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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

57 listings found

2004 Toyota Prius Base

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

2004 Toyota Prius Base

Lakeland, MN

UnscoredInsufficient · 0
$2,850156,992 mi

Lakeland, MN

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Hastings, MN

UnscoredInsufficient · 3
$3,487281,118 mi

Comparison: 3 similar vehicles

Hastings, MN

2016 Ford Fusion Hybrid SE

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

2016 Ford Fusion Hybrid SE

New Richmond, WI

UnscoredLimited · 6
$11,299120,698 mi

Comparison: 6 similar vehicles

New Richmond, WI

2018 Kia Niro EX

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

2018 Kia Niro EX

Eau Claire, WI

UnscoredLimited · 5
$13,999102,219 mi

Comparison: 5 similar vehicles

Eau Claire, WI

2016 Ford Fusion Hybrid SE

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

2016 Ford Fusion Hybrid SE

New Richmond, WI

UnscoredLimited · 6
$14,295107,348 mi

Comparison: 6 similar vehicles

New Richmond, WI

2020 Honda Insight Touring

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

2020 Honda Insight Touring

Chippewa Falls, WI

UnscoredInsufficient · 3
$14,999159,168 mi

Comparison: 3 similar vehicles

Chippewa Falls, WI

2023 Kia Niro EX

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

2023 Kia Niro EX

Eau Claire, WI

UnscoredLimited · 6
$15,394145,782 mi

Comparison: 6 similar vehicles

Eau Claire, WI

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

Chippewa Falls, WI

Great DealLimited · 16
$15,59980,226 mi

Market: $16,795 – $17,995

Comparison: 16 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 100 days listed (based on current market benchmarks)

Chippewa Falls, WI

2018 Ford Fusion Hybrid SE

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

2018 Ford Fusion Hybrid SE

New Richmond, WI

UnscoredInsufficient · 0
$15,99764,509 mi

New Richmond, WI

2021 Chrysler Pacifica Hybrid Limited

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

2021 Chrysler Pacifica Hybrid Limited

Hudson, WI

UnscoredInsufficient · 4
$16,342141,248 mi

Comparison: 4 similar vehicles

Hudson, WI

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

Menomonie, WI

UnscoredLimited · 6
$16,79561,517 mi

Comparison: 6 similar vehicles

Menomonie, WI

2022 Kia Niro LXS

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

2022 Kia Niro LXS

Eau Claire, WI

UnscoredInsufficient · 0
$16,97797,322 mi

Eau Claire, WI

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

New Richmond, WI

UnscoredLimited · 6
$17,69561,010 mi

Comparison: 6 similar vehicles

New Richmond, WI

2021 Kia Niro EX Premium

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

2021 Kia Niro EX Premium

Hudson, WI

UnscoredInsufficient · 0
$19,35050,598 mi

Hudson, WI

2016 Toyota Prius Four

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

2016 Toyota Prius Four

Hudson, WI

UnscoredInsufficient · 0
$20,09766,930 mi

Hudson, WI

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Eau Claire, WI

UnscoredInsufficient · 3
$20,17168,281 mi

Comparison: 3 similar vehicles

Eau Claire, WI

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Chippewa Falls, WI

UnscoredInsufficient · 3
$20,34165,194 mi

Comparison: 3 similar vehicles

Chippewa Falls, WI

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Eau Claire, WI

UnscoredInsufficient · 4
$20,34261,411 mi

Comparison: 4 similar vehicles

Eau Claire, WI

2023 Hyundai Sonata Hybrid Limited

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

2023 Hyundai Sonata Hybrid Limited

Hudson, WI

UnscoredInsufficient · 0
$20,34289,916 mi

Hudson, WI

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Hudson, WI

UnscoredLimited · 8
$20,34865,252 mi

Comparison: 8 similar vehicles

Hudson, WI

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Hudson, WI

UnscoredLimited · 8
$20,34865,298 mi

Comparison: 8 similar vehicles

Hudson, WI

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Hudson, WI

UnscoredLimited · 8
$20,34869,085 mi

Comparison: 8 similar vehicles

Hudson, WI

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Hudson, WI

UnscoredLimited · 8
$20,34869,286 mi

Comparison: 8 similar vehicles

Hudson, WI

2019 Toyota Prius Prime Plus

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

2019 Toyota Prius Prime Plus

Hudson, WI

UnscoredInsufficient · 0
$21,33877,221 mi

Hudson, WI

2024 Kia Niro Wind

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

2024 Kia Niro Wind

Hudson, WI

UnscoredInsufficient · 0
$21,34538,006 mi

Hudson, WI

2024 Kia Niro Wind

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

2024 Kia Niro Wind

Hudson, WI

UnscoredInsufficient · 0
$21,34824,986 mi

Hudson, WI

2022 Chrysler Pacifica Hybrid Limited

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

2022 Chrysler Pacifica Hybrid Limited

Hudson, WI

UnscoredInsufficient · 4
$22,49865,014 mi

Comparison: 4 similar vehicles

Hudson, WI

2023 Kia Niro LX

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

2023 Kia Niro LX

Hudson, WI

UnscoredInsufficient · 0
$23,15032,550 mi

Hudson, WI

2026 Kia Niro LX

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

2026 Kia Niro LX

Hudson, WI

UnscoredInsufficient · 0
$23,85013,244 mi

Hudson, WI

2024 Kia Niro Wind

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

2024 Kia Niro Wind

Hudson, WI

UnscoredInsufficient · 0
$24,3508,021 mi

Hudson, WI

2026 Kia Niro LX

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

2026 Kia Niro LX

Hudson, WI

UnscoredInsufficient · 4
$26,689Mileage not verified

Comparison: 4 similar vehicles

Hudson, WI

2026 Kia Niro LX

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

2026 Kia Niro LX

Hudson, WI

UnscoredLimited · 5
$26,825Mileage not verified

Comparison: 5 similar vehicles

Hudson, WI

2024 Toyota Prius LE

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

2024 Toyota Prius LE

Chippewa Falls, WI

UnscoredInsufficient · 0
$27,26845,847 mi

Chippewa Falls, WI

2026 Hyundai Sonata Hybrid Blue

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

2026 Hyundai Sonata Hybrid Blue

Hudson, WI

UnscoredInsufficient · 0
$27,8143,334 mi

Hudson, WI

2025 Toyota Prius LE

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

2025 Toyota Prius LE

Stillwater, MN

UnscoredLimited · 7
$28,59932,676 mi

Comparison: 7 similar vehicles

Stillwater, MN

2024 Toyota Prius LE

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

2024 Toyota Prius LE

Chippewa Falls, WI

UnscoredInsufficient · 0
$28,66816,621 mi

Chippewa Falls, WI

2027 Hyundai Sonata Hybrid Blue

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

2027 Hyundai Sonata Hybrid Blue

Eau Claire, WI

Fair PriceRobust · 54
$30,264Mileage not verified

Market: $28,735 – $32,014

Comparison: 54 similar vehicles

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

Eau Claire, WI

2025 Toyota Prius LE

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

2025 Toyota Prius LE

Hudson, WI

UnscoredLimited · 5
$30,34834,896 mi

Comparison: 5 similar vehicles

Hudson, WI

2027 Kia Niro LX

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

2027 Kia Niro LX

Hudson, WI

UnscoredInsufficient · 3
$30,356Mileage not verified

Comparison: 3 similar vehicles

Hudson, WI

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Hudson, WI

UnscoredInsufficient · 0
$30,526Mileage not verified

Hudson, WI

2024 Toyota Prius Prime XSE Premium

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

2024 Toyota Prius Prime XSE Premium

Hudson, WI

UnscoredInsufficient · 0
$32,12866,305 mi

Hudson, WI

2027 Kia Niro EX

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

2027 Kia Niro EX

Hudson, WI

UnscoredLimited · 7
$32,170Mileage not verified

Comparison: 7 similar vehicles

Hudson, WI

2027 Kia Niro LX

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

2027 Kia Niro LX

Eau Claire, WI

UnscoredInsufficient · 4
$32,699Mileage not verified

Comparison: 4 similar vehicles

Eau Claire, WI

2027 Kia Niro LX

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

2027 Kia Niro LX

Eau Claire, WI

UnscoredInsufficient · 4
$32,754Mileage not verified

Comparison: 4 similar vehicles

Eau Claire, WI

2027 Kia Niro EX

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

2027 Kia Niro EX

Hudson, WI

UnscoredLimited · 7
$33,681Mileage not verified

Comparison: 7 similar vehicles

Hudson, WI

2027 Kia Niro LX

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

2027 Kia Niro LX

Eau Claire, WI

UnscoredInsufficient · 4
$33,764Mileage not verified

Comparison: 4 similar vehicles

Eau Claire, WI

2027 Kia Niro EX

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

2027 Kia Niro EX

Eau Claire, WI

Fair PriceModerate · 30
$34,564Mileage not verified

Market: $30,394 – $35,629

Comparison: 30 similar vehicles

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

Eau Claire, WI

2026 Toyota Prius XLE

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

2026 Toyota Prius XLE

Chippewa Falls, WI

UnscoredInsufficient · 0
$34,66819,154 mi

Chippewa Falls, WI

2027 Kia Niro SX

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

2027 Kia Niro SX

Hudson, WI

UnscoredInsufficient · 3
$36,004Mileage not verified

Comparison: 3 similar vehicles

Hudson, WI

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Hudson, WI

Fair PriceModerate · 28
$36,735Mileage not verified

Market: $35,549 – $38,049

Comparison: 28 similar vehicles

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

Hudson, WI

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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