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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

173 listings found

2008 Toyota Prius Touring

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

2008 Toyota Prius Touring

Liberty Township, OH

UnscoredInsufficient · 0
$4,500200,000 mi

Liberty Township, OH

2010 Toyota Prius I

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

2010 Toyota Prius I

Cincinnati, OH

UnscoredLimited · 10
$4,999201,817 mi

Comparison: 10 similar vehicles

Cincinnati, OH

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Anderson, IN

UnscoredModerate · 22
$5,499165,033 mi

Comparison: 22 similar vehicles

Anderson, IN

2010 Toyota Prius III

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

2010 Toyota Prius III

Indianapolis, IN

UnscoredLimited · 13
$5,600198,711 mi

Comparison: 13 similar vehicles

Indianapolis, IN

2016 Hyundai Sonata Hybrid Base

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

2016 Hyundai Sonata Hybrid Base

Anderson, IN

UnscoredLimited · 8
$5,990130,000 mi

Comparison: 8 similar vehicles

Anderson, IN

2015 Toyota Prius Two

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

2015 Toyota Prius Two

Cincinnati, OH

UnscoredInsufficient · 3
$5,995240,828 mi

Comparison: 3 similar vehicles

Cincinnati, OH

2007 Toyota Prius Base

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

2007 Toyota Prius Base

Hamilton, OH

UnscoredLimited · 8
$5,995182,664 mi

Comparison: 8 similar vehicles

Hamilton, OH

2013 Toyota Prius Two

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

2013 Toyota Prius Two

Anderson, IN

UnscoredLimited · 11
$6,899163,500 mi

Comparison: 11 similar vehicles

Anderson, IN

2010 Toyota Prius III

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

2010 Toyota Prius III

Anderson, IN

UnscoredInsufficient · 3
$7,300135,561 mi

Comparison: 3 similar vehicles

Anderson, IN

2013 Hyundai Sonata Hybrid Limited

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

2013 Hyundai Sonata Hybrid Limited

Cincinnati, OH

UnscoredLimited · 6
$7,595143,924 mi

Comparison: 6 similar vehicles

Cincinnati, OH

2014 Toyota Prius Two

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

2014 Toyota Prius Two

Fairfield, OH

UnscoredInsufficient · 4
$7,995269,426 mi

Comparison: 4 similar vehicles

Fairfield, OH

2010 Honda Insight LX

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

2010 Honda Insight LX

Dayton, OH

UnscoredInsufficient · 4
$7,995117,632 mi

Comparison: 4 similar vehicles

Dayton, OH

2010 Toyota Prius II

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

2010 Toyota Prius II

Indianapolis, IN

UnscoredRobust · 50
$7,995166,434 mi

Comparison: 50 similar vehicles

Indianapolis, IN

2014 Toyota Prius Two

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

2014 Toyota Prius Two

Moraine, OH

UnscoredLimited · 14
$7,999151,125 mi

Comparison: 14 similar vehicles

Moraine, OH

2012 Honda Insight EX

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

2012 Honda Insight EX

Mason, OH

UnscoredInsufficient · 0
$8,234133,937 mi

Mason, OH

2019 Ford Fusion Hybrid SEL

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

2019 Ford Fusion Hybrid SEL

West Chester, OH

UnscoredLimited · 10
$8,433120,908 mi

Comparison: 10 similar vehicles

West Chester, OH

2015 Ford Fusion Hybrid Titanium

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

2015 Ford Fusion Hybrid Titanium

Fairfield, OH

UnscoredLimited · 8
$8,900135,998 mi

Comparison: 8 similar vehicles

Fairfield, OH

2016 Hyundai Sonata Hybrid Base

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

2016 Hyundai Sonata Hybrid Base

West Chester, OH

UnscoredInsufficient · 4
$8,91599,895 mi

Comparison: 4 similar vehicles

West Chester, OH

2011 Toyota Prius V

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

2011 Toyota Prius V

Fairfield, OH

UnscoredInsufficient · 0
$8,995135,647 mi

Fairfield, OH

2015 Hyundai Sonata Hybrid Base

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

2015 Hyundai Sonata Hybrid Base

Cincinnati, OH

UnscoredInsufficient · 0
$9,99352,829 mi

Cincinnati, OH

2020 Ford Fusion Hybrid SEL

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

2020 Ford Fusion Hybrid SEL

Moraine, OH

UnscoredLimited · 5
$10,43274,141 mi

Comparison: 5 similar vehicles

Moraine, OH

2015 Toyota Prius One

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

2015 Toyota Prius One

Cincinnati, OH

UnscoredInsufficient · 0
$10,493123,622 mi

Cincinnati, OH

2014 Toyota Prius Two

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

2014 Toyota Prius Two

Fairfield, OH

UnscoredLimited · 12
$10,500123,501 mi

Comparison: 12 similar vehicles

Fairfield, OH

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

West Chester, OH

UnscoredInsufficient · 0
$10,90091,408 mi

West Chester, OH

2013 Toyota Prius Three

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

2013 Toyota Prius Three

Anderson, IN

Fair PriceModerate · 25
$10,99094,530 mi

Market: $5,980 – $15,446

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Anderson, IN

2018 Chrysler Pacifica Hybrid Touring L

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

2018 Chrysler Pacifica Hybrid Touring L

Cincinnati, OH

UnscoredInsufficient · 0
$10,993136,852 mi

Cincinnati, OH

2019 Hyundai Sonata Hybrid SE

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

2019 Hyundai Sonata Hybrid SE

Cincinnati, OH

UnscoredInsufficient · 0
$10,99593,922 mi

Cincinnati, OH

2020 Chrysler Pacifica Hybrid Touring L

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

2020 Chrysler Pacifica Hybrid Touring L

Indianapolis, IN

UnscoredLimited · 5
$11,743151,344 mi

Comparison: 5 similar vehicles

Indianapolis, IN

2018 Ford Fusion Hybrid Platinum

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

2018 Ford Fusion Hybrid Platinum

Cincinnati, OH

UnscoredInsufficient · 0
$12,393120,625 mi

Cincinnati, OH

2015 Toyota Prius Two

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

2015 Toyota Prius Two

West Chester, OH

UnscoredInsufficient · 3
$12,49798,240 mi

Comparison: 3 similar vehicles

West Chester, OH

2010 Toyota Prius IV

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

2010 Toyota Prius IV

Greenfield, IN

OverpricedLimited · 10
$12,590122,147 mi

Market: $3,699 – $9,990

Comparison: 10 similar vehicles

Priced ~26% above the typical market range for similar vehicles (based on current market benchmarks)

Greenfield, IN

2018 Kia Niro EX Premium

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

2018 Kia Niro EX Premium

Moraine, OH

UnscoredInsufficient · 0
$12,83292,353 mi

Moraine, OH

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

Cincinnati, OH

UnscoredInsufficient · 4
$12,99888,674 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2015 Hyundai Sonata Hybrid Limited

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

2015 Hyundai Sonata Hybrid Limited

Cincinnati, OH

UnscoredInsufficient · 4
$12,99896,108 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2016 Toyota Prius Four

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

2016 Toyota Prius Four

Anderson, IN

UnscoredInsufficient · 3
$13,59986,064 mi

Comparison: 3 similar vehicles

Anderson, IN

2016 Toyota Prius Two

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

2016 Toyota Prius Two

Hamilton, OH

UnscoredLimited · 9
$13,995106,553 mi

Comparison: 9 similar vehicles

Hamilton, OH

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

Cincinnati, OH

UnscoredInsufficient · 4
$13,99884,835 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2020 Kia Niro LX

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

2020 Kia Niro LX

West Chester, OH

UnscoredInsufficient · 0
$13,99944,798 mi

West Chester, OH

2017 Kia Niro LX

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

2017 Kia Niro LX

Cincinnati, OH

UnscoredInsufficient · 0
$14,34363,778 mi

Cincinnati, OH

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

Trenton, OH

UnscoredLimited · 9
$14,59085,869 mi

Comparison: 9 similar vehicles

Trenton, OH

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

Trenton, OH

UnscoredLimited · 9
$14,99070,625 mi

Comparison: 9 similar vehicles

Trenton, OH

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

Hamilton, OH

Fair PriceModerate · 29
$14,99978,239 mi

Market: $8,500 – $16,990

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Hamilton, OH

2017 Chrysler Pacifica Hybrid Platinum

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

2017 Chrysler Pacifica Hybrid Platinum

West Chester, OH

UnscoredInsufficient · 0
$14,99991,041 mi

West Chester, OH

2020 Honda Insight EX

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

2020 Honda Insight EX

West Chester, OH

OverpricedLimited · 11
$15,997122,076 mi

Market: $13,900 – $15,535

Comparison: 11 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

West Chester, OH

2014 Toyota Prius Two

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

2014 Toyota Prius Two

Trenton, OH

UnscoredLimited · 5
$16,29082,216 mi

Comparison: 5 similar vehicles

Trenton, OH

2016 Toyota Prius Four

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

2016 Toyota Prius Four

Cincinnati, OH

UnscoredInsufficient · 4
$16,337121,440 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2020 Kia Niro Touring

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

2020 Kia Niro Touring

Trenton, OH

UnscoredInsufficient · 0
$16,59094,505 mi

Trenton, OH

2023 Kia Niro LX

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

2023 Kia Niro LX

Centerville, OH

UnscoredModerate · 28
$16,596101,368 mi

Comparison: 28 similar vehicles

Centerville, OH

2020 Toyota Prius LE

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

2020 Toyota Prius LE

Germantown, OH

UnscoredInsufficient · 0
$16,820103,410 mi

Germantown, OH

2022 Kia Niro EX

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

2022 Kia Niro EX

Greenfield, IN

UnscoredLimited · 6
$16,99076,800 mi

Comparison: 6 similar vehicles

Greenfield, IN

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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