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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

59 listings found

2016 Toyota Prius Two

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

2016 Toyota Prius Two

Pomona, KS

UnscoredInsufficient · 0
$9,450217,163 mi

Pomona, KS

2017 Kia Niro EX

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

2017 Kia Niro EX

Topeka, KS

UnscoredInsufficient · 0
$10,359129,860 mi

Topeka, KS

2019 Kia Niro LX

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

2019 Kia Niro LX

Topeka, KS

UnscoredLimited · 5
$10,682134,836 mi

Comparison: 5 similar vehicles

Topeka, KS

2012 Toyota Prius One

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

2012 Toyota Prius One

Topeka, KS

UnscoredInsufficient · 0
$12,495138,868 mi

Topeka, KS

2017 Toyota Prius Two

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

2017 Toyota Prius Two

Leavenworth, KS

UnscoredInsufficient · 3
$13,597138,765 mi

Comparison: 3 similar vehicles

Leavenworth, KS

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

Leavenworth, KS

Fair PriceModerate · 33
$14,56380,909 mi

Market: $11,289 – $15,298

Comparison: 33 similar vehicles

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

Leavenworth, KS

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Leavenworth, KS

Fair PriceModerate · 33
$14,93351,805 mi

Market: $13,995 – $15,394

Comparison: 33 similar vehicles

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

Leavenworth, KS

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

Leavenworth, KS

UnscoredInsufficient · 0
$15,74841,228 mi

Leavenworth, KS

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Topeka, KS

UnscoredInsufficient · 3
$15,79489,666 mi

Comparison: 3 similar vehicles

Topeka, KS

2021 Chrysler Pacifica Hybrid Touring L

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

2021 Chrysler Pacifica Hybrid Touring L

Lawrence, KS

UnscoredLimited · 9
$17,98075,638 mi

Comparison: 9 similar vehicles

Lawrence, KS

2017 Toyota Prius Two

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

2017 Toyota Prius Two

Manhattan, KS

UnscoredInsufficient · 0
$18,49646,573 mi

Manhattan, KS

2022 Chrysler Pacifica Hybrid Touring L

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

2022 Chrysler Pacifica Hybrid Touring L

Shawnee, KS

UnscoredInsufficient · 0
$18,84279,230 mi

Shawnee, KS

2019 Chrysler Pacifica Hybrid Touring Plus

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

2019 Chrysler Pacifica Hybrid Touring Plus

Leavenworth, KS

UnscoredInsufficient · 0
$18,98546,199 mi

Leavenworth, KS

2020 Ford Fusion Hybrid SE

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

2020 Ford Fusion Hybrid SE

Leavenworth, KS

UnscoredInsufficient · 0
$19,00013,475 mi

Leavenworth, KS

2023 Hyundai Sonata Hybrid SEL

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

2023 Hyundai Sonata Hybrid SEL

Ottawa, KS

UnscoredInsufficient · 0
$19,59036,311 mi

Ottawa, KS

2024 Kia Niro EX Touring

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

2024 Kia Niro EX Touring

Topeka, KS

UnscoredInsufficient · 0
$19,90094,078 mi

Topeka, KS

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

Ottawa, KS

UnscoredInsufficient · 4
$20,54966,589 mi

Comparison: 4 similar vehicles

Ottawa, KS

2021 Toyota Prius XLE

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

2021 Toyota Prius XLE

Topeka, KS

UnscoredInsufficient · 0
$20,70090,131 mi

Topeka, KS

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

Ottawa, KS

UnscoredInsufficient · 0
$21,59050,292 mi

Ottawa, KS

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

Ottawa, KS

UnscoredInsufficient · 0
$22,54928,720 mi

Ottawa, KS

2022 Chrysler Pacifica Hybrid Touring L

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

2022 Chrysler Pacifica Hybrid Touring L

Ottawa, KS

UnscoredInsufficient · 0
$22,54951,136 mi

Ottawa, KS

2022 Toyota Prius XLE

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

2022 Toyota Prius XLE

Lawrence, KS

UnscoredInsufficient · 0
$22,57759,250 mi

Lawrence, KS

2023 Kia Niro EX

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

2023 Kia Niro EX

Leavenworth, KS

UnscoredInsufficient · 0
$23,64030,094 mi

Leavenworth, KS

2023 Kia Niro EX

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

2023 Kia Niro EX

Manhattan, KS

UnscoredInsufficient · 0
$23,68751,947 mi

Manhattan, KS

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

Holton, KS

UnscoredInsufficient · 0
$24,38849,438 mi

Holton, KS

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

Lansing, KS

UnscoredLimited · 6
$24,68766,368 mi

Comparison: 6 similar vehicles

Lansing, KS

2024 Toyota Prius LE

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

2024 Toyota Prius LE

Manhattan, KS

UnscoredLimited · 6
$26,13244,220 mi

Comparison: 6 similar vehicles

Manhattan, KS

2025 Kia Niro EX

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

2025 Kia Niro EX

Lawrence, KS

UnscoredInsufficient · 0
$26,63424,958 mi

Lawrence, KS

2023 Chrysler Pacifica Hybrid Limited

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

2023 Chrysler Pacifica Hybrid Limited

Ottawa, KS

UnscoredInsufficient · 0
$28,08710,302 mi

Ottawa, KS

2022 Toyota Prius XLE

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

2022 Toyota Prius XLE

Shawnee, KS

UnscoredInsufficient · 0
$28,21619,192 mi

Shawnee, KS

2024 Kia Niro SX

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

2024 Kia Niro SX

Topeka, KS

UnscoredInsufficient · 0
$28,89947,181 mi

Topeka, KS

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

Manhattan, KS

UnscoredInsufficient · 3
$29,205Mileage not verified

Comparison: 3 similar vehicles

Manhattan, KS

2025 Toyota Prius XLE

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

2025 Toyota Prius XLE

Manhattan, KS

UnscoredInsufficient · 0
$29,34933,088 mi

Manhattan, KS

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

Manhattan, KS

Fair PriceModerate · 27
$29,480Mileage not verified

Market: $28,534 – $31,910

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Manhattan, KS

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

Manhattan, KS

UnscoredInsufficient · 3
$29,779Mileage not verified

Comparison: 3 similar vehicles

Manhattan, KS

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

Manhattan, KS

Fair PriceLimited · 16
$30,043Mileage not verified

Market: $30,606 – $32,314

Comparison: 16 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 28 days listed (based on current market benchmarks)

Manhattan, KS

2026 Toyota Prius LE

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

2026 Toyota Prius LE

Lawrence, KS

UnscoredInsufficient · 0
$30,1513,410 mi

Lawrence, KS

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Lawrence, KS

UnscoredLimited · 6
$30,369Mileage not verified

Comparison: 6 similar vehicles

Lawrence, KS

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Lawrence, KS

UnscoredLimited · 6
$30,879Mileage not verified

Comparison: 6 similar vehicles

Lawrence, KS

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

Manhattan, KS

Fair PriceLimited · 17
$31,034Mileage not verified

Market: $30,043 – $32,314

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Manhattan, KS

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

Lawrence, KS

Fair PriceModerate · 43
$31,884Mileage not verified

Market: $28,534 – $31,910

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Lawrence, KS

2025 Hyundai Sonata Hybrid Limited

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

2025 Hyundai Sonata Hybrid Limited

Kansas City, KS

UnscoredInsufficient · 0
$33,0998,420 mi

Kansas City, KS

2027 Hyundai Sonata Hybrid SEL

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

2027 Hyundai Sonata Hybrid SEL

Kansas City, KS

UnscoredInsufficient · 3
$34,235Mileage not verified

Comparison: 3 similar vehicles

Kansas City, KS

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Topeka, KS

Fair PriceLimited · 15
$35,274Mileage not verified

Market: $35,948 – $37,923

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 14 days listed (based on current market benchmarks)

Topeka, KS

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Kansas City, KS

UnscoredLimited · 6
$35,716Mileage not verified

Comparison: 6 similar vehicles

Kansas City, KS

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Lawrence, KS

Fair PriceLimited · 12
$36,024Mileage not verified

Market: $35,274 – $37,396

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Lawrence, KS

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Manhattan, KS

UnscoredLimited · 5
$37,723Mileage not verified

Comparison: 5 similar vehicles

Manhattan, KS

2027 Toyota Prius Nightshade

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

2027 Toyota Prius Nightshade

Topeka, KS

UnscoredLimited · 5
$37,946Mileage not verified

Comparison: 5 similar vehicles

Topeka, KS

2026 Hyundai Sonata Hybrid Limited

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

2026 Hyundai Sonata Hybrid Limited

Manhattan, KS

Fair PriceLimited · 18
$38,295Mileage not verified

Market: $38,375 – $40,949

Comparison: 18 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 97 days listed (based on current market benchmarks)

Manhattan, KS

2026 Hyundai Sonata Hybrid Limited

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

2026 Hyundai Sonata Hybrid Limited

Manhattan, KS

Fair PriceLimited · 18
$38,810Mileage not verified

Market: $38,295 – $40,949

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Manhattan, KS

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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