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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

6M+

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

60 listings found

2015 Ford Focus SE

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

2015 Ford Focus SE

Madison, SD

Fair PriceLimited · 11
$6,988104,409 mi

Market: $3,500 – $9,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Madison, SD

2014 Ford Expedition Limited

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

2014 Ford Expedition Limited

Madison, SD

UnscoredLimited · 10
$7,990200,710 mi

Comparison: 10 similar vehicles

Madison, SD

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Madison, SD

UnscoredLimited · 14
$8,850140,087 mi

Comparison: 14 similar vehicles

Madison, SD

1992 Ford Econoline

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

1992 Ford Econoline

Madison, SD

UnscoredInsufficient · 0
$8,988120,988 mi

Madison, SD

2018 Ford Escape SE

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

2018 Ford Escape SE

Madison, SD

UnscoredModerate · 38
$9,988133,268 mi

Comparison: 38 similar vehicles

Madison, SD

2009 Ford F-350 Super Duty Chassis Cab XL

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

2009 Ford F-350 Super Duty Chassis Cab XL

Madison, SD

UnscoredInsufficient · 0
$10,990134,820 mi

Madison, SD

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

Madison, SD

UnscoredRobust · 58
$16,090195,952 mi

Comparison: 58 similar vehicles

Madison, SD

2014 Ford F-150 King Ranch

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

2014 Ford F-150 King Ranch

Madison, SD

UnscoredInsufficient · 3
$16,988188,123 mi

Comparison: 3 similar vehicles

Madison, SD

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Madison, SD

UnscoredRobust · 127
$17,090157,497 mi

Comparison: 127 similar vehicles

Madison, SD

2022 Ford Edge SEL

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

2022 Ford Edge SEL

Madison, SD

OverpricedLimited · 11
$22,09066,700 mi

Market: $18,810 – $21,995

Comparison: 11 similar vehicles

Madison, SD

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

Madison, SD

UnscoredLimited · 11
$25,988146,695 mi

Comparison: 11 similar vehicles

Madison, SD

2023 Ford Edge ST-Line

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

2023 Ford Edge ST-Line

Madison, SD

UnscoredInsufficient · 0
$28,85026,895 mi

Madison, SD

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Madison, SD

Fair PriceRobust · 152
$29,99072,305 mi

Market: $13,500 – $34,649

Comparison: 152 similar vehicles

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

Madison, SD

2025 Ford Maverick XLT

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

2025 Ford Maverick XLT

Madison, SD

UnscoredInsufficient · 0
$32,500Mileage not verified

Madison, SD

2022 Ford Ranger Lariat

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

2022 Ford Ranger Lariat

Madison, SD

UnscoredInsufficient · 0
$34,09039,169 mi

Madison, SD

2019 Ford F-150 Lariat

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

2019 Ford F-150 Lariat

Madison, SD

OverpricedRobust · 117
$34,09081,270 mi

Market: $14,900 – $31,995

Comparison: 117 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Madison, SD

2022 Ford Bronco 4-Door Big Bend

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

2022 Ford Bronco 4-Door Big Bend

Madison, SD

UnscoredInsufficient · 0
$35,00034,750 mi

Madison, SD

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Madison, SD

Fair PriceModerate · 43
$36,09030,209 mi

Market: $28,734 – $36,175

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 257 days listed (based on current market benchmarks)

Madison, SD

2025 Ford Bronco Sport Outer Banks

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

2025 Ford Bronco Sport Outer Banks

Madison, SD

UnscoredInsufficient · 3
$36,242Mileage not verified

Comparison: 3 similar vehicles

Madison, SD

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Madison, SD

UnscoredInsufficient · 4
$37,09060,417 mi

Comparison: 4 similar vehicles

Madison, SD

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madison, SD

Fair PriceRobust · 380
$37,116Mileage not verified

Market: $30,429 – $41,127

Comparison: 380 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Madison, SD

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Madison, SD

UnscoredInsufficient · 3
$37,99043,352 mi

Comparison: 3 similar vehicles

Madison, SD

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madison, SD

Fair PriceRobust · 380
$38,529Mileage not verified

Market: $30,429 – $41,127

Comparison: 380 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 122 days listed (based on current market benchmarks)

Madison, SD

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

Madison, SD

Fair PriceModerate · 29
$39,09033,415 mi

Market: $30,900 – $42,289

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Madison, SD

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Madison, SD

UnscoredInsufficient · 4
$40,00066,540 mi

Comparison: 4 similar vehicles

Madison, SD

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Madison, SD

UnscoredLimited · 9
$41,00049,640 mi

Comparison: 9 similar vehicles

Madison, SD

2026 Ford Maverick Lariat

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

2026 Ford Maverick Lariat

Madison, SD

Fair PriceRobust · 134
$41,772Mileage not verified

Market: $38,122 – $45,820

Comparison: 134 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Madison, SD

2025 Ford Explorer ST-LINE

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

2025 Ford Explorer ST-LINE

Madison, SD

Fair PriceLimited · 17
$42,99016,420 mi

Market: $37,989 – $45,345

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 126 days listed (based on current market benchmarks)

Madison, SD

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Madison, SD

UnscoredInsufficient · 4
$44,358Mileage not verified

Comparison: 4 similar vehicles

Madison, SD

2023 Ford Bronco 2-Door Badlands

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

2023 Ford Bronco 2-Door Badlands

Madison, SD

UnscoredInsufficient · 0
$45,09011,134 mi

Madison, SD

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Madison, SD

UnscoredInsufficient · 3
$45,09022,381 mi

Comparison: 3 similar vehicles

Madison, SD

2023 Ford F-150 Lariat

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

2023 Ford F-150 Lariat

Madison, SD

Fair PriceRobust · 80
$45,09073,370 mi

Market: $29,995 – $48,950

Comparison: 80 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Madison, SD

2026 Ford Explorer Active

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

2026 Ford Explorer Active

Madison, SD

UnscoredInsufficient · 3
$45,761Mileage not verified

Comparison: 3 similar vehicles

Madison, SD

2026 Ford Explorer Active

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

2026 Ford Explorer Active

Madison, SD

UnscoredInsufficient · 3
$45,917Mileage not verified

Comparison: 3 similar vehicles

Madison, SD

2026 Ford Explorer ST-LINE

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

2026 Ford Explorer ST-LINE

Madison, SD

Fair PriceRobust · 117
$46,769Mileage not verified

Market: $42,145 – $54,850

Comparison: 117 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Madison, SD

2027 Ford Explorer ST-LINE

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

2027 Ford Explorer ST-LINE

Madison, SD

UnscoredLimited · 6
$52,777Mileage not verified

Comparison: 6 similar vehicles

Madison, SD

2023 Ford F-150 Lariat

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

2023 Ford F-150 Lariat

Madison, SD

Fair PriceModerate · 23
$54,09023,495 mi

Market: $44,999 – $54,993

Comparison: 23 similar vehicles

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

Madison, SD

2022 Ford F-150 Lariat

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

2022 Ford F-150 Lariat

Madison, SD

OverpricedModerate · 20
$56,09055,955 mi

Market: $38,340 – $45,699

Comparison: 20 similar vehicles

Priced ~23% above the typical market range for similar vehicles (based on current market benchmarks)

Madison, SD

2026 Ford Explorer ST

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

2026 Ford Explorer ST

Madison, SD

UnscoredInsufficient · 4
$56,524318 mi

Comparison: 4 similar vehicles

Madison, SD

2027 Ford Explorer Platinum

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

2027 Ford Explorer Platinum

Madison, SD

UnscoredInsufficient · 3
$58,312Mileage not verified

Comparison: 3 similar vehicles

Madison, SD

2027 Ford Explorer Platinum

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

2027 Ford Explorer Platinum

Madison, SD

Fair PriceRobust · 56
$59,274Mileage not verified

Market: $54,867 – $67,260

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Madison, SD

2027 Ford F-150 XLT

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

2027 Ford F-150 XLT

Madison, SD

Fair PriceLimited · 14
$61,208Mileage not verified

Market: $61,228 – $65,134

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 2 days listed (based on current market benchmarks)

Madison, SD

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Madison, SD

Fair PriceLimited · 17
$61,430Mileage not verified

Market: $60,701 – $67,232

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 157 days listed (based on current market benchmarks)

Madison, SD

2026 Ford Explorer ST

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

2026 Ford Explorer ST

Madison, SD

UnscoredInsufficient · 4
$63,074Mileage not verified

Comparison: 4 similar vehicles

Madison, SD

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Madison, SD

Fair PriceRobust · 144
$63,437Mileage not verified

Market: $58,463 – $79,480

Comparison: 144 similar vehicles

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

Madison, SD

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Madison, SD

Fair PriceRobust · 144
$64,449Mileage not verified

Market: $58,463 – $79,480

Comparison: 144 similar vehicles

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

Madison, SD

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Madison, SD

Fair PriceLimited · 17
$65,393Mileage not verified

Market: $60,701 – $67,232

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 142 days listed (based on current market benchmarks)

Madison, SD

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Madison, SD

Fair PriceLimited · 17
$65,972Mileage not verified

Market: $60,701 – $67,232

Comparison: 17 similar vehicles

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

Madison, SD

2024 Ford F-150 Platinum

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

2024 Ford F-150 Platinum

Madison, SD

UnscoredLimited · 7
$65,99028,240 mi

Comparison: 7 similar vehicles

Madison, SD

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Madison, SD

Fair PriceLimited · 17
$66,741Mileage not verified

Market: $60,701 – $67,232

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Madison, SD

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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