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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

327 listings found

2015 Kia Forte LX

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

2015 Kia Forte LX

New Port Richey, FL

Salvage title
$3,99582,285 mi

New Port Richey, FL

2014 Kia Soul Base

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

2014 Kia Soul Base

New Port Richey, FL

UnscoredLimited · 14
$4,500158,247 mi

Comparison: 14 similar vehicles

New Port Richey, FL

2016 Kia Soul Base

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

2016 Kia Soul Base

New Port Richey, FL

Fair PriceModerate · 43
$4,570103,844 mi

Market: $3,900 – $10,690

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

New Port Richey, FL

2018 Kia Soul Base

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

2018 Kia Soul Base

New Port Richey, FL

UnscoredLimited · 5
$5,900Mileage not verified

Comparison: 5 similar vehicles

New Port Richey, FL

2016 Kia Soul Base

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

2016 Kia Soul Base

New Port Richey, FL

Fair PriceModerate · 43
$5,97092,564 mi

Market: $3,900 – $10,690

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 129 days listed (based on current market benchmarks)

New Port Richey, FL

2016 Kia Sorento SX

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

2016 Kia Sorento SX

New Port Richey, FL

UnscoredLimited · 7
$6,500138,638 mi

Comparison: 7 similar vehicles

New Port Richey, FL

2015 Kia Soul +

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

2015 Kia Soul +

New Port Richey, FL

UnscoredInsufficient · 3
$6,995110,798 mi

Comparison: 3 similar vehicles

New Port Richey, FL

2019 Kia Optima EX

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

2019 Kia Optima EX

New Port Richey, FL

UnscoredLimited · 7
$7,900110,800 mi

Comparison: 7 similar vehicles

New Port Richey, FL

2018 Kia Soul Base

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

2018 Kia Soul Base

New Port Richey, FL

UnscoredLimited · 5
$7,99592,713 mi

Comparison: 5 similar vehicles

New Port Richey, FL

2015 Kia Sportage LX

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

2015 Kia Sportage LX

New Port Richey, FL

UnscoredLimited · 5
$7,995122,450 mi

Comparison: 5 similar vehicles

New Port Richey, FL

2022 Kia Soul LX

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

2022 Kia Soul LX

New Port Richey, FL

UnscoredLimited · 6
$9,995144,144 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2020 Kia Sorento L

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

2020 Kia Sorento L

New Port Richey, FL

UnscoredInsufficient · 0
$10,935115,566 mi

New Port Richey, FL

2017 Kia Soul +

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

2017 Kia Soul +

New Port Richey, FL

UnscoredInsufficient · 0
$10,99546,090 mi

New Port Richey, FL

2014 Kia Cadenza Premium

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

2014 Kia Cadenza Premium

New Port Richey, FL

UnscoredInsufficient · 0
$13,99939,297 mi

New Port Richey, FL

2019 Kia Sorento L

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

2019 Kia Sorento L

New Port Richey, FL

UnscoredInsufficient · 4
$14,99965,049 mi

Comparison: 4 similar vehicles

New Port Richey, FL

2023 Kia Forte LXS

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

2023 Kia Forte LXS

New Port Richey, FL

Great DealLimited · 10
$15,50043,021 mi

Market: $16,965 – $20,273

Comparison: 10 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 11 days listed (based on current market benchmarks)

New Port Richey, FL

2020 Kia Optima SE

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

2020 Kia Optima SE

New Port Richey, FL

OverpricedLimited · 17
$15,79967,653 mi

Market: $6,890 – $14,910

Comparison: 17 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

New Port Richey, FL

2021 Kia Sorento LX

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

2021 Kia Sorento LX

New Port Richey, FL

UnscoredLimited · 9
$16,77583,398 mi

Comparison: 9 similar vehicles

New Port Richey, FL

2023 Kia Soul LX

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

2023 Kia Soul LX

New Port Richey, FL

UnscoredLimited · 8
$16,79955,277 mi

Comparison: 8 similar vehicles

New Port Richey, FL

2022 Kia Soul LX

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

2022 Kia Soul LX

New Port Richey, FL

UnscoredLimited · 6
$16,86466,811 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2024 Kia Sportage LX

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

2024 Kia Sportage LX

New Port Richey, FL

UnscoredLimited · 6
$17,00062,364 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2023 Kia Rio S

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

2023 Kia Rio S

New Port Richey, FL

UnscoredLimited · 8
$17,38464,622 mi

Comparison: 8 similar vehicles

New Port Richey, FL

2023 Kia Rio 5-Door S

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

2023 Kia Rio 5-Door S

New Port Richey, FL

UnscoredInsufficient · 0
$18,33429,347 mi

New Port Richey, FL

2025 Kia K4 EX

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

2025 Kia K4 EX

New Port Richey, FL

Great DealLimited · 17
$18,63714,012 mi

Market: $22,359 – $23,647

Comparison: 17 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 23 days listed (based on current market benchmarks)

New Port Richey, FL

2023 Kia Sportage LX Hybrid

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

2023 Kia Sportage LX Hybrid

New Port Richey, FL

UnscoredLimited · 6
$18,63789,982 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2023 Kia Soul LX

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

2023 Kia Soul LX

New Port Richey, FL

UnscoredLimited · 6
$19,02435,140 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2023 Kia Seltos S

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

2023 Kia Seltos S

New Port Richey, FL

UnscoredLimited · 6
$19,23555,049 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2021 Kia Sportage SX Turbo

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

2021 Kia Sportage SX Turbo

New Port Richey, FL

UnscoredInsufficient · 0
$19,45461,784 mi

New Port Richey, FL

2025 Kia K4 LX

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

2025 Kia K4 LX

New Port Richey, FL

Great DealLimited · 15
$19,50024,191 mi

Market: $21,808 – $23,763

Comparison: 15 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 19 days listed (based on current market benchmarks)

New Port Richey, FL

2023 Kia Sportage EX

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

2023 Kia Sportage EX

New Port Richey, FL

Great DealLimited · 14
$19,50031,696 mi

Market: $20,987 – $23,205

Comparison: 14 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 33 days listed (based on current market benchmarks)

New Port Richey, FL

2021 Kia Sorento S

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

2021 Kia Sorento S

New Port Richey, FL

Fair PriceModerate · 25
$19,63757,927 mi

Market: $18,002 – $22,283

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

New Port Richey, FL

2022 Kia Sorento S

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

2022 Kia Sorento S

New Port Richey, FL

Fair PriceModerate · 37
$20,06580,932 mi

Market: $18,376 – $22,895

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

New Port Richey, FL

2025 Kia Soul LX

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

2025 Kia Soul LX

New Port Richey, FL

Fair PriceLimited · 17
$20,3259,563 mi

Market: $15,700 – $21,313

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

New Port Richey, FL

2023 Kia Soul LX

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

2023 Kia Soul LX

New Port Richey, FL

UnscoredLimited · 8
$21,214Mileage not verified

Comparison: 8 similar vehicles

New Port Richey, FL

2023 Kia Seltos S

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

2023 Kia Seltos S

New Port Richey, FL

Fair PriceModerate · 28
$21,47425,140 mi

Market: $19,320 – $23,257

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

New Port Richey, FL

2024 Kia K5 GT-Line

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

2024 Kia K5 GT-Line

New Port Richey, FL

UnscoredLimited · 15
$21,90074,872 mi

Comparison: 15 similar vehicles

New Port Richey, FL

2020 Kia Telluride EX

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

2020 Kia Telluride EX

New Port Richey, FL

UnscoredInsufficient · 4
$22,24573,364 mi

Comparison: 4 similar vehicles

New Port Richey, FL

2021 Kia K5 GT-Line

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

2021 Kia K5 GT-Line

New Port Richey, FL

Fair PriceLimited · 11
$22,29451,560 mi

Market: $21,071 – $24,890

Comparison: 11 similar vehicles

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

New Port Richey, FL

2023 Kia Seltos S

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

2023 Kia Seltos S

New Port Richey, FL

OverpricedModerate · 28
$22,39810,075 mi

Market: $19,912 – $21,169

Comparison: 28 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

New Port Richey, FL

2025 Kia Niro EX

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

2025 Kia Niro EX

New Port Richey, FL

UnscoredInsufficient · 0
$22,78443,384 mi

New Port Richey, FL

2023 Kia Sorento S

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

2023 Kia Sorento S

New Port Richey, FL

UnscoredLimited · 6
$22,78465,981 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2026 Kia K4 LXS

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

2026 Kia K4 LXS

New Port Richey, FL

Fair PriceRobust · 172
$23,973Mileage not verified

Market: $23,087 – $26,541

Comparison: 172 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

New Port Richey, FL

2024 Kia Sportage EX

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

2024 Kia Sportage EX

New Port Richey, FL

Fair PriceModerate · 48
$24,17461,056 mi

Market: $18,494 – $26,798

Comparison: 48 similar vehicles

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

New Port Richey, FL

2026 Kia K4 LX

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

2026 Kia K4 LX

New Port Richey, FL

Fair PriceLimited · 10
$24,273Mileage not verified

Market: $22,539 – $24,815

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

New Port Richey, FL

2026 Kia K4 LXS

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

2026 Kia K4 LXS

New Port Richey, FL

Fair PriceRobust · 172
$24,573Mileage not verified

Market: $23,087 – $26,541

Comparison: 172 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 151 days listed (based on current market benchmarks)

New Port Richey, FL

2026 Kia K4 LXS

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

2026 Kia K4 LXS

New Port Richey, FL

Fair PriceRobust · 172
$24,623Mileage not verified

Market: $23,087 – $26,541

Comparison: 172 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

New Port Richey, FL

2026 Kia K4 LXS

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

2026 Kia K4 LXS

New Port Richey, FL

Fair PriceRobust · 172
$24,723Mileage not verified

Market: $23,087 – $26,541

Comparison: 172 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

New Port Richey, FL

2023 Kia Sportage SX

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

2023 Kia Sportage SX

New Port Richey, FL

UnscoredLimited · 6
$24,78551,447 mi

Comparison: 6 similar vehicles

New Port Richey, FL

2015 Kia Soul +

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

2015 Kia Soul +

New Port Richey, FL

UnscoredInsufficient · 0
$24,89054,265 mi

New Port Richey, FL

2026 Kia K4 LXS

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

2026 Kia K4 LXS

New Port Richey, FL

Fair PriceRobust · 172
$24,933Mileage not verified

Market: $23,087 – $26,541

Comparison: 172 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 134 days listed (based on current market benchmarks)

New Port Richey, FL

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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