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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

324 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

Aliceville, AL

UnscoredInsufficient · 0
$1,990205,505 mi

Aliceville, AL

2015 Ford Fusion Hybrid SE

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

2015 Ford Fusion Hybrid SE

Hueytown, AL

Salvage title
$3,850243,226 mi

Hueytown, AL

2012 Hyundai Sonata Hybrid Base

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

2012 Hyundai Sonata Hybrid Base

Center Point, AL

UnscoredLimited · 14
$3,999170,000 mi

Comparison: 14 similar vehicles

Center Point, AL

2017 Ford Fusion Hybrid SE

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

2017 Ford Fusion Hybrid SE

Jasper, AL

UnscoredInsufficient · 3
$4,199185,000 mi

Comparison: 3 similar vehicles

Jasper, AL

2011 Toyota Prius II

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

2011 Toyota Prius II

Montgomery, AL

UnscoredLimited · 5
$4,315235,343 mi

Comparison: 5 similar vehicles

Montgomery, AL

2008 Toyota Prius Touring

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

2008 Toyota Prius Touring

Gadsden, AL

UnscoredInsufficient · 4
$4,995185,122 mi

Comparison: 4 similar vehicles

Gadsden, AL

2013 Hyundai Sonata Hybrid Base

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

2013 Hyundai Sonata Hybrid Base

Haleyville, AL

UnscoredInsufficient · 0
$5,250228,054 mi

Haleyville, AL

2012 Toyota Prius One

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

2012 Toyota Prius One

Jasper, AL

UnscoredInsufficient · 0
$5,988245,932 mi

Jasper, AL

2019 Kia Niro LX

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

2019 Kia Niro LX

Centre, AL

UnscoredInsufficient · 4
$5,995323,539 mi

Comparison: 4 similar vehicles

Centre, AL

2013 Hyundai Sonata Hybrid Base

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

2013 Hyundai Sonata Hybrid Base

Salem, AL

UnscoredInsufficient · 0
$6,500197,900 mi

Salem, AL

2012 Hyundai Sonata Hybrid Base

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

2012 Hyundai Sonata Hybrid Base

Birmingham, AL

UnscoredLimited · 14
$6,897124,759 mi

Comparison: 14 similar vehicles

Birmingham, AL

2017 Ford Fusion Hybrid SE

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

2017 Ford Fusion Hybrid SE

Hueytown, AL

UnscoredInsufficient · 3
$6,950178,797 mi

Comparison: 3 similar vehicles

Hueytown, AL

2015 Toyota Prius Two

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

2015 Toyota Prius Two

Theodore, AL

UnscoredInsufficient · 0
$6,988228,559 mi

Theodore, AL

2014 Toyota Prius Four

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

2014 Toyota Prius Four

Pelham, AL

UnscoredInsufficient · 0
$6,990250,166 mi

Pelham, AL

No Photo

2016 Hyundai Sonata Hybrid Base

Montgomery, AL

UnscoredLimited · 7
$7,500Mileage not verified

Comparison: 7 similar vehicles

Montgomery, AL

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

Wetumpka, AL

UnscoredInsufficient · 4
$7,900171,480 mi

Comparison: 4 similar vehicles

Wetumpka, AL

2012 Toyota Prius Five

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

2012 Toyota Prius Five

Hueytown, AL

UnscoredInsufficient · 0
$8,763168,080 mi

Hueytown, AL

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

Mobile, AL

UnscoredInsufficient · 0
$8,80040,900 mi

Mobile, AL

No Photo

2012 Toyota Prius Two

Montgomery, AL

UnscoredLimited · 6
$9,000Mileage not verified

Comparison: 6 similar vehicles

Montgomery, AL

2014 Toyota Prius Three

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

2014 Toyota Prius Three

Haleyville, AL

UnscoredLimited · 6
$9,250151,058 mi

Comparison: 6 similar vehicles

Haleyville, AL

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

Birmingham, AL

UnscoredLimited · 7
$9,47595,245 mi

Comparison: 7 similar vehicles

Birmingham, AL

2015 Toyota Prius Two

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

2015 Toyota Prius Two

Madison, AL

Fair PriceModerate · 26
$9,500114,630 mi

Market: $8,995 – $20,590

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Madison, AL

2013 Toyota Prius Four

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

2013 Toyota Prius Four

Salem, AL

UnscoredInsufficient · 4
$9,500182,613 mi

Comparison: 4 similar vehicles

Salem, AL

No Photo

2011 Toyota Prius II

Montgomery, AL

UnscoredLimited · 5
$9,500Mileage not verified

Comparison: 5 similar vehicles

Montgomery, AL

2015 Ford Fusion Hybrid SE

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

2015 Ford Fusion Hybrid SE

Huntsville, AL

UnscoredInsufficient · 3
$9,726109,694 mi

Comparison: 3 similar vehicles

Huntsville, AL

2019 Kia Niro EX

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

2019 Kia Niro EX

Mobile, AL

UnscoredInsufficient · 0
$9,794141,990 mi

Mobile, AL

2011 Toyota Prius IV

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

2011 Toyota Prius IV

Florence, AL

UnscoredInsufficient · 0
$9,800148,600 mi

Florence, AL

2015 Toyota Prius Four

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

2015 Toyota Prius Four

Mobile, AL

Salvage title
$9,900144,830 mi

Mobile, AL

2012 Toyota Prius Two

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

2012 Toyota Prius Two

Birmingham, AL

UnscoredLimited · 6
$9,95999,722 mi

Comparison: 6 similar vehicles

Birmingham, AL

2011 Toyota Prius II

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

2011 Toyota Prius II

Florence, AL

UnscoredLimited · 8
$9,988144,250 mi

Comparison: 8 similar vehicles

Florence, AL

2014 Toyota Prius Three

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

2014 Toyota Prius Three

Mobile, AL

UnscoredInsufficient · 0
$9,995148,237 mi

Mobile, AL

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

Alabaster, AL

UnscoredLimited · 7
$9,999116,285 mi

Comparison: 7 similar vehicles

Alabaster, AL

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

Mobile, AL

UnscoredInsufficient · 3
$10,000116,173 mi

Comparison: 3 similar vehicles

Mobile, AL

2018 Kia Niro LX

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

2018 Kia Niro LX

Cullman, AL

Great DealLimited · 18
$10,076112,160 mi

Market: $11,409 – $15,590

Comparison: 18 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 58 days listed (based on current market benchmarks)

Cullman, AL

2018 Kia Niro EX

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

2018 Kia Niro EX

Grove Hill, AL

UnscoredInsufficient · 0
$11,897126,035 mi

Grove Hill, AL

2014 Toyota Prius Three

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

2014 Toyota Prius Three

Stapleton, AL

UnscoredInsufficient · 0
$11,900143,395 mi

Stapleton, AL

2019 Kia Niro LX

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

2019 Kia Niro LX

Huntsville, AL

UnscoredLimited · 5
$11,995106,948 mi

Comparison: 5 similar vehicles

Huntsville, AL

No Photo

2021 Toyota Prius LE

Montgomery, AL

UnscoredInsufficient · 0
$12,000Mileage not verified

Montgomery, AL

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

Salem, AL

UnscoredLimited · 17
$12,500147,411 mi

Comparison: 17 similar vehicles

Salem, AL

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

Mobile, AL

UnscoredInsufficient · 3
$12,80063,138 mi

Comparison: 3 similar vehicles

Mobile, AL

2013 Toyota Prius One

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

2013 Toyota Prius One

Tuscaloosa, AL

UnscoredInsufficient · 0
$12,977124,916 mi

Tuscaloosa, AL

2012 Toyota Prius Two

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

2012 Toyota Prius Two

Bessemer, AL

UnscoredLimited · 6
$13,590101,926 mi

Comparison: 6 similar vehicles

Bessemer, AL

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

Huntsville, AL

Fair PriceLimited · 13
$13,87595,166 mi

Market: $9,150 – $18,595

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Huntsville, AL

2019 Toyota Prius LE

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

2019 Toyota Prius LE

Birmingham, AL

UnscoredInsufficient · 0
$13,995139,456 mi

Birmingham, AL

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

Mobile, AL

UnscoredInsufficient · 0
$14,592116,102 mi

Mobile, AL

2016 Toyota Prius Two

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

2016 Toyota Prius Two

Hoover, AL

UnscoredInsufficient · 0
$14,87590,941 mi

Hoover, AL

2022 Kia Niro EX

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

2022 Kia Niro EX

Albertville, AL

UnscoredInsufficient · 0
$14,90098,701 mi

Albertville, AL

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

Pelham, AL

UnscoredInsufficient · 4
$14,99579,211 mi

Comparison: 4 similar vehicles

Pelham, AL

No Photo

2018 Hyundai Sonata Hybrid Limited

Brownsboro, AL

UnscoredInsufficient · 0
$15,294112,330 mi

Brownsboro, AL

2020 Toyota Prius LE

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

2020 Toyota Prius LE

Troy, AL

UnscoredInsufficient · 0
$15,357131,795 mi

Troy, AL

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 manage their profile, 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, exports, and enhanced merchandising.
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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