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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

92 listings found

2014 Nissan LEAF S

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

2014 Nissan LEAF S

Milton, FL

UnscoredInsufficient · 0
$4,77682,562 mi

Milton, FL

2013 Tesla Model S

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

2013 Tesla Model S

Gulf Breeze, FL

UnscoredInsufficient · 0
$12,900105,698 mi

Gulf Breeze, FL

2021 Nissan Leaf SV Plus

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

2021 Nissan Leaf SV Plus

Pensacola, FL

UnscoredInsufficient · 0
$15,39841,184 mi

Pensacola, FL

No Photo

2022 Kia EV6 Light

Pensacola, FL

UnscoredInsufficient · 0
$18,99940,631 mi

Pensacola, FL

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

Fort Walton Beach, FL

UnscoredInsufficient · 0
$19,98549,747 mi

Fort Walton Beach, FL

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Pensacola, FL

UnscoredLimited · 12
$20,807106,680 mi

Comparison: 12 similar vehicles

Pensacola, FL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Pensacola, FL

OverpricedModerate · 40
$20,90012,473 mi

Market: $16,422 – $17,923

Comparison: 40 similar vehicles

Priced ~17% above the typical market range for similar vehicles (based on current market benchmarks)

Pensacola, FL

2020 Jaguar I-PACE HSE

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

2020 Jaguar I-PACE HSE

Pensacola, FL

UnscoredInsufficient · 0
$21,24952,422 mi

Pensacola, FL

2022 Tesla Model 3 Base

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

2022 Tesla Model 3 Base

Pensacola, FL

UnscoredInsufficient · 0
$22,90086,160 mi

Pensacola, FL

2023 Chevrolet Bolt EUV Premier

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

2023 Chevrolet Bolt EUV Premier

Pensacola, FL

UnscoredInsufficient · 0
$24,78443,036 mi

Pensacola, FL

2024 Hyundai IONIQ 5 SEL

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

2024 Hyundai IONIQ 5 SEL

Pensacola, FL

UnscoredLimited · 7
$24,90035,163 mi

Comparison: 7 similar vehicles

Pensacola, FL

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Fort Walton Beach, FL

UnscoredInsufficient · 4
$24,99652,796 mi

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2023 Audi Q4 Sportback e-tron Prestige

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

2023 Audi Q4 Sportback e-tron Prestige

Pensacola, FL

UnscoredInsufficient · 0
$25,29842,468 mi

Pensacola, FL

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Fort Walton Beach, FL

UnscoredLimited · 5
$25,43854,884 mi

Comparison: 5 similar vehicles

Fort Walton Beach, FL

2020 Tesla Model Y Performance

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

2020 Tesla Model Y Performance

Fort Walton Beach, FL

UnscoredInsufficient · 0
$26,99096,081 mi

Fort Walton Beach, FL

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Pensacola, FL

UnscoredLimited · 5
$26,99834,612 mi

Comparison: 5 similar vehicles

Pensacola, FL

2023 Ford Mustang Mach-E Premium RWD

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

2023 Ford Mustang Mach-E Premium RWD

Pensacola, FL

UnscoredInsufficient · 3
$27,87857,241 mi

Comparison: 3 similar vehicles

Pensacola, FL

2023 Ford Mustang Mach-E Select RWD

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

2023 Ford Mustang Mach-E Select RWD

Pensacola, FL

UnscoredInsufficient · 0
$28,83020,394 mi

Pensacola, FL

2025 Volkswagen ID.4 PRO

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

2025 Volkswagen ID.4 PRO

Pensacola, FL

UnscoredInsufficient · 0
$28,89616,180 mi

Pensacola, FL

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Fort Walton Beach, FL

Fair PriceModerate · 49
$28,994Mileage not verified

Market: $25,671 – $38,164

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 188 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2022 Ford Mustang Mach-E Premium AWD

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

2022 Ford Mustang Mach-E Premium AWD

Fort Walton Beach, FL

UnscoredInsufficient · 0
$29,49027,273 mi

Fort Walton Beach, FL

2024 Acura ZDX A-SPEC

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

2024 Acura ZDX A-SPEC

Pensacola, FL

UnscoredInsufficient · 4
$29,57737,885 mi

Comparison: 4 similar vehicles

Pensacola, FL

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Milton, FL

UnscoredLimited · 9
$31,278Mileage not verified

Comparison: 9 similar vehicles

Milton, FL

2020 Tesla Model Y Long Range

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

2020 Tesla Model Y Long Range

Pensacola, FL

UnscoredInsufficient · 3
$31,39670,371 mi

Comparison: 3 similar vehicles

Pensacola, FL

2024 Ford Mustang Mach-E Premium AWD

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

2024 Ford Mustang Mach-E Premium AWD

Fort Walton Beach, FL

UnscoredInsufficient · 0
$33,49912,743 mi

Fort Walton Beach, FL

2022 Tesla Model Y Performance

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

2022 Tesla Model Y Performance

Pensacola, FL

UnscoredInsufficient · 0
$33,93687,892 mi

Pensacola, FL

2022 Tesla Model 3 Performance

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

2022 Tesla Model 3 Performance

Pensacola, FL

UnscoredInsufficient · 3
$33,99852,741 mi

Comparison: 3 similar vehicles

Pensacola, FL

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Pensacola, FL

UnscoredLimited · 6
$34,2139,595 mi

Comparison: 6 similar vehicles

Pensacola, FL

2023 Tesla Model Y Performance

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

2023 Tesla Model Y Performance

Pensacola, FL

UnscoredInsufficient · 3
$35,92843,250 mi

Comparison: 3 similar vehicles

Pensacola, FL

2025 Hyundai IONIQ 6 Limited

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

2025 Hyundai IONIQ 6 Limited

Pensacola, FL

UnscoredInsufficient · 0
$36,99822,839 mi

Pensacola, FL

2024 Tesla Model Y Long Range

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

2024 Tesla Model Y Long Range

Pensacola, FL

UnscoredLimited · 9
$36,99834,246 mi

Comparison: 9 similar vehicles

Pensacola, FL

2024 Cadillac LYRIQ Sport 2

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

2024 Cadillac LYRIQ Sport 2

Pensacola, FL

UnscoredLimited · 9
$38,05627,200 mi

Comparison: 9 similar vehicles

Pensacola, FL

2024 VinFast VF 8 Plus

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

2024 VinFast VF 8 Plus

Pensacola, FL

UnscoredInsufficient · 0
$38,887665 mi

Pensacola, FL

2023 Lexus RZ Premium

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

2023 Lexus RZ Premium

Pensacola, FL

UnscoredLimited · 5
$39,90013,088 mi

Comparison: 5 similar vehicles

Pensacola, FL

2024 Cadillac LYRIQ Sport 1

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

2024 Cadillac LYRIQ Sport 1

Pensacola, FL

Fair PriceLimited · 17
$40,90023,466 mi

Market: $37,990 – $41,767

Comparison: 17 similar vehicles

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

Pensacola, FL

2024 Cadillac LYRIQ Sport 2

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

2024 Cadillac LYRIQ Sport 2

Crestview, FL

UnscoredInsufficient · 3
$40,90027,949 mi

Comparison: 3 similar vehicles

Crestview, FL

2024 Tesla Model Y Long Range

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

2024 Tesla Model Y Long Range

Crestview, FL

UnscoredInsufficient · 3
$40,99031,267 mi

Comparison: 3 similar vehicles

Crestview, FL

2026 Ford Mustang Mach-E Select RWD

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

2026 Ford Mustang Mach-E Select RWD

Fort Walton Beach, FL

Fair PriceModerate · 31
$41,334Mileage not verified

Market: $35,131 – $43,877

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Fort Walton Beach, FL

2026 Ford Mustang Mach-E Select RWD

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

2026 Ford Mustang Mach-E Select RWD

Fort Walton Beach, FL

Fair PriceModerate · 31
$41,334Mileage not verified

Market: $35,131 – $43,877

Comparison: 31 similar vehicles

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

Fort Walton Beach, FL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Pensacola, FL

UnscoredInsufficient · 4
$41,452Mileage not verified

Comparison: 4 similar vehicles

Pensacola, FL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Fort Walton Beach, FL

UnscoredInsufficient · 4
$42,196Mileage not verified

Comparison: 4 similar vehicles

Fort Walton Beach, FL

2026 Ford Mustang Mach-E Select RWD

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

2026 Ford Mustang Mach-E Select RWD

Fort Walton Beach, FL

Fair PriceModerate · 31
$42,329Mileage not verified

Market: $35,131 – $43,877

Comparison: 31 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

2026 Subaru Solterra Limited XT

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

2026 Subaru Solterra Limited XT

Fort Walton Beach, FL

UnscoredInsufficient · 0
$42,888Mileage not verified

Fort Walton Beach, FL

2027 Toyota bZ XLE

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

2027 Toyota bZ XLE

Fort Walton Beach, FL

UnscoredLimited · 5
$43,275Mileage not verified

Comparison: 5 similar vehicles

Fort Walton Beach, FL

2025 Ford Mustang Mach-E GT AWD

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

2025 Ford Mustang Mach-E GT AWD

Fort Walton Beach, FL

UnscoredLimited · 9
$43,99912,374 mi

Comparison: 9 similar vehicles

Fort Walton Beach, FL

2026 Chevrolet Blazer EV LT

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

2026 Chevrolet Blazer EV LT

Pensacola, FL

OverpricedModerate · 40
$44,567818 mi

Market: $36,134 – $43,685

Comparison: 40 similar vehicles

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

Pensacola, FL

2026 Honda Prologue EX

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

2026 Honda Prologue EX

Pensacola, FL

UnscoredLimited · 9
$44,849Mileage not verified

Comparison: 9 similar vehicles

Pensacola, FL

2025 Ford Mustang Mach-E GT AWD

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

2025 Ford Mustang Mach-E GT AWD

Fort Walton Beach, FL

UnscoredLimited · 9
$44,99910,106 mi

Comparison: 9 similar vehicles

Fort Walton Beach, FL

2025 Mercedes-Benz EQB Base

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

2025 Mercedes-Benz EQB Base

Fort Walton Beach, FL

UnscoredInsufficient · 0
$45,042413 mi

Fort Walton Beach, FL

2025 Ford Mustang Mach-E GT AWD

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

2025 Ford Mustang Mach-E GT AWD

Fort Walton Beach, FL

UnscoredLimited · 9
$45,49916,849 mi

Comparison: 9 similar vehicles

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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