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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 27, 2026

6.1M+

Unique vehicles analyzed

as of October 27, 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

38 listings found

2016 Ford Escape SE

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

2016 Ford Escape SE

Chamblee, GA

UnscoredModerate · 25
$6,598169,934 mi

Comparison: 25 similar vehicles

Chamblee, GA

2017 Ford Transit Connect XL

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

2017 Ford Transit Connect XL

Chamblee, GA

UnscoredLimited · 6
$9,950189,456 mi

Comparison: 6 similar vehicles

Chamblee, GA

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Chamblee, GA

UnscoredModerate · 36
$11,968179,131 mi

Comparison: 36 similar vehicles

Chamblee, GA

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Chamblee, GA

UnscoredLimited · 11
$12,000212,455 mi

Comparison: 11 similar vehicles

Chamblee, GA

2019 Ford Transit Connect XL

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

2019 Ford Transit Connect XL

Chamblee, GA

UnscoredLimited · 8
$13,890136,173 mi

Comparison: 8 similar vehicles

Chamblee, GA

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Chamblee, GA

UnscoredLimited · 6
$15,09887,000 mi

Comparison: 6 similar vehicles

Chamblee, GA

2019 Ford Fusion Hybrid SE

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

2019 Ford Fusion Hybrid SE

Chamblee, GA

Fair PriceLimited · 15
$15,17560,784 mi

Market: $7,999 – $16,998

Comparison: 15 similar vehicles

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

Chamblee, GA

2017 Ford Explorer Platinum

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

2017 Ford Explorer Platinum

Chamblee, GA

UnscoredLimited · 6
$15,401118,951 mi

Comparison: 6 similar vehicles

Chamblee, GA

2019 Ford Transit Van Base

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

2019 Ford Transit Van Base

Chamblee, GA

UnscoredModerate · 42
$15,900142,382 mi

Comparison: 42 similar vehicles

Chamblee, GA

2022 Ford Escape SE

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

2022 Ford Escape SE

Chamblee, GA

Fair PriceModerate · 27
$16,39269,002 mi

Market: $9,999 – $18,947

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 208 days listed (based on current market benchmarks)

Chamblee, GA

2020 Ford Transit Van Base

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

2020 Ford Transit Van Base

Chamblee, GA

UnscoredModerate · 42
$17,500126,057 mi

Comparison: 42 similar vehicles

Chamblee, GA

2022 Ford Bronco Sport Outer Banks

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

2022 Ford Bronco Sport Outer Banks

Chamblee, GA

UnscoredLimited · 6
$21,45088,666 mi

Comparison: 6 similar vehicles

Chamblee, GA

2021 Ford Escape SEL

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

2021 Ford Escape SEL

Chamblee, GA

UnscoredLimited · 5
$21,56450,000 mi

Comparison: 5 similar vehicles

Chamblee, GA

2021 Ford Explorer Limited

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

2021 Ford Explorer Limited

Chamblee, GA

Fair PriceRobust · 53
$22,77286,781 mi

Market: $944 – $27,884

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 255 days listed (based on current market benchmarks)

Chamblee, GA

2021 Ford Mustang EcoBoost Premium

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

2021 Ford Mustang EcoBoost Premium

Chamblee, GA

Fair PriceLimited · 13
$23,12271,628 mi

Market: $16,249 – $24,991

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Chamblee, GA

2020 Ford Mustang EcoBoost Premium

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

2020 Ford Mustang EcoBoost Premium

Chamblee, GA

UnscoredLimited · 8
$25,77760,909 mi

Comparison: 8 similar vehicles

Chamblee, GA

2024 Ford Bronco Sport Big Bend

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

2024 Ford Bronco Sport Big Bend

Chamblee, GA

Fair PriceLimited · 17
$26,26945,351 mi

Market: $20,960 – $26,524

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 217 days listed (based on current market benchmarks)

Chamblee, GA

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

Chamblee, GA

UnscoredInsufficient · 0
$28,73255,155 mi

Chamblee, GA

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

Chamblee, GA

UnscoredInsufficient · 0
$28,73530,595 mi

Chamblee, GA

2023 Ford Bronco Sport Heritage

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

2023 Ford Bronco Sport Heritage

Chamblee, GA

Fair PriceLimited · 10
$29,07730,739 mi

Market: $25,244 – $32,347

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Chamblee, GA

2024 Ford Mustang EcoBoost Premium

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

2024 Ford Mustang EcoBoost Premium

Chamblee, GA

Fair PriceRobust · 57
$29,18146,754 mi

Market: $25,486 – $29,761

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Chamblee, GA

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

Chamblee, GA

UnscoredInsufficient · 3
$29,24418,420 mi

Comparison: 3 similar vehicles

Chamblee, GA

2024 Ford Mustang EcoBoost

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

2024 Ford Mustang EcoBoost

Chamblee, GA

UnscoredLimited · 9
$31,10133,282 mi

Comparison: 9 similar vehicles

Chamblee, GA

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

Chamblee, GA

OverpricedLimited · 18
$31,58231,948 mi

Market: $26,996 – $30,998

Comparison: 18 similar vehicles

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

Chamblee, GA

2019 Ford Mustang GT Premium

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

2019 Ford Mustang GT Premium

Chamblee, GA

UnscoredInsufficient · 4
$35,61048,899 mi

Comparison: 4 similar vehicles

Chamblee, GA

2022 Ford Mustang GT

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

2022 Ford Mustang GT

Chamblee, GA

UnscoredInsufficient · 4
$36,18659,571 mi

Comparison: 4 similar vehicles

Chamblee, GA

2021 Ford Expedition Limited

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

2021 Ford Expedition Limited

Chamblee, GA

OverpricedRobust · 50
$36,82868,187 mi

Market: $22,943 – $36,499

Comparison: 50 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Chamblee, GA

2020 Ford F-150 Lariat

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

2020 Ford F-150 Lariat

Chamblee, GA

UnscoredLimited · 5
$38,62856,957 mi

Comparison: 5 similar vehicles

Chamblee, GA

2023 Ford Expedition XLT

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

2023 Ford Expedition XLT

Chamblee, GA

Fair PriceLimited · 10
$39,19879,098 mi

Market: $27,999 – $40,473

Comparison: 10 similar vehicles

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

Chamblee, GA

2022 Ford Expedition XLT

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

2022 Ford Expedition XLT

Chamblee, GA

OverpricedModerate · 30
$39,82862,910 mi

Market: $26,298 – $37,884

Comparison: 30 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Chamblee, GA

2020 Ford F-150 Limited

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

2020 Ford F-150 Limited

Chamblee, GA

UnscoredInsufficient · 3
$40,18060,769 mi

Comparison: 3 similar vehicles

Chamblee, GA

2021 Ford Bronco 4-Door Badlands

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

2021 Ford Bronco 4-Door Badlands

Chamblee, GA

UnscoredInsufficient · 0
$40,52557,908 mi

Chamblee, GA

2025 Ford Explorer ST

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

2025 Ford Explorer ST

Chamblee, GA

UnscoredLimited · 5
$45,37131,136 mi

Comparison: 5 similar vehicles

Chamblee, GA

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Chamblee, GA

OverpricedModerate · 30
$45,81343,208 mi

Market: $29,998 – $41,249

Comparison: 30 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Chamblee, GA

2022 Ford Mustang GT Premium

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

2022 Ford Mustang GT Premium

Chamblee, GA

UnscoredInsufficient · 0
$45,82929,137 mi

Chamblee, GA

2021 Ford F-150 Raptor

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

2021 Ford F-150 Raptor

Chamblee, GA

UnscoredLimited · 8
$58,25567,677 mi

Comparison: 8 similar vehicles

Chamblee, GA

2023 Ford Mustang Mach 1

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

2023 Ford Mustang Mach 1

Chamblee, GA

UnscoredInsufficient · 0
$62,1066,052 mi

Chamblee, GA

2023 Ford F-350 Super Duty XL

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

2023 Ford F-350 Super Duty XL

Chamblee, GA

UnscoredInsufficient · 0
$63,17943,305 mi

Chamblee, GA

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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