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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

1,007 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

2014 Nissan LEAF S

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

2014 Nissan LEAF S

Roswell, GA

UnscoredInsufficient · 0
$2,70094,522 mi

Roswell, GA

2013 Nissan LEAF S

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

2013 Nissan LEAF S

Flowery Branch, GA

UnscoredLimited · 7
$2,995120,485 mi

Comparison: 7 similar vehicles

Flowery Branch, GA

2014 Nissan LEAF SV

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

2014 Nissan LEAF SV

Woodstock, GA

UnscoredInsufficient · 0
$3,89984,643 mi

Woodstock, GA

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

2013 Nissan LEAF S

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

2013 Nissan LEAF S

Gainesville, GA

UnscoredLimited · 7
$4,49073,861 mi

Comparison: 7 similar vehicles

Gainesville, 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

2015 Nissan LEAF SL

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

2015 Nissan LEAF SL

Canton, GA

UnscoredInsufficient · 0
$8,88740,271 mi

Canton, GA

2024 Nissan LEAF SV PLUS

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

2024 Nissan LEAF SV PLUS

Alpharetta, GA

UnscoredInsufficient · 0
$12,99982,165 mi

Alpharetta, GA

2014 Tesla Model S

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

2014 Tesla Model S

Canton, GA

UnscoredLimited · 5
$13,998104,701 mi

Comparison: 5 similar vehicles

Canton, GA

2021 Chevrolet Bolt EV Premier

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

2021 Chevrolet Bolt EV Premier

Buford, GA

UnscoredInsufficient · 0
$14,793105,122 mi

Buford, GA

2018 Tesla Model 3 Long Range

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

2018 Tesla Model 3 Long Range

Woodstock, GA

UnscoredLimited · 11
$15,000160,000 mi

Comparison: 11 similar vehicles

Woodstock, GA

2021 Hyundai IONIQ Limited

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

2021 Hyundai IONIQ Limited

Roswell, GA

UnscoredInsufficient · 0
$15,99962,804 mi

Roswell, GA

2015 Tesla Model S 70D

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

2015 Tesla Model S 70D

Cumming, GA

UnscoredInsufficient · 0
$16,937131,629 mi

Cumming, GA

2020 Jaguar I-PACE S

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

2020 Jaguar I-PACE S

Roswell, GA

UnscoredInsufficient · 0
$16,99155,123 mi

Roswell, 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 Nissan Leaf SV Plus

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

2023 Nissan Leaf SV Plus

Roswell, GA

UnscoredInsufficient · 0
$17,48623,532 mi

Roswell, GA

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

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

Alpharetta, GA

UnscoredInsufficient · 0
$18,19257,837 mi

Alpharetta, GA

2018 Tesla Model 3 Long Range

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

2018 Tesla Model 3 Long Range

Woodstock, GA

Fair PriceLimited · 11
$18,750102,370 mi

Market: $15,000 – $22,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Woodstock, GA

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

Roswell, GA

UnscoredInsufficient · 0
$18,88851,109 mi

Roswell, GA

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Cumming, GA

UnscoredInsufficient · 0
$18,98526,515 mi

Cumming, GA

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

Alpharetta, GA

UnscoredInsufficient · 0
$18,98728,640 mi

Alpharetta, GA

2019 Tesla Model 3 Mid Range

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

2019 Tesla Model 3 Mid Range

Woodstock, GA

UnscoredLimited · 5
$18,99986,900 mi

Comparison: 5 similar vehicles

Woodstock, GA

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

2025 Nissan Leaf SV PLUS

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

2025 Nissan Leaf SV PLUS

Alpharetta, GA

UnscoredInsufficient · 0
$19,78020,844 mi

Alpharetta, GA

2023 Polestar 2 Base

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

2023 Polestar 2 Base

Marietta, GA

UnscoredInsufficient · 0
$19,80082,959 mi

Marietta, GA

2019 Tesla Model 3 Base

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

2019 Tesla Model 3 Base

Roswell, GA

Fair PriceLimited · 16
$19,89881,489 mi

Market: $15,995 – $22,147

Comparison: 16 similar vehicles

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

Roswell, 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

Roswell, GA

Fair PriceRobust · 57
$19,899102,309 mi

Market: $15,400 – $27,977

Comparison: 57 similar vehicles

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

Roswell, GA

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

Buford, GA

UnscoredLimited · 9
$19,96634,297 mi

Comparison: 9 similar vehicles

Buford, GA

2022 Audi Q4 e-tron Premium Plus

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

2022 Audi Q4 e-tron Premium Plus

Cumming, GA

UnscoredInsufficient · 0
$20,49973,165 mi

Cumming, GA

2018 Tesla Model 3 Long Range

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

2018 Tesla Model 3 Long Range

Marietta, GA

Fair PriceLimited · 19
$20,66979,069 mi

Market: $15,000 – $22,995

Comparison: 19 similar vehicles

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

Marietta, GA

2016 Tesla Model X 90D

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

2016 Tesla Model X 90D

Gainesville, GA

UnscoredLimited · 18
$20,737128,882 mi

Comparison: 18 similar vehicles

Gainesville, GA

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

Roswell, GA

UnscoredModerate · 27
$20,78682,209 mi

Comparison: 27 similar vehicles

Roswell, GA

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

Alpharetta, GA

Fair PriceModerate · 28
$20,894115,502 mi

Market: $20,786 – $29,077

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Alpharetta, GA

2019 Tesla Model 3 Base

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

2019 Tesla Model 3 Base

Roswell, GA

Fair PriceLimited · 16
$20,89990,499 mi

Market: $15,995 – $22,147

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Roswell, GA

2019 Tesla Model 3 Base

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

2019 Tesla Model 3 Base

Roswell, GA

Fair PriceLimited · 16
$20,899102,779 mi

Market: $15,995 – $22,147

Comparison: 16 similar vehicles

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

Roswell, GA

2019 Tesla Model 3 Long Range

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

2019 Tesla Model 3 Long Range

Roswell, GA

Fair PriceLimited · 13
$20,899112,609 mi

Market: $17,999 – $28,177

Comparison: 13 similar vehicles

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

Roswell, 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

Marietta, GA

Fair PriceModerate · 40
$20,90080,160 mi

Market: $15,400 – $27,977

Comparison: 40 similar vehicles

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

Marietta, GA

2020 Jaguar I-PACE SE

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

2020 Jaguar I-PACE SE

Kennesaw, GA

UnscoredInsufficient · 0
$20,90823,955 mi

Kennesaw, 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

Ringgold, GA

UnscoredLimited · 7
$20,924105,000 mi

Comparison: 7 similar vehicles

Ringgold, GA

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

Buford, GA

Fair PriceModerate · 43
$20,966107,645 mi

Market: $17,477 – $29,999

Comparison: 43 similar vehicles

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

Buford, GA

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

Alpharetta, GA

Fair PriceModerate · 21
$20,98725,980 mi

Market: $20,900 – $23,941

Comparison: 21 similar vehicles

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

Alpharetta, 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

Alpharetta, GA

Fair PriceLimited · 10
$20,98740,607 mi

Market: $20,987 – $24,998

Comparison: 10 similar vehicles

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

Alpharetta, 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

Alpharetta, GA

Fair PriceLimited · 10
$20,98741,511 mi

Market: $20,987 – $24,998

Comparison: 10 similar vehicles

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

Alpharetta, GA

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Alpharetta, GA

UnscoredInsufficient · 0
$20,98759,873 mi

Alpharetta, GA

2025 Nissan Leaf SV PLUS

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

2025 Nissan Leaf SV PLUS

Kennesaw, GA

UnscoredInsufficient · 0
$20,9989,393 mi

Kennesaw, GA

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

Roswell, GA

Fair PriceModerate · 40
$20,99826,025 mi

Market: $20,339 – $23,998

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Roswell, GA

2022 Ford Mustang Mach-E Select RWD

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

2022 Ford Mustang Mach-E Select RWD

Kennesaw, GA

UnscoredInsufficient · 0
$21,00054,605 mi

Kennesaw, GA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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