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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

45 listings found

2003 Toyota Prius Base

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

2003 Toyota Prius Base

Fort Madison, IA

UnscoredInsufficient · 0
$5,900102,579 mi

Fort Madison, IA

2012 Toyota Prius Three

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

2012 Toyota Prius Three

West Branch, IA

UnscoredInsufficient · 0
$6,170234,645 mi

West Branch, IA

2013 Toyota Prius Two

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

2013 Toyota Prius Two

Marion, IA

UnscoredLimited · 12
$7,995159,042 mi

Comparison: 12 similar vehicles

Marion, IA

2019 Kia Niro LX

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

2019 Kia Niro LX

Cedar Rapids, IA

UnscoredInsufficient · 0
$10,99592,164 mi

Cedar Rapids, IA

2012 Toyota Prius Five

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

2012 Toyota Prius Five

Fort Madison, IA

UnscoredInsufficient · 0
$11,200165,395 mi

Fort Madison, IA

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

Aledo, IL

UnscoredInsufficient · 3
$14,37274,717 mi

Comparison: 3 similar vehicles

Aledo, IL

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

Aledo, IL

UnscoredInsufficient · 3
$15,36760,752 mi

Comparison: 3 similar vehicles

Aledo, IL

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

Cedar Rapids, IA

UnscoredLimited · 8
$15,46083,149 mi

Comparison: 8 similar vehicles

Cedar Rapids, IA

2019 Chrysler Pacifica Hybrid Touring L

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

2019 Chrysler Pacifica Hybrid Touring L

Marion, IA

UnscoredInsufficient · 0
$15,795110,547 mi

Marion, IA

2019 Chrysler Pacifica Hybrid Touring L

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

2019 Chrysler Pacifica Hybrid Touring L

Marion, IA

UnscoredInsufficient · 0
$15,995123,843 mi

Marion, IA

2018 Chrysler Pacifica Hybrid Limited

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

2018 Chrysler Pacifica Hybrid Limited

North Liberty, IA

UnscoredLimited · 5
$17,99866,491 mi

Comparison: 5 similar vehicles

North Liberty, IA

2021 Honda Insight EX

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

2021 Honda Insight EX

Cedar Rapids, IA

UnscoredLimited · 5
$18,20693,528 mi

Comparison: 5 similar vehicles

Cedar Rapids, IA

2023 Kia Niro EX

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

2023 Kia Niro EX

West Burlington, IA

Fair PriceLimited · 18
$18,87879,337 mi

Market: $18,812 – $21,155

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 147 days listed (based on current market benchmarks)

West Burlington, IA

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

Washington, IA

UnscoredInsufficient · 3
$19,17599,523 mi

Comparison: 3 similar vehicles

Washington, IA

2022 Kia Niro Touring SE

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

2022 Kia Niro Touring SE

Cedar Rapids, IA

UnscoredInsufficient · 0
$19,77148,228 mi

Cedar Rapids, IA

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

Iowa City, IA

UnscoredInsufficient · 3
$20,21479,725 mi

Comparison: 3 similar vehicles

Iowa City, IA

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

Cedar Rapids, IA

UnscoredLimited · 6
$21,01762,872 mi

Comparison: 6 similar vehicles

Cedar Rapids, IA

2021 Toyota Prius LE

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

2021 Toyota Prius LE

Cedar Rapids, IA

UnscoredLimited · 7
$21,94886,023 mi

Comparison: 7 similar vehicles

Cedar Rapids, IA

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

Iowa City, IA

UnscoredInsufficient · 4
$22,98960,432 mi

Comparison: 4 similar vehicles

Iowa City, IA

2023 Kia Niro EX

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

2023 Kia Niro EX

West Burlington, IA

UnscoredLimited · 5
$23,99428,642 mi

Comparison: 5 similar vehicles

West Burlington, IA

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

West Burlington, IA

UnscoredInsufficient · 0
$25,00047,419 mi

West Burlington, IA

2024 Toyota Prius LE

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

2024 Toyota Prius LE

Iowa City, IA

UnscoredInsufficient · 0
$26,49940,724 mi

Iowa City, IA

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

Cedar Rapids, IA

UnscoredLimited · 9
$26,9906,390 mi

Comparison: 9 similar vehicles

Cedar Rapids, IA

2025 Ford Escape Hybrid Platinum

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

2025 Ford Escape Hybrid Platinum

Sigourney, IA

UnscoredInsufficient · 0
$29,09032,555 mi

Sigourney, IA

2025 Ford Escape Hybrid ST-Line Select

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

2025 Ford Escape Hybrid ST-Line Select

Mount Vernon, IA

UnscoredInsufficient · 4
$29,18013,470 mi

Comparison: 4 similar vehicles

Mount Vernon, IA

2026 Kia Niro EX

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

2026 Kia Niro EX

Cedar Rapids, IA

Fair PriceLimited · 13
$29,678Mileage not verified

Market: $28,740 – $34,810

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Cedar Rapids, IA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Muscatine, IA

UnscoredInsufficient · 4
$30,265Mileage not verified

Comparison: 4 similar vehicles

Muscatine, IA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Muscatine, IA

UnscoredInsufficient · 4
$30,265Mileage not verified

Comparison: 4 similar vehicles

Muscatine, IA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Iowa City, IA

UnscoredLimited · 5
$30,584Mileage not verified

Comparison: 5 similar vehicles

Iowa City, IA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Cedar Rapids, IA

Fair PriceModerate · 37
$30,584Mileage not verified

Market: $30,265 – $88,866

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Cedar Rapids, IA

2023 Toyota Prius Prime XSE Premium

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

2023 Toyota Prius Prime XSE Premium

Mount Vernon, IA

UnscoredInsufficient · 0
$30,68025,783 mi

Mount Vernon, IA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Iowa City, IA

UnscoredLimited · 5
$31,396Mileage not verified

Comparison: 5 similar vehicles

Iowa City, IA

2026 Kia Niro EX

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

2026 Kia Niro EX

Cedar Rapids, IA

OverpricedLimited · 13
$32,810Mileage not verified

Market: $28,740 – $32,697

Comparison: 13 similar vehicles

Cedar Rapids, IA

2027 Kia Niro LX

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

2027 Kia Niro LX

Iowa City, IA

Fair PriceModerate · 38
$33,075Mileage not verified

Market: $30,334 – $324,518

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Iowa City, IA

2027 Kia Niro EX

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

2027 Kia Niro EX

Cedar Rapids, IA

UnscoredLimited · 5
$33,285Mileage not verified

Comparison: 5 similar vehicles

Cedar Rapids, IA

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

West Burlington, IA

Fair PriceRobust · 82
$34,542Mileage not verified

Market: $33,035 – $88,866

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

West Burlington, IA

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

Iowa City, IA

Fair PriceRobust · 58
$34,575Mileage not verified

Market: $31,487 – $88,866

Comparison: 58 similar vehicles

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

Iowa City, IA

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

West Burlington, IA

Fair PriceRobust · 62
$35,618Mileage not verified

Market: $32,932 – $38,950

Comparison: 62 similar vehicles

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

West Burlington, IA

2027 Toyota Prius Nightshade

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

2027 Toyota Prius Nightshade

Iowa City, IA

Fair PriceModerate · 20
$38,684Mileage not verified

Market: $36,680 – $88,866

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Iowa City, IA

2027 Toyota Prius Limited

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

2027 Toyota Prius Limited

Ottumwa, IA

Fair PriceModerate · 28
$39,479Mileage not verified

Market: $38,859 – $42,096

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Ottumwa, IA

2027 Hyundai Sonata Hybrid Limited

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

2027 Hyundai Sonata Hybrid Limited

Iowa City, IA

UnscoredInsufficient · 4
$40,270Mileage not verified

Comparison: 4 similar vehicles

Iowa City, IA

2027 Toyota Prius Limited

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

2027 Toyota Prius Limited

Cedar Rapids, IA

Fair PriceModerate · 38
$40,599Mileage not verified

Market: $39,111 – $88,866

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Cedar Rapids, IA

2027 Hyundai Sonata Hybrid Limited

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

2027 Hyundai Sonata Hybrid Limited

Iowa City, IA

UnscoredInsufficient · 4
$40,875Mileage not verified

Comparison: 4 similar vehicles

Iowa City, IA

2027 Toyota Prius Limited

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

2027 Toyota Prius Limited

Ottumwa, IA

OverpricedModerate · 29
$42,096Mileage not verified

Market: $38,859 – $42,026

Comparison: 29 similar vehicles

Ottumwa, IA

2025 Toyota Prius XSE Premium

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

2025 Toyota Prius XSE Premium

Cedar Rapids, IA

UnscoredInsufficient · 0
$44,913Mileage not verified

Cedar Rapids, IA

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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