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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

306 listings found

2009 Ford Econoline

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

2009 Ford Econoline

Troy, OH

UnscoredInsufficient · 0
$3,495257,510 mi

Troy, OH

2012 Ford F-350 Super Duty Chassis Cab XL

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

2012 Ford F-350 Super Duty Chassis Cab XL

Troy, OH

UnscoredLimited · 12
$7,900226,191 mi

Comparison: 12 similar vehicles

Troy, OH

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Troy, OH

UnscoredInsufficient · 3
$7,995135,422 mi

Comparison: 3 similar vehicles

Troy, OH

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Troy, OH

UnscoredLimited · 7
$8,995186,619 mi

Comparison: 7 similar vehicles

Troy, OH

2016 Ford E-Series Cutaway Base

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

2016 Ford E-Series Cutaway Base

Troy, OH

UnscoredModerate · 25
$11,999226,093 mi

Comparison: 25 similar vehicles

Troy, OH

2016 Ford Edge Titanium

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

2016 Ford Edge Titanium

Troy, OH

UnscoredLimited · 5
$13,093106,060 mi

Comparison: 5 similar vehicles

Troy, OH

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Troy, OH

Fair PriceLimited · 15
$13,49585,195 mi

Market: $7,499 – $16,990

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

Troy, OH

2018 Ford Taurus SHO

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

2018 Ford Taurus SHO

Troy, OH

Fair PriceModerate · 29
$14,995115,436 mi

Market: $14,995 – $19,650

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 171 days listed (based on current market benchmarks)

Troy, OH

2018 Ford Transit Wagon XLT

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

2018 Ford Transit Wagon XLT

Troy, OH

UnscoredLimited · 9
$14,995211,486 mi

Comparison: 9 similar vehicles

Troy, OH

2011 Ford Ranger XLT

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

2011 Ford Ranger XLT

Troy, OH

Fair PriceLimited · 15
$14,99560,006 mi

Market: $5,995 – $20,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Troy, OH

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Troy, OH

UnscoredInsufficient · 0
$16,00536,592 mi

Troy, OH

2022 Ford EcoSport S

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

2022 Ford EcoSport S

Troy, OH

Fair PriceLimited · 13
$16,32639,000 mi

Market: $16,552 – $19,988

Comparison: 13 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 35 days listed (based on current market benchmarks)

Troy, OH

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

Troy, OH

UnscoredInsufficient · 4
$17,297128,718 mi

Comparison: 4 similar vehicles

Troy, OH

2014 Ford E-Series Econoline Wagon XLT

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

2014 Ford E-Series Econoline Wagon XLT

Troy, OH

UnscoredInsufficient · 4
$17,897144,628 mi

Comparison: 4 similar vehicles

Troy, OH

2017 Ford F-150 Lariat

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

2017 Ford F-150 Lariat

Troy, OH

UnscoredRobust · 128
$17,995162,732 mi

Comparison: 128 similar vehicles

Troy, OH

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Troy, OH

UnscoredLimited · 14
$18,396128,895 mi

Comparison: 14 similar vehicles

Troy, OH

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Troy, OH

UnscoredModerate · 27
$18,995101,631 mi

Comparison: 27 similar vehicles

Troy, OH

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

Troy, OH

UnscoredLimited · 7
$19,995110,918 mi

Comparison: 7 similar vehicles

Troy, OH

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

Troy, OH

UnscoredLimited · 11
$19,999164,390 mi

Comparison: 11 similar vehicles

Troy, OH

2022 Ford Escape SE

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

2022 Ford Escape SE

Troy, OH

Fair PriceRobust · 70
$20,25823,243 mi

Market: $16,999 – $25,399

Comparison: 70 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Troy, OH

2020 Ford Ranger XL

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

2020 Ford Ranger XL

Troy, OH

UnscoredModerate · 36
$21,396120,536 mi

Comparison: 36 similar vehicles

Troy, OH

2020 Ford Explorer Limited

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

2020 Ford Explorer Limited

Troy, OH

UnscoredLimited · 5
$22,19879,663 mi

Comparison: 5 similar vehicles

Troy, OH

2023 Ford Escape ST-Line

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

2023 Ford Escape ST-Line

Troy, OH

Fair PriceLimited · 12
$22,23434,794 mi

Market: $22,298 – $24,893

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 35 days listed (based on current market benchmarks)

Troy, OH

2021 Ford Explorer XLT

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

2021 Ford Explorer XLT

Troy, OH

Fair PriceModerate · 25
$22,27265,064 mi

Market: $16,664 – $23,590

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Troy, OH

2023 Ford Escape ST-Line

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

2023 Ford Escape ST-Line

Troy, OH

Fair PriceLimited · 12
$22,29836,730 mi

Market: $22,234 – $24,893

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Troy, OH

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Troy, OH

Fair PriceModerate · 27
$22,39686,918 mi

Market: $11,250 – $24,995

Comparison: 27 similar vehicles

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

Troy, OH

2021 Ford Explorer XLT

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

2021 Ford Explorer XLT

Troy, OH

Fair PriceModerate · 22
$22,67381,266 mi

Market: $16,664 – $23,590

Comparison: 22 similar vehicles

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

Troy, OH

2022 Ford Edge Titanium

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

2022 Ford Edge Titanium

Troy, OH

UnscoredLimited · 9
$22,81639,441 mi

Comparison: 9 similar vehicles

Troy, OH

2023 Ford Mustang EcoBoost Premium

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

2023 Ford Mustang EcoBoost Premium

Troy, OH

UnscoredLimited · 7
$22,89848,766 mi

Comparison: 7 similar vehicles

Troy, OH

1996 Ford Mustang

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

1996 Ford Mustang

Troy, OH

UnscoredInsufficient · 0
$22,99515,328 mi

Troy, OH

2026 Ford Escape Active

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

2026 Ford Escape Active

Troy, OH

UnscoredInsufficient · 3
$23,3982,243 mi

Comparison: 3 similar vehicles

Troy, OH

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

Troy, OH

UnscoredInsufficient · 3
$23,63558,778 mi

Comparison: 3 similar vehicles

Troy, OH

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

Troy, OH

UnscoredLimited · 6
$24,29871,744 mi

Comparison: 6 similar vehicles

Troy, OH

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Troy, OH

Fair PriceLimited · 12
$24,82828,922 mi

Market: $24,448 – $27,393

Comparison: 12 similar vehicles

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

Troy, OH

2023 Ford Escape ST-Line Elite

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

2023 Ford Escape ST-Line Elite

Troy, OH

Fair PriceLimited · 14
$24,89828,405 mi

Market: $22,398 – $29,393

Comparison: 14 similar vehicles

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

Troy, OH

2022 Ford Explorer TIMBERLINE

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

2022 Ford Explorer TIMBERLINE

Troy, OH

Fair PriceModerate · 46
$25,15889,321 mi

Market: $21,990 – $32,635

Comparison: 46 similar vehicles

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

Troy, OH

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

Troy, OH

OverpricedLimited · 12
$25,52330,344 mi

Market: $23,839 – $25,046

Comparison: 12 similar vehicles

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

Troy, OH

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Troy, OH

Fair PriceRobust · 77
$25,64140,076 mi

Market: $20,597 – $31,252

Comparison: 77 similar vehicles

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

Troy, OH

2022 Ford Edge ST

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

2022 Ford Edge ST

Troy, OH

UnscoredInsufficient · 0
$25,69845,567 mi

Troy, OH

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Troy, OH

UnscoredLimited · 18
$25,882108,159 mi

Comparison: 18 similar vehicles

Troy, OH

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

Troy, OH

Fair PriceLimited · 18
$26,59813,761 mi

Market: $24,394 – $29,417

Comparison: 18 similar vehicles

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

Troy, OH

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Troy, OH

Fair PriceModerate · 24
$26,74868,758 mi

Market: $21,990 – $26,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Troy, OH

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Troy, OH

Fair PriceLimited · 19
$26,86679,160 mi

Market: $21,431 – $28,990

Comparison: 19 similar vehicles

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

Troy, OH

2024 Ford Bronco Sport Heritage

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

2024 Ford Bronco Sport Heritage

Troy, OH

UnscoredLimited · 9
$27,27427,164 mi

Comparison: 9 similar vehicles

Troy, OH

2025 Ford Bronco Sport Big Bend

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

2025 Ford Bronco Sport Big Bend

Troy, OH

Fair PriceLimited · 16
$28,14814,850 mi

Market: $27,233 – $31,199

Comparison: 16 similar vehicles

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

Troy, OH

2010 Ford F-350 Super Duty Lariat

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

2010 Ford F-350 Super Duty Lariat

Troy, OH

OverpricedLimited · 13
$28,90077,879 mi

Market: $12,881 – $27,700

Comparison: 13 similar vehicles

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

Troy, OH

2024 Ford Edge Titanium

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

2024 Ford Edge Titanium

Troy, OH

Fair PriceRobust · 74
$28,92835,240 mi

Market: $27,443 – $32,725

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Troy, OH

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Troy, OH

Fair PriceModerate · 21
$29,569102,181 mi

Market: $20,077 – $33,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Troy, OH

2024 Ford Maverick Lariat

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

2024 Ford Maverick Lariat

Troy, OH

Fair PriceLimited · 14
$30,54840,458 mi

Market: $27,210 – $34,350

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Troy, OH

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Troy, OH

Fair PriceRobust · 204
$30,589Mileage not verified

Market: $30,100 – $39,728

Comparison: 204 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Troy, OH

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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