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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

194 listings found

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Chattanooga, TN

UnscoredInsufficient · 0
$1,99153,516 mi

Chattanooga, TN

2016 Mitsubishi i-MiEV ES

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

2016 Mitsubishi i-MiEV ES

Dalton, GA

UnscoredInsufficient · 0
$3,90065,176 mi

Dalton, GA

2014 BMW i3 Base

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

2014 BMW i3 Base

Dalton, GA

UnscoredInsufficient · 3
$6,90088,782 mi

Comparison: 3 similar vehicles

Dalton, GA

2020 Nissan Leaf SV Plus

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

2020 Nissan Leaf SV Plus

Chattanooga, TN

UnscoredInsufficient · 0
$16,99840,609 mi

Chattanooga, TN

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

Chattanooga, TN

UnscoredInsufficient · 3
$17,74990,252 mi

Comparison: 3 similar vehicles

Chattanooga, TN

No Photo

2023 Nissan Leaf SV Plus

Chattanooga, TN

UnscoredInsufficient · 0
$18,28125,800 mi

Chattanooga, TN

2024 Volkswagen ID.4 STANDARD

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

2024 Volkswagen ID.4 STANDARD

Fort Payne, AL

UnscoredLimited · 7
$18,79415,707 mi

Comparison: 7 similar vehicles

Fort Payne, AL

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

Fort Payne, AL

Great DealLimited · 11
$19,29335,252 mi

Market: $19,998 – $23,099

Comparison: 11 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 21 days listed (based on current market benchmarks)

Fort Payne, AL

No Photo

2021 Tesla Model 3 Base

Chattanooga, TN

UnscoredLimited · 5
$19,491129,136 mi

Comparison: 5 similar vehicles

Chattanooga, TN

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

Dalton, GA

Fair PriceRobust · 108
$19,699102,095 mi

Market: $15,400 – $27,977

Comparison: 108 similar vehicles

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

Dalton, GA

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 Payne, AL

UnscoredInsufficient · 3
$20,29339,795 mi

Comparison: 3 similar vehicles

Fort Payne, AL

2023 Volkswagen ID.4 S

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

2023 Volkswagen ID.4 S

Fort Payne, AL

Fair PriceModerate · 34
$20,29425,119 mi

Market: $20,294 – $23,941

Comparison: 34 similar vehicles

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

Fort Payne, AL

2023 Volkswagen ID.4 STANDARD

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

2023 Volkswagen ID.4 STANDARD

Fort Payne, AL

UnscoredInsufficient · 0
$20,29438,050 mi

Fort Payne, 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

Fort Payne, AL

Great DealModerate · 21
$20,29441,451 mi

Market: $20,987 – $24,998

Comparison: 21 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 24 days listed (based on current market benchmarks)

Fort Payne, AL

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

Ringgold, GA

UnscoredLimited · 7
$20,924105,000 mi

Comparison: 7 similar vehicles

Ringgold, GA

2022 Audi Q4 e-tron Prestige

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

2022 Audi Q4 e-tron Prestige

Chattanooga, TN

UnscoredInsufficient · 0
$22,50024,457 mi

Chattanooga, TN

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

Fort Payne, AL

Great DealLimited · 12
$22,79719,789 mi

Market: $25,500 – $28,925

Comparison: 12 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 39 days listed (based on current market benchmarks)

Fort Payne, AL

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Fort Payne, AL

UnscoredModerate · 41
$23,29326,583 mi

Comparison: 41 similar vehicles

Fort Payne, 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

Fort Payne, AL

UnscoredInsufficient · 3
$23,29336,991 mi

Comparison: 3 similar vehicles

Fort Payne, AL

2022 Hyundai IONIQ 5 SE

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

2022 Hyundai IONIQ 5 SE

Chattanooga, TN

UnscoredLimited · 6
$23,58729,205 mi

Comparison: 6 similar vehicles

Chattanooga, TN

2017 Tesla Model S 90D

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

2017 Tesla Model S 90D

Chattanooga, TN

UnscoredInsufficient · 0
$23,79980,216 mi

Chattanooga, TN

No Photo

2023 Kia EV6 Wind

Chattanooga, TN

UnscoredLimited · 5
$23,90029,836 mi

Comparison: 5 similar vehicles

Chattanooga, TN

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 Payne, AL

Fair PriceModerate · 26
$24,29319,090 mi

Market: $22,285 – $27,998

Comparison: 26 similar vehicles

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

Fort Payne, AL

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Fort Payne, AL

Great DealLimited · 15
$24,2976,258 mi

Market: $25,096 – $28,222

Comparison: 15 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 13 days listed (based on current market benchmarks)

Fort Payne, AL

2024 Chevrolet Blazer EV RS

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

2024 Chevrolet Blazer EV RS

Fort Payne, AL

Great DealLimited · 15
$24,29715,638 mi

Market: $27,975 – $33,998

Comparison: 15 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 25 days listed (based on current market benchmarks)

Fort Payne, AL

2023 Audi Q4 e-tron Prestige

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

2023 Audi Q4 e-tron Prestige

Chattanooga, TN

UnscoredInsufficient · 0
$24,50030,475 mi

Chattanooga, TN

2021 Ford Mustang Mach-E Select RWD

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

2021 Ford Mustang Mach-E Select RWD

Chattanooga, TN

UnscoredInsufficient · 0
$24,50050,755 mi

Chattanooga, TN

2023 Tesla Model 3 Base

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

2023 Tesla Model 3 Base

Chattanooga, TN

Fair PriceModerate · 43
$24,70673,900 mi

Market: $16,995 – $29,077

Comparison: 43 similar vehicles

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

Chattanooga, TN

2022 Ford Mustang Mach-E Select AWD

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

2022 Ford Mustang Mach-E Select AWD

Ellijay, GA

UnscoredInsufficient · 3
$24,90060,005 mi

Comparison: 3 similar vehicles

Ellijay, GA

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

Chattanooga, TN

UnscoredLimited · 5
$24,97076,237 mi

Comparison: 5 similar vehicles

Chattanooga, TN

2024 Audi Q4 e-tron Premium Plus

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

2024 Audi Q4 e-tron Premium Plus

Chattanooga, TN

UnscoredInsufficient · 0
$24,98356,607 mi

Chattanooga, TN

2016 Tesla Model X 75D

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

2016 Tesla Model X 75D

Chattanooga, TN

UnscoredInsufficient · 0
$24,99984,061 mi

Chattanooga, TN

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Fort Payne, AL

Fair PriceModerate · 41
$25,29420,226 mi

Market: $23,293 – $25,866

Comparison: 41 similar vehicles

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

Fort Payne, AL

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Fort Payne, AL

Fair PriceRobust · 76
$25,29418,666 mi

Market: $23,367 – $29,540

Comparison: 76 similar vehicles

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

Fort Payne, AL

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Fort Payne, AL

UnscoredLimited · 5
$25,2963,615 mi

Comparison: 5 similar vehicles

Fort Payne, AL

2025 Chevrolet Equinox EV RS

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

2025 Chevrolet Equinox EV RS

Fort Payne, AL

UnscoredInsufficient · 4
$25,29713,325 mi

Comparison: 4 similar vehicles

Fort Payne, AL

2025 Chevrolet Equinox EV RS

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

2025 Chevrolet Equinox EV RS

Fort Payne, AL

UnscoredLimited · 6
$25,2979,941 mi

Comparison: 6 similar vehicles

Fort Payne, 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

Chattanooga, TN

Fair PriceModerate · 27
$25,99812,444 mi

Market: $22,285 – $27,998

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Chattanooga, TN

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Fort Payne, AL

Fair PriceModerate · 47
$26,29317,638 mi

Market: $24,534 – $27,926

Comparison: 47 similar vehicles

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

Fort Payne, 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

Fort Payne, AL

UnscoredInsufficient · 0
$26,2949,030 mi

Fort Payne, AL

2024 Polestar 2 Plus

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

2024 Polestar 2 Plus

Chattanooga, TN

UnscoredLimited · 7
$26,60930,158 mi

Comparison: 7 similar vehicles

Chattanooga, TN

2023 Ford Mustang Mach-E California Route 1 AWD

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

2023 Ford Mustang Mach-E California Route 1 AWD

Cleveland, TN

Fair PriceModerate · 34
$26,79685,152 mi

Market: $22,460 – $32,164

Comparison: 34 similar vehicles

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

Cleveland, TN

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Chattanooga, TN

Fair PriceRobust · 91
$26,99812,034 mi

Market: $23,367 – $29,540

Comparison: 91 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Chattanooga, TN

2021 Tesla Model Y Long Range

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

2021 Tesla Model Y Long Range

Chattanooga, TN

Fair PriceRobust · 94
$27,69990,342 mi

Market: $17,950 – $32,777

Comparison: 94 similar vehicles

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

Chattanooga, TN

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

Chattanooga, TN

UnscoredLimited · 9
$27,87969,060 mi

Comparison: 9 similar vehicles

Chattanooga, TN

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

Jasper, GA

UnscoredLimited · 8
$27,91548,275 mi

Comparison: 8 similar vehicles

Jasper, GA

2022 Ford Mustang Mach-E Select AWD

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

2022 Ford Mustang Mach-E Select AWD

Cleveland, TN

UnscoredInsufficient · 0
$27,99532,980 mi

Cleveland, TN

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

Chattanooga, TN

OverpricedModerate · 27
$27,99811,631 mi

Market: $22,285 – $25,998

Comparison: 27 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Chattanooga, TN

2021 Tesla Model 3 Base

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

2021 Tesla Model 3 Base

Chattanooga, TN

UnscoredLimited · 5
$27,99887,272 mi

Comparison: 5 similar vehicles

Chattanooga, TN

2016 Tesla Model X P90D

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

2016 Tesla Model X P90D

Cedar Bluff, AL

UnscoredLimited · 5
$27,99966,268 mi

Comparison: 5 similar vehicles

Cedar Bluff, 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. 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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