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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

56 listings found

2011 Honda Insight LX

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

2011 Honda Insight LX

Lewisville, TX

UnscoredInsufficient · 0
$3,450194,496 mi

Lewisville, TX

2011 Hyundai Sonata Hybrid Base

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

2011 Hyundai Sonata Hybrid Base

Lewisville, TX

UnscoredInsufficient · 3
$3,950128,421 mi

Comparison: 3 similar vehicles

Lewisville, TX

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

Lewisville, TX

UnscoredInsufficient · 0
$4,99597,242 mi

Lewisville, TX

2010 Honda Insight LX

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

2010 Honda Insight LX

Lewisville, TX

UnscoredInsufficient · 3
$5,698159,360 mi

Comparison: 3 similar vehicles

Lewisville, TX

2014 Toyota Prius Three

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

2014 Toyota Prius Three

Lewisville, TX

UnscoredLimited · 6
$7,995Mileage not verified

Comparison: 6 similar vehicles

Lewisville, TX

2013 Honda Insight EX

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

2013 Honda Insight EX

Lewisville, TX

UnscoredInsufficient · 0
$8,213102,400 mi

Lewisville, TX

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

Sherman, TX

UnscoredInsufficient · 0
$10,220154,034 mi

Sherman, TX

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

Frisco, TX

UnscoredInsufficient · 0
$12,40090,428 mi

Frisco, TX

2019 Kia Niro LX

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

2019 Kia Niro LX

Frisco, TX

UnscoredInsufficient · 0
$15,77742,839 mi

Frisco, TX

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

Denton, TX

UnscoredLimited · 7
$16,00894,884 mi

Comparison: 7 similar vehicles

Denton, TX

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

Frisco, TX

UnscoredInsufficient · 0
$17,22099,399 mi

Frisco, TX

2023 Kia Niro Wind

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

2023 Kia Niro Wind

Denton, TX

UnscoredInsufficient · 0
$18,05443,436 mi

Denton, TX

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

Denton, TX

OverpricedLimited · 15
$18,99868,229 mi

Market: $14,988 – $17,224

Comparison: 15 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Denton, TX

2024 Kia Niro Wind

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

2024 Kia Niro Wind

Denton, TX

UnscoredInsufficient · 3
$20,08817,798 mi

Comparison: 3 similar vehicles

Denton, TX

2024 Toyota Prius XLE

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

2024 Toyota Prius XLE

Lewisville, TX

UnscoredInsufficient · 0
$20,90017,229 mi

Lewisville, TX

2024 Hyundai Sonata Hybrid SEL

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

2024 Hyundai Sonata Hybrid SEL

Lewisville, TX

UnscoredInsufficient · 0
$23,00033,156 mi

Lewisville, TX

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

Denison, TX

Fair PriceLimited · 17
$24,79011,826 mi

Market: $22,972 – $26,998

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Denison, TX

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

Ardmore, OK

Fair PriceModerate · 29
$25,1107,385 mi

Market: $14,950 – $30,995

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 168 days listed (based on current market benchmarks)

Ardmore, OK

2025 Toyota Prius LE

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

2025 Toyota Prius LE

Corinth, TX

UnscoredInsufficient · 3
$26,72443,248 mi

Comparison: 3 similar vehicles

Corinth, TX

2024 Toyota Prius LE

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

2024 Toyota Prius LE

Corinth, TX

UnscoredInsufficient · 0
$26,72435,485 mi

Corinth, TX

2025 Toyota Prius LE

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

2025 Toyota Prius LE

Denton, TX

Fair PriceModerate · 20
$26,99834,569 mi

Market: $25,222 – $28,295

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Denton, TX

2026 Kia Niro LX

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

2026 Kia Niro LX

Corinth, TX

Fair PriceLimited · 12
$27,715Mileage not verified

Market: $26,321 – $29,900

Comparison: 12 similar vehicles

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

Corinth, TX

2023 Toyota Prius XLE

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

2023 Toyota Prius XLE

Plano, TX

UnscoredLimited · 8
$30,14638,496 mi

Comparison: 8 similar vehicles

Plano, TX

2026 Kia Niro EX

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

2026 Kia Niro EX

Corinth, TX

Fair PriceModerate · 25
$30,260809 mi

Market: $28,448 – $34,125

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 126 days listed (based on current market benchmarks)

Corinth, TX

2026 Kia Niro EX

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

2026 Kia Niro EX

Corinth, TX

Fair PriceModerate · 25
$30,300Mileage not verified

Market: $28,448 – $34,125

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Corinth, TX

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

Denton, TX

Fair PriceLimited · 16
$30,740Mileage not verified

Market: $30,740 – $34,235

Comparison: 16 similar vehicles

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

Denton, TX

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Denton, TX

UnscoredLimited · 7
$30,959Mileage not verified

Comparison: 7 similar vehicles

Denton, TX

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

Sherman, TX

Fair PriceRobust · 92
$31,220Mileage not verified

Market: $28,546 – $32,073

Comparison: 92 similar vehicles

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

Sherman, TX

2026 Kia Niro EX

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

2026 Kia Niro EX

Fort Worth, TX

Fair PriceModerate · 23
$31,604Mileage not verified

Market: $28,448 – $34,125

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Fort Worth, TX

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

Ardmore, OK

Fair PriceModerate · 30
$32,014Mileage not verified

Market: $27,167 – $34,235

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Ardmore, OK

2026 Kia Niro EX

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

2026 Kia Niro EX

Corinth, TX

Fair PriceModerate · 25
$32,090Mileage not verified

Market: $28,448 – $34,125

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Corinth, TX

2026 Toyota Prius XLE

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

2026 Toyota Prius XLE

Plano, TX

UnscoredInsufficient · 0
$32,62826,176 mi

Plano, TX

2027 Kia Niro LX

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

2027 Kia Niro LX

Fort Worth, TX

UnscoredLimited · 7
$32,745Mileage not verified

Comparison: 7 similar vehicles

Fort Worth, TX

2027 Kia Niro EX

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

2027 Kia Niro EX

Sherman, TX

Fair PriceModerate · 30
$32,870Mileage not verified

Market: $32,274 – $35,529

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Sherman, TX

2027 Kia Niro LX

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

2027 Kia Niro LX

Corinth, TX

UnscoredLimited · 6
$32,930Mileage not verified

Comparison: 6 similar vehicles

Corinth, TX

2027 Kia Niro EX

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

2027 Kia Niro EX

Sherman, TX

Fair PriceModerate · 30
$32,970Mileage not verified

Market: $32,274 – $35,529

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Sherman, TX

2027 Kia Niro EX

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

2027 Kia Niro EX

Sherman, TX

Fair PriceModerate · 30
$32,970Mileage not verified

Market: $32,274 – $35,529

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Sherman, TX

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Lewisville, TX

UnscoredLimited · 7
$33,228Mileage not verified

Comparison: 7 similar vehicles

Lewisville, TX

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Denton, TX

UnscoredLimited · 9
$33,408Mileage not verified

Comparison: 9 similar vehicles

Denton, TX

2027 Toyota Prius Nightshade

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

2027 Toyota Prius Nightshade

Denton, TX

UnscoredInsufficient · 0
$33,719Mileage not verified

Denton, TX

2027 Kia Niro SX

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

2027 Kia Niro SX

Sherman, TX

Fair PriceLimited · 11
$36,920Mileage not verified

Market: $36,985 – $39,174

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 15 days listed (based on current market benchmarks)

Sherman, TX

2027 Kia Niro SX

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

2027 Kia Niro SX

Sherman, TX

Fair PriceLimited · 11
$36,985Mileage not verified

Market: $36,920 – $39,174

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Sherman, TX

2027 Kia Niro SX

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

2027 Kia Niro SX

Sherman, TX

Fair PriceLimited · 11
$36,985Mileage not verified

Market: $36,920 – $39,174

Comparison: 11 similar vehicles

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

Sherman, TX

2027 Toyota Prius XLE

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

2027 Toyota Prius XLE

Plano, TX

UnscoredLimited · 9
$37,087Mileage not verified

Comparison: 9 similar vehicles

Plano, TX

2025 Toyota Prius XSE

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

2025 Toyota Prius XSE

Lewisville, TX

UnscoredInsufficient · 0
$37,1352,000 mi

Lewisville, TX

2027 Kia Niro SX

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

2027 Kia Niro SX

Corinth, TX

UnscoredInsufficient · 4
$37,490Mileage not verified

Comparison: 4 similar vehicles

Corinth, TX

2026 Toyota Prius Limited

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

2026 Toyota Prius Limited

Lewisville, TX

UnscoredInsufficient · 0
$37,613Mileage not verified

Lewisville, TX

2025 Toyota Prius XSE

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

2025 Toyota Prius XSE

Lewisville, TX

UnscoredInsufficient · 0
$39,257336 mi

Lewisville, TX

2027 Toyota Prius Limited

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

2027 Toyota Prius Limited

Prosper, TX

UnscoredInsufficient · 4
$39,732Mileage not verified

Comparison: 4 similar vehicles

Prosper, TX

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

Denton, TX

Fair PriceModerate · 29
$39,979Mileage not verified

Market: $39,983 – $41,325

Comparison: 29 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 20 days listed (based on current market benchmarks)

Denton, TX

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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