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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

120 listings found

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

UnscoredInsufficient · 0
$12,87743,207 mi

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

Fair PriceModerate · 32
$14,59118,943 mi

Market: $15,066 – $16,523

Comparison: 32 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 11 days listed (based on current market benchmarks)

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

UnscoredInsufficient · 0
$14,78320,479 mi

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

Fair PriceModerate · 32
$15,06619,489 mi

Market: $14,591 – $16,523

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

Fair PriceModerate · 32
$15,10012,956 mi

Market: $14,591 – $16,523

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

Fair PriceModerate · 32
$15,46715,343 mi

Market: $14,591 – $16,523

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

Fair PriceModerate · 32
$15,64313,234 mi

Market: $14,591 – $16,347

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Montgomery, AL

2021 Volkswagen ID.4 PRO S

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

2021 Volkswagen ID.4 PRO S

Montgomery, AL

Unscored
$15,75894,510 mi

Comparison: 15 similar vehicles

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

Unscored
$15,9689,376 mi

Comparison: 8 similar vehicles

Montgomery, AL

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Montgomery, AL

Unscored
$16,2565,521 mi

Comparison: 8 similar vehicles

Montgomery, AL

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

Prattville, AL

Unscored
$19,99656,921 mi

Comparison: 9 similar vehicles

Prattville, AL

2024 Nissan ARIYA Engage+

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

2024 Nissan ARIYA Engage+

Montgomery, AL

UnscoredInsufficient · 0
$23,98428,370 mi

Montgomery, AL

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

Auburn, AL

Unscored
$24,85835,163 mi

Comparison: 8 similar vehicles

Auburn, AL

2025 Chevrolet Equinox EV 1LT

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

2025 Chevrolet Equinox EV 1LT

Prattville, AL

Unscored
$25,4312,580 mi

Comparison: 6 similar vehicles

Prattville, AL

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Auburn, AL

UnscoredInsufficient · 4
$25,671Mileage not verified

Comparison: 4 similar vehicles

Auburn, AL

2023 Hyundai IONIQ 6 Limited

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

2023 Hyundai IONIQ 6 Limited

Montgomery, AL

UnscoredInsufficient · 0
$27,90046,147 mi

Montgomery, AL

2024 Chevrolet Equinox EV RS

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

2024 Chevrolet Equinox EV RS

Montgomery, AL

Unscored
$27,99815,532 mi

Comparison: 7 similar vehicles

Montgomery, AL

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Auburn, AL

UnscoredInsufficient · 4
$28,029Mileage not verified

Comparison: 4 similar vehicles

Auburn, AL

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Auburn, AL

UnscoredInsufficient · 4
$28,029Mileage not verified

Comparison: 4 similar vehicles

Auburn, AL

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Prattville, AL

Fair PriceRobust · 159
$29,990Mileage not verified

Market: $25,671 – $38,164

Comparison: 159 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Prattville, AL

2024 Chevrolet Equinox EV RS

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

2024 Chevrolet Equinox EV RS

Montgomery, AL

OverpricedModerate · 26
$29,99821,702 mi

Market: $23,980 – $29,993

Comparison: 26 similar vehicles

Montgomery, AL

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Prattville, AL

UnscoredInsufficient · 3
$30,76832,499 mi

Comparison: 3 similar vehicles

Prattville, AL

2025 Ford Mustang Mach-E Select RWD

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

2025 Ford Mustang Mach-E Select RWD

Montgomery, AL

OverpricedLimited · 17
$31,58910,337 mi

Market: $26,888 – $30,246

Comparison: 17 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Montgomery, AL

2025 Ford Mustang Mach-E Premium RWD

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

2025 Ford Mustang Mach-E Premium RWD

Montgomery, AL

UnscoredInsufficient · 0
$32,9954,096 mi

Montgomery, AL

2024 Hyundai IONIQ 5 Limited

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

2024 Hyundai IONIQ 5 Limited

Auburn, AL

Unscored
$34,50033,481 mi

Comparison: 5 similar vehicles

Auburn, AL

2022 Tesla Model 3 Long Range

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

2022 Tesla Model 3 Long Range

Montgomery, AL

OverpricedRobust · 55
$35,35477,935 mi

Market: $20,968 – $29,991

Comparison: 55 similar vehicles

Priced ~18% above the typical market range for similar vehicles (based on current market benchmarks)

Montgomery, AL

2024 Lexus RZ Luxury

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

2024 Lexus RZ Luxury

Montgomery, AL

UnscoredInsufficient · 0
$35,60034,960 mi

Montgomery, AL

2022 Tesla Model Y Long Range

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

2022 Tesla Model Y Long Range

LaGrange, GA

Fair PriceLimited · 15
$35,80141,147 mi

Market: $32,949 – $39,793

Comparison: 15 similar vehicles

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

LaGrange, GA

2023 Ford Mustang Mach-E GT AWD

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

2023 Ford Mustang Mach-E GT AWD

Montgomery, AL

Unscored
$35,88031,419 mi

Comparison: 6 similar vehicles

Montgomery, AL

2024 Audi Q8 e-tron Premium Plus

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

2024 Audi Q8 e-tron Premium Plus

Montgomery, AL

Unscored
$35,99637,009 mi

Comparison: 8 similar vehicles

Montgomery, AL

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

Prattville, AL

Fair PriceModerate · 22
$36,317Mileage not verified

Market: $35,029 – $42,835

Comparison: 22 similar vehicles

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

Prattville, AL

2025 Tesla Model 3 Long Range

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

2025 Tesla Model 3 Long Range

Auburn, AL

Fair PriceModerate · 28
$36,68732,903 mi

Market: $36,695 – $44,793

Comparison: 28 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 10 days listed (based on current market benchmarks)

Auburn, AL

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

Auburn, AL

Fair PriceModerate · 26
$37,19943,254 mi

Market: $29,960 – $40,095

Comparison: 26 similar vehicles

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

Auburn, AL

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

Auburn, AL

Great DealModerate · 47
$38,30927,200 mi

Market: $40,894 – $44,176

Comparison: 47 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 32 days listed (based on current market benchmarks)

Auburn, AL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Auburn, AL

Fair PriceRobust · 116
$38,604Mileage not verified

Market: $35,605 – $51,250

Comparison: 116 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 137 days listed (based on current market benchmarks)

Auburn, AL

2027 Hyundai IONIQ 5 SE

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

2027 Hyundai IONIQ 5 SE

Auburn, AL

Fair PriceModerate · 29
$39,640Mileage not verified

Market: $37,123 – $41,529

Comparison: 29 similar vehicles

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

Auburn, AL

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

Montgomery, AL

Fair PriceRobust · 124
$41,155Mileage not verified

Market: $33,828 – $45,373

Comparison: 124 similar vehicles

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

Montgomery, AL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Sylacauga, AL

Unscored
$41,418Mileage not verified

Comparison: 8 similar vehicles

Sylacauga, AL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Montgomery, AL

Fair PriceRobust · 118
$41,547Mileage not verified

Market: $35,605 – $51,250

Comparison: 118 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Montgomery, AL

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

Valley, AL

Unscored
$41,783162 mi

Comparison: 5 similar vehicles

Valley, AL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Sylacauga, AL

Unscored
$41,786Mileage not verified

Comparison: 8 similar vehicles

Sylacauga, AL

2026 Honda Prologue EX

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

2026 Honda Prologue EX

Auburn, AL

UnscoredInsufficient · 3
$41,850Mileage not verified

Comparison: 3 similar vehicles

Auburn, AL

2026 Lexus RZ Premium

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

2026 Lexus RZ Premium

Montgomery, AL

Unscored
$41,9841,368 mi

Comparison: 6 similar vehicles

Montgomery, AL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Sylacauga, AL

Unscored
$42,524Mileage not verified

Comparison: 8 similar vehicles

Sylacauga, AL

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Montgomery, AL

Fair PriceRobust · 118
$42,525Mileage not verified

Market: $35,605 – $51,250

Comparison: 118 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 183 days listed (based on current market benchmarks)

Montgomery, AL

2026 Honda Prologue EX

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

2026 Honda Prologue EX

Opelika, AL

Unscored
$42,749Mileage not verified

Comparison: 5 similar vehicles

Opelika, AL

2026 Honda Prologue EX

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

2026 Honda Prologue EX

LaGrange, GA

Fair PriceModerate · 21
$42,948Mileage not verified

Market: $40,989 – $46,197

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

LaGrange, GA

2026 Ford Mustang Mach-E Premium RWD

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

2026 Ford Mustang Mach-E Premium RWD

Prattville, AL

UnscoredInsufficient · 3
$42,974Mileage not verified

Comparison: 3 similar vehicles

Prattville, AL

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

Montgomery, AL

Fair PriceRobust · 50
$42,99827,398 mi

Market: $37,999 – $43,998

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Montgomery, AL

2026 Ford Mustang Mach-E Premium RWD

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

2026 Ford Mustang Mach-E Premium RWD

Montgomery, AL

Fair PriceLimited · 17
$43,189Mileage not verified

Market: $43,979 – $54,380

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 19 days listed (based on current market benchmarks)

Montgomery, 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.
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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