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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

383 listings found

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Fort Walton Beach, FL

UnscoredLimited · 16
$5,490243,937 mi

Comparison: 16 similar vehicles

Fort Walton Beach, FL

2005 Toyota Sequoia SR5

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

2005 Toyota Sequoia SR5

Fort Walton Beach, FL

UnscoredInsufficient · 0
$6,444187,615 mi

Fort Walton Beach, FL

2012 Toyota Corolla L

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

2012 Toyota Corolla L

Fort Walton Beach, FL

UnscoredInsufficient · 0
$7,994164,503 mi

Fort Walton Beach, FL

2005 Toyota Tundra SR5

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

2005 Toyota Tundra SR5

Fort Walton Beach, FL

UnscoredInsufficient · 0
$8,996190,049 mi

Fort Walton Beach, FL

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Fort Walton Beach, FL

UnscoredLimited · 10
$10,996143,353 mi

Comparison: 10 similar vehicles

Fort Walton Beach, FL

2010 Toyota Camry SE

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

2010 Toyota Camry SE

Fort Walton Beach, FL

UnscoredInsufficient · 3
$11,094148,510 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2015 Toyota Camry XSE

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

2015 Toyota Camry XSE

Fort Walton Beach, FL

UnscoredInsufficient · 3
$11,999171,499 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2012 Toyota Camry SE

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

2012 Toyota Camry SE

Fort Walton Beach, FL

OverpricedModerate · 30
$12,998110,794 mi

Market: $5,999 – $11,495

Comparison: 30 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Fort Walton Beach, FL

2016 Toyota Camry Special Edition

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

2016 Toyota Camry Special Edition

Fort Walton Beach, FL

UnscoredModerate · 27
$13,488154,441 mi

Comparison: 27 similar vehicles

Fort Walton Beach, FL

2013 Toyota 4Runner SR5

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

2013 Toyota 4Runner SR5

Fort Walton Beach, FL

UnscoredInsufficient · 4
$13,999204,445 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Fort Walton Beach, FL

Fair PriceModerate · 42
$14,98891,274 mi

Market: $6,120 – $16,998

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2019 Toyota C-HR LE

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

2019 Toyota C-HR LE

Fort Walton Beach, FL

Fair PriceLimited · 11
$14,996119,134 mi

Market: $13,967 – $18,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2015 Toyota Avalon Limited

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

2015 Toyota Avalon Limited

Fort Walton Beach, FL

UnscoredInsufficient · 0
$14,996148,544 mi

Fort Walton Beach, FL

2015 Toyota Avalon XLE Touring

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

2015 Toyota Avalon XLE Touring

Fort Walton Beach, FL

UnscoredInsufficient · 3
$15,99685,627 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2011 Toyota 4Runner Limited

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

2011 Toyota 4Runner Limited

Fort Walton Beach, FL

UnscoredInsufficient · 0
$16,290168,010 mi

Fort Walton Beach, FL

2012 Toyota 4Runner SR5

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

2012 Toyota 4Runner SR5

Fort Walton Beach, FL

UnscoredLimited · 9
$16,490162,759 mi

Comparison: 9 similar vehicles

Fort Walton Beach, FL

2020 Toyota Corolla LE

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

2020 Toyota Corolla LE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$16,99682,628 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2020 Toyota Corolla LE

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

2020 Toyota Corolla LE

Fort Walton Beach, FL

Fair PriceModerate · 41
$16,99969,075 mi

Market: $11,000 – $21,188

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2017 Toyota RAV4 LE

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

2017 Toyota RAV4 LE

Fort Walton Beach, FL

Fair PriceLimited · 17
$17,165110,532 mi

Market: $12,776 – $19,898

Comparison: 17 similar vehicles

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

Fort Walton Beach, FL

2013 Toyota Tacoma Base

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

2013 Toyota Tacoma Base

Fort Walton Beach, FL

UnscoredLimited · 7
$17,417134,826 mi

Comparison: 7 similar vehicles

Fort Walton Beach, FL

2017 Toyota Camry SE

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

2017 Toyota Camry SE

Fort Walton Beach, FL

UnscoredLimited · 5
$17,99668,005 mi

Comparison: 5 similar vehicles

Fort Walton Beach, FL

2015 Toyota Avalon Limited Hybrid

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

2015 Toyota Avalon Limited Hybrid

Fort Walton Beach, FL

UnscoredInsufficient · 0
$17,99659,268 mi

Fort Walton Beach, FL

2016 Toyota Highlander XLE

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

2016 Toyota Highlander XLE

Fort Walton Beach, FL

UnscoredLimited · 14
$18,288131,910 mi

Comparison: 14 similar vehicles

Fort Walton Beach, FL

2017 Toyota Tacoma SR

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

2017 Toyota Tacoma SR

Fort Walton Beach, FL

UnscoredInsufficient · 3
$18,99698,611 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2020 Toyota Camry XSE

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

2020 Toyota Camry XSE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$19,694120,465 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2020 Toyota Camry XSE

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

2020 Toyota Camry XSE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$19,863136,191 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Fort Walton Beach, FL

UnscoredLimited · 11
$19,99638,940 mi

Comparison: 11 similar vehicles

Fort Walton Beach, FL

2019 Toyota Camry SE

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

2019 Toyota Camry SE

Fort Walton Beach, FL

Fair PriceModerate · 37
$19,99683,159 mi

Market: $14,099 – $30,819

Comparison: 37 similar vehicles

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

Fort Walton Beach, FL

2017 Toyota RAV4 SE

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

2017 Toyota RAV4 SE

Fort Walton Beach, FL

UnscoredLimited · 7
$20,77075,081 mi

Comparison: 7 similar vehicles

Fort Walton Beach, FL

2018 Toyota RAV4 SE

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

2018 Toyota RAV4 SE

Fort Walton Beach, FL

Fair PriceLimited · 12
$20,92597,520 mi

Market: $14,725 – $25,518

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2023 Toyota Corolla LE

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

2023 Toyota Corolla LE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$20,99039,586 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2019 Toyota Prius Prime Advanced

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

2019 Toyota Prius Prime Advanced

Fort Walton Beach, FL

UnscoredInsufficient · 0
$20,99670,236 mi

Fort Walton Beach, FL

2022 Toyota Sienna LE

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

2022 Toyota Sienna LE

Fort Walton Beach, FL

UnscoredLimited · 9
$21,312169,778 mi

Comparison: 9 similar vehicles

Fort Walton Beach, FL

2023 Toyota Corolla LE

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

2023 Toyota Corolla LE

Fort Walton Beach, FL

UnscoredInsufficient · 0
$21,48819,730 mi

Fort Walton Beach, FL

2018 Toyota RAV4 XLE

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

2018 Toyota RAV4 XLE

Fort Walton Beach, FL

OverpricedModerate · 21
$21,49079,221 mi

Market: $12,995 – $19,797

Comparison: 21 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Fort Walton Beach, FL

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Fort Walton Beach, FL

Fair PriceLimited · 12
$21,89933,355 mi

Market: $19,996 – $22,667

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 402 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Fort Walton Beach, FL

Fair PriceLimited · 12
$21,99932,358 mi

Market: $19,996 – $22,667

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Fort Walton Beach, FL

Fair PriceModerate · 33
$22,11510,205 mi

Market: $21,998 – $26,950

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2024 Toyota Corolla SE

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

2024 Toyota Corolla SE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$22,28858,948 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2019 Toyota Highlander LE

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

2019 Toyota Highlander LE

Fort Walton Beach, FL

Fair PriceModerate · 25
$22,41970,022 mi

Market: $18,474 – $22,567

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2022 Toyota Prius Prime Limited

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

2022 Toyota Prius Prime Limited

Fort Walton Beach, FL

UnscoredInsufficient · 0
$22,592102,728 mi

Fort Walton Beach, FL

2019 Toyota Highlander XLE

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

2019 Toyota Highlander XLE

Fort Walton Beach, FL

UnscoredLimited · 10
$22,921101,027 mi

Comparison: 10 similar vehicles

Fort Walton Beach, FL

2021 Toyota RAV4 LE

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

2021 Toyota RAV4 LE

Fort Walton Beach, FL

Fair PriceModerate · 24
$22,93891,640 mi

Market: $18,959 – $27,191

Comparison: 24 similar vehicles

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

Fort Walton Beach, FL

2024 Toyota Corolla LE

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

2024 Toyota Corolla LE

Fort Walton Beach, FL

Fair PriceModerate · 41
$22,99030,328 mi

Market: $20,478 – $24,748

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2020 Toyota RAV4 XSE

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

2020 Toyota RAV4 XSE

Fort Walton Beach, FL

UnscoredLimited · 17
$22,996135,461 mi

Comparison: 17 similar vehicles

Fort Walton Beach, FL

2023 Toyota Corolla SE

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

2023 Toyota Corolla SE

Fort Walton Beach, FL

UnscoredInsufficient · 3
$22,99934,086 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2018 Toyota 4Runner Limited

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

2018 Toyota 4Runner Limited

Fort Walton Beach, FL

UnscoredLimited · 12
$22,999133,955 mi

Comparison: 12 similar vehicles

Fort Walton Beach, FL

2015 Toyota 4Runner SR5

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

2015 Toyota 4Runner SR5

Fort Walton Beach, FL

UnscoredInsufficient · 4
$23,520139,193 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$23,99610,133 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2025 Toyota Camry LE

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

2025 Toyota Camry LE

Fort Walton Beach, FL

Fair PriceRobust · 79
$24,29346,952 mi

Market: $24,990 – $34,990

Comparison: 79 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 46 days listed (based on current market benchmarks)

Fort Walton Beach, 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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