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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 24, 2026

6M+

Unique vehicles analyzed

as of October 23, 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

65 listings found

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 · 13
$3,999170,000 mi

Comparison: 13 similar vehicles

Center Point, 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 · 3
$4,995185,122 mi

Comparison: 3 similar vehicles

Gadsden, 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 · 13
$6,797124,759 mi

Comparison: 13 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 · 28
$9,500114,630 mi

Market: $8,000 – $19,990

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Madison, 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 LX

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

2019 Kia Niro LX

Huntsville, AL

UnscoredInsufficient · 4
$11,995106,960 mi

Comparison: 4 similar vehicles

Huntsville, 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 · 11
$13,87595,166 mi

Market: $9,150 – $18,595

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Huntsville, 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

No Photo

2018 Hyundai Sonata Hybrid Limited

Brownsboro, AL

UnscoredInsufficient · 0
$15,294112,330 mi

Brownsboro, AL

2015 Toyota Prius Four

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

2015 Toyota Prius Four

Huntsville, AL

UnscoredInsufficient · 3
$15,998122,900 mi

Comparison: 3 similar vehicles

Huntsville, 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

Huntsville, AL

UnscoredInsufficient · 0
$17,19535,282 mi

Huntsville, AL

2023 Kia Niro EX

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

2023 Kia Niro EX

Huntsville, AL

UnscoredInsufficient · 3
$18,995105,048 mi

Comparison: 3 similar vehicles

Huntsville, 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

Hartselle, AL

UnscoredInsufficient · 0
$18,99524,920 mi

Hartselle, 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

Hartselle, AL

UnscoredInsufficient · 0
$19,99520,133 mi

Hartselle, AL

2022 Honda Insight Touring

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

2022 Honda Insight Touring

Huntsville, AL

UnscoredInsufficient · 0
$19,998126,674 mi

Huntsville, AL

2024 Kia Niro Wind

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

2024 Kia Niro Wind

Hartselle, AL

UnscoredInsufficient · 0
$20,27935,960 mi

Hartselle, 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

Hartselle, AL

UnscoredInsufficient · 0
$21,99514,387 mi

Hartselle, AL

2023 Kia Niro Wave

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

2023 Kia Niro Wave

Fort Payne, AL

Great DealLimited · 14
$22,29416,093 mi

Market: $25,313 – $27,965

Comparison: 14 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 35 days listed (based on current market benchmarks)

Fort Payne, AL

2023 Kia Niro SX Touring

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

2023 Kia Niro SX Touring

Decatur, AL

UnscoredInsufficient · 0
$23,98761,376 mi

Decatur, AL

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

Decatur, AL

OverpricedLimited · 14
$24,71070,163 mi

Market: $21,983 – $24,218

Comparison: 14 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Decatur, AL

2024 Hyundai Sonata Hybrid Limited

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

2024 Hyundai Sonata Hybrid Limited

Huntsville, AL

Fair PriceLimited · 11
$28,99524,161 mi

Market: $25,224 – $29,126

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Huntsville, AL

2020 Chrysler Pacifica Hybrid Limited

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

2020 Chrysler Pacifica Hybrid Limited

Huntsville, AL

UnscoredInsufficient · 0
$28,99835,566 mi

Huntsville, AL

2026 Kia Niro EX

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

2026 Kia Niro EX

Huntsville, AL

UnscoredInsufficient · 0
$29,820Mileage not verified

Huntsville, AL

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Decatur, AL

UnscoredInsufficient · 0
$29,860Mileage not verified

Decatur, AL

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

Huntsville, AL

UnscoredInsufficient · 0
$29,99528,749 mi

Huntsville, AL

2026 Toyota Prius LE

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

2026 Toyota Prius LE

Huntsville, AL

Fair PriceModerate · 30
$29,99813,929 mi

Market: $27,995 – $33,237

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Huntsville, AL

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Decatur, AL

UnscoredInsufficient · 0
$30,236Mileage not verified

Decatur, AL

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

Rainbow City, AL

UnscoredLimited · 5
$30,985Mileage not verified

Comparison: 5 similar vehicles

Rainbow City, AL

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

Rainbow City, AL

UnscoredLimited · 5
$30,985Mileage not verified

Comparison: 5 similar vehicles

Rainbow City, AL

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

Rainbow City, AL

UnscoredLimited · 5
$30,985Mileage not verified

Comparison: 5 similar vehicles

Rainbow City, AL

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

Rainbow City, AL

UnscoredLimited · 5
$31,115Mileage not verified

Comparison: 5 similar vehicles

Rainbow City, AL

2027 Kia Niro LX

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

2027 Kia Niro LX

Decatur, AL

Fair PriceLimited · 13
$31,126Mileage not verified

Market: $31,459 – $35,082

Comparison: 13 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 23 days listed (based on current market benchmarks)

Decatur, AL

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

Rainbow City, AL

UnscoredLimited · 5
$31,615Mileage not verified

Comparison: 5 similar vehicles

Rainbow City, AL

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

Rainbow City, AL

UnscoredLimited · 5
$31,615Mileage not verified

Comparison: 5 similar vehicles

Rainbow City, AL

2027 Kia Niro EX

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

2027 Kia Niro EX

Decatur, AL

Fair PriceLimited · 18
$31,887Mileage not verified

Market: $32,075 – $37,079

Comparison: 18 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)

Decatur, AL

2027 Kia Niro EX

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

2027 Kia Niro EX

Decatur, AL

UnscoredInsufficient · 0
$31,887Mileage not verified

Decatur, AL

2026 Kia Niro SX

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

2026 Kia Niro SX

Huntsville, AL

UnscoredLimited · 5
$32,011Mileage not verified

Comparison: 5 similar vehicles

Huntsville, AL

2025 Toyota Prius XSE

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

2025 Toyota Prius XSE

Huntsville, AL

UnscoredInsufficient · 0
$32,63233,734 mi

Huntsville, AL

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Huntsville, AL

Fair PriceModerate · 35
$34,204Mileage not verified

Market: $30,050 – $35,078

Comparison: 35 similar vehicles

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

Huntsville, AL

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

Huntsville, AL

Fair PriceRobust · 51
$34,605Mileage not verified

Market: $32,721 – $38,184

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Huntsville, AL

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

Huntsville, AL

Fair PriceRobust · 51
$34,605Mileage not verified

Market: $32,721 – $38,184

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Huntsville, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$34,800Mileage not verified

Comparison: 3 similar vehicles

Huntsville, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$34,800Mileage not verified

Comparison: 3 similar vehicles

Huntsville, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$34,800Mileage not verified

Comparison: 3 similar vehicles

Huntsville, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$34,800Mileage not verified

Comparison: 3 similar vehicles

Huntsville, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$34,912Mileage not verified

Comparison: 3 similar vehicles

Huntsville, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$34,949Mileage not verified

Comparison: 3 similar vehicles

Huntsville, AL

2027 Kia Niro SX

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

2027 Kia Niro SX

Decatur, AL

UnscoredLimited · 6
$35,424Mileage not verified

Comparison: 6 similar vehicles

Decatur, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$36,643Mileage not verified

Comparison: 3 similar vehicles

Huntsville, AL

2026 Kia Niro Wave

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

2026 Kia Niro Wave

Huntsville, AL

UnscoredInsufficient · 3
$36,643Mileage not verified

Comparison: 3 similar vehicles

Huntsville, 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 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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