Comparison: 5 similar vehicles

Detroit, MI

2018 Tesla Model 3 Base

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

2018 Tesla Model 3 Base

Brandon Township, MI

UnscoredInsufficient · 0
$15,90099,506 mi

Brandon Township, MI

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Waterford, MI

Fair PriceModerate · 35
$16,26317,101 mi

Market: $13,398 – $17,392

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Waterford, MI

2016 Tesla Model S 75

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

2016 Tesla Model S 75

Detroit, MI

UnscoredInsufficient · 0
$16,99580,454 mi

Detroit, MI

2022 Tesla Model 3 Base

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

2022 Tesla Model 3 Base

Dearborn, MI

UnscoredLimited · 5
$16,999121,310 mi

Comparison: 5 similar vehicles

Dearborn, MI

2016 Tesla Model X P90D

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

2016 Tesla Model X P90D

Wayne, MI

UnscoredInsufficient · 0
$17,500149,929 mi

Wayne, MI

2021 Ford Mustang Mach-E Premium AWD

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

2021 Ford Mustang Mach-E Premium AWD

Waterford Township, MI

UnscoredLimited · 9
$17,564117,321 mi

Comparison: 9 similar vehicles

Waterford Township, MI

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Detroit, MI

UnscoredInsufficient · 4
$17,89591,145 mi

Comparison: 4 similar vehicles

Detroit, MI

2023 Mazda MX-30 Premium Plus Package

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

2023 Mazda MX-30 Premium Plus Package

Detroit, MI

UnscoredInsufficient · 0
$17,99133,855 mi

Detroit, MI

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Redford Charter Township, MI

UnscoredInsufficient · 0
$17,999147,587 mi

Redford Charter Township, MI

2016 Tesla Model X 75D

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

2016 Tesla Model X 75D

Redford Township, MI

UnscoredInsufficient · 4
$18,279139,617 mi

Comparison: 4 similar vehicles

Redford Township, MI

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Highland Charter Township, MI

UnscoredLimited · 5
$18,47555,167 mi

Comparison: 5 similar vehicles

Highland Charter Township, MI

2021 Tesla Model 3 Base

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

2021 Tesla Model 3 Base

Pontiac, MI

Salvage title
$18,4924,861 mi

Pontiac, MI

2016 Tesla Model X 75D

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

2016 Tesla Model X 75D

Brownstown Township, MI

UnscoredLimited · 6
$18,751112,705 mi

Comparison: 6 similar vehicles

Brownstown Township, MI

2022 Chevrolet Bolt EUV LT

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

2022 Chevrolet Bolt EUV LT

Fenton, MI

UnscoredInsufficient · 0
$18,93018,976 mi

Fenton, MI

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Redford, MI

UnscoredInsufficient · 0
$18,99583,125 mi

Redford, MI

2023 Hyundai IONIQ 6 Limited

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

2023 Hyundai IONIQ 6 Limited

Wayne, MI

UnscoredInsufficient · 0
$19,180109,435 mi

Wayne, MI

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Wayne, MI

UnscoredLimited · 5
$19,275118,653 mi

Comparison: 5 similar vehicles

Wayne, MI

2016 Tesla Model X 75D

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

2016 Tesla Model X 75D

Detroit, MI

UnscoredInsufficient · 4
$19,495122,563 mi

Comparison: 4 similar vehicles

Detroit, MI

2023 Hyundai Kona EV SE

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

2023 Hyundai Kona EV SE

Warren, MI

UnscoredInsufficient · 0
$19,5309,786 mi

Warren, MI

2021 Ford Mustang Mach-E Select AWD

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

2021 Ford Mustang Mach-E Select AWD

Flint, MI

UnscoredInsufficient · 0
$19,67586,889 mi

Flint, MI

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

New Baltimore, MI

UnscoredInsufficient · 3
$19,69543,567 mi

Comparison: 3 similar vehicles

New Baltimore, MI

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Bloomfield Township, MI

UnscoredInsufficient · 3
$19,780129,898 mi

Comparison: 3 similar vehicles

Bloomfield Township, MI

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Eastpointe, MI

Fair PriceLimited · 17
$19,99594,018 mi

Market: $15,275 – $23,283

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Eastpointe, MI

2022 Ford Mustang Mach-E Select RWD

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

2022 Ford Mustang Mach-E Select RWD

Troy, MI

UnscoredInsufficient · 0
$20,17994,625 mi

Troy, MI

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Waterford, MI

UnscoredLimited · 7
$20,38640,279 mi

Comparison: 7 similar vehicles

Waterford, MI

2023 Tesla Model 3 Long Range

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

2023 Tesla Model 3 Long Range

Oak Park, MI

UnscoredInsufficient · 0
$20,50033,569 mi

Oak Park, MI

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Rochester Hills, MI

UnscoredLimited · 7
$20,93328,527 mi

Comparison: 7 similar vehicles

Rochester Hills, MI

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Washington, MI

UnscoredInsufficient · 0
$20,99034,965 mi

Washington, MI

2021 Tesla Model 3 Base

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

2021 Tesla Model 3 Base

Waterford Township, MI

Fair PriceModerate · 20
$20,99078,702 mi

Market: $16,495 – $30,698

Comparison: 20 similar vehicles

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

Waterford Township, MI

2021 Audi e-tron Premium

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

2021 Audi e-tron Premium

Warren, MI

UnscoredInsufficient · 0
$20,99069,665 mi

Warren, MI

2023 Hyundai IONIQ 5 SEL

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

2023 Hyundai IONIQ 5 SEL

Troy, MI

UnscoredInsufficient · 0
$20,99562,055 mi

Troy, MI

2022 Kia EV6 Wind

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

2022 Kia EV6 Wind

Roseville, MI

OverpricedLimited · 17
$21,00065,630 mi

Comparison: 17 similar vehicles

Priced ~36% above the typical market range for similar vehicles (based on current market benchmarks)

Roseville, MI

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Detroit, MI

UnscoredInsufficient · 0
$21,30046,620 mi

Detroit, MI

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Detroit, MI

UnscoredLimited · 6
$21,30054,669 mi

Comparison: 6 similar vehicles

Detroit, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

New Haven, MI

Salvage title
$21,49529,973 mi

New Haven, MI

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Davison, MI

UnscoredLimited · 7
$21,90720,699 mi

Comparison: 7 similar vehicles

Davison, MI

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Detroit, MI

UnscoredInsufficient · 4
$21,95035,556 mi

Comparison: 4 similar vehicles

Detroit, MI

2024 Cadillac LYRIQ Tech

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

2024 Cadillac LYRIQ Tech

Detroit, MI

UnscoredInsufficient · 0
$21,995120,555 mi

Detroit, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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