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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 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

266 listings found

2001 Ford Mustang Base

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

2001 Ford Mustang Base

Madera, CA

UnscoredInsufficient · 0
$4,200170,000 mi

Madera, CA

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Madera, CA

Fair PriceLimited · 15
$7,450102,222 mi

Market: $4,988 – $10,900

Comparison: 15 similar vehicles

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

Madera, CA

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Madera, CA

Unscored
$7,61994,785 mi

Comparison: 6 similar vehicles

Madera, CA

2018 Ford Escape SE

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

2018 Ford Escape SE

Madera, CA

Fair PriceModerate · 31
$7,950113,044 mi

Market: $6,477 – $14,195

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Madera, CA

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Madera, CA

Unscored
$9,450139,348 mi

Comparison: 7 similar vehicles

Madera, CA

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Madera, CA

Fair PriceLimited · 15
$9,45093,907 mi

Market: $4,988 – $10,900

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 165 days listed (based on current market benchmarks)

Madera, CA

2012 Ford Flex SEL

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

2012 Ford Flex SEL

Madera, CA

UnscoredInsufficient · 0
$9,750119,524 mi

Madera, CA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Madera, CA

Unscored
$12,250158,028 mi

Comparison: 18 similar vehicles

Madera, CA

2016 Ford Explorer Sport

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

2016 Ford Explorer Sport

Madera, CA

Fair PriceModerate · 28
$13,450114,290 mi

Market: $9,999 – $20,060

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 200 days listed (based on current market benchmarks)

Madera, CA

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Madera, CA

Fair PriceLimited · 10
$13,45096,757 mi

Market: $8,431 – $19,130

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Madera, CA

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Madera, CA

UnscoredInsufficient · 0
$13,86954,463 mi

Madera, CA

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Madera, CA

Fair PriceLimited · 10
$13,95099,106 mi

Market: $11,750 – $18,395

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Madera, CA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Madera, CA

Fair PriceLimited · 18
$15,250119,635 mi

Market: $9,488 – $25,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Madera, CA

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Madera, CA

UnscoredInsufficient · 3
$15,95093,509 mi

Comparison: 3 similar vehicles

Madera, CA

2020 Ford Ranger XL

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

2020 Ford Ranger XL

Madera, CA

UnscoredInsufficient · 4
$16,972208,529 mi

Comparison: 4 similar vehicles

Madera, CA

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Madera, CA

Fair PriceModerate · 21
$22,95089,440 mi

Market: $18,695 – $28,497

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 172 days listed (based on current market benchmarks)

Madera, CA

2022 Ford Mustang Mach-E Premium RWD

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

2022 Ford Mustang Mach-E Premium RWD

Madera, CA

UnscoredInsufficient · 3
$26,97221,854 mi

Comparison: 3 similar vehicles

Madera, CA

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Madera, CA

Fair PriceModerate · 21
$27,12090,264 mi

Market: $18,695 – $28,497

Comparison: 21 similar vehicles

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

Madera, CA

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

Madera, CA

Unscored
$27,31977,991 mi

Comparison: 5 similar vehicles

Madera, CA

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

Madera, CA

Fair PriceLimited · 15
$28,279Mileage not verified

Market: $24,610 – $36,327

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 209 days listed (based on current market benchmarks)

Madera, CA

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Madera, CA

OverpricedLimited · 10
$29,95053,220 mi

Market: $22,117 – $25,670

Comparison: 10 similar vehicles

Priced ~17% above the typical market range for similar vehicles (based on current market benchmarks)

Madera, CA

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Madera, CA

Fair PriceModerate · 41
$30,140Mileage not verified

Market: $27,112 – $40,107

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Madera, CA

2025 Ford Maverick XL

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

2025 Ford Maverick XL

Madera, CA

UnscoredInsufficient · 0
$30,373Mileage not verified

Madera, CA

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

Madera, CA

UnscoredInsufficient · 4
$31,21977,252 mi

Comparison: 4 similar vehicles

Madera, CA

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

Madera, CA

Fair PriceLimited · 15
$31,275Mileage not verified

Market: $24,610 – $36,327

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 209 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madera, CA

Fair PriceRobust · 65
$31,563Mileage not verified

Market: $29,727 – $40,227

Comparison: 65 similar vehicles

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

Madera, CA

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

Madera, CA

Fair PriceRobust · 53
$31,737Mileage not verified

Market: $31,025 – $40,697

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Madera, CA

Fair PriceModerate · 49
$31,826Mileage not verified

Market: $30,660 – $49,247

Comparison: 49 similar vehicles

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

Madera, CA

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

Madera, CA

Fair PriceRobust · 53
$32,108Mileage not verified

Market: $31,025 – $40,697

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madera, CA

Unscored
$32,577Mileage not verified

Comparison: 6 similar vehicles

Madera, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madera, CA

Fair PriceRobust · 65
$32,590Mileage not verified

Market: $29,727 – $40,227

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madera, CA

Fair PriceRobust · 65
$32,590Mileage not verified

Market: $29,727 – $40,227

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madera, CA

Fair PriceRobust · 65
$32,659Mileage not verified

Market: $29,727 – $40,227

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 182 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Madera, CA

Fair PriceModerate · 41
$32,741Mileage not verified

Market: $27,112 – $40,107

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Madera, CA

2025 Ford Maverick Lobo Standard

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

2025 Ford Maverick Lobo Standard

Madera, CA

UnscoredInsufficient · 0
$32,7784,450 mi

Madera, CA

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

Madera, CA

Fair PriceRobust · 53
$33,092Mileage not verified

Market: $31,025 – $40,697

Comparison: 53 similar vehicles

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

Madera, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Madera, CA

Fair PriceModerate · 49
$33,173Mileage not verified

Market: $30,660 – $49,247

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Bronco Sport Outer Banks

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

2026 Ford Bronco Sport Outer Banks

Madera, CA

Fair PriceModerate · 34
$34,351Mileage not verified

Market: $34,603 – $47,387

Comparison: 34 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 29 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Madera, CA

Unscored
$34,507Mileage not verified

Comparison: 6 similar vehicles

Madera, CA

2026 Ford Bronco Sport Outer Banks

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

2026 Ford Bronco Sport Outer Banks

Madera, CA

Fair PriceModerate · 34
$34,603Mileage not verified

Market: $34,351 – $47,387

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Madera, CA

2019 Ford Expedition Limited

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

2019 Ford Expedition Limited

Madera, CA

UnscoredInsufficient · 0
$34,61923,034 mi

Madera, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Madera, CA

Fair PriceModerate · 49
$34,847Mileage not verified

Market: $30,660 – $49,247

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Explorer

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

2026 Ford Explorer

Madera, CA

UnscoredInsufficient · 0
$34,884Mileage not verified

Madera, CA

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

Madera, CA

Fair PriceRobust · 53
$35,047Mileage not verified

Market: $31,025 – $40,697

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Madera, CA

Great DealModerate · 26
$35,274Mileage not verified

Market: $37,057 – $48,075

Comparison: 26 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 45 days listed (based on current market benchmarks)

Madera, CA

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Madera, CA

Fair PriceModerate · 28
$35,325Mileage not verified

Market: $33,567 – $47,057

Comparison: 28 similar vehicles

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

Madera, CA

2025 Ford Ranger XL

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

2025 Ford Ranger XL

Madera, CA

UnscoredInsufficient · 0
$35,367Mileage not verified

Madera, CA

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Madera, CA

Fair PriceModerate · 28
$35,375Mileage not verified

Market: $33,567 – $47,057

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Madera, CA

2025 Ford Bronco Sport Badlands

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

2025 Ford Bronco Sport Badlands

Madera, CA

Fair PriceLimited · 17
$35,988Mileage not verified

Market: $34,117 – $43,227

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 209 days listed (based on current market benchmarks)

Madera, CA

2026 Ford F-150 XL

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

2026 Ford F-150 XL

Madera, CA

Great DealRobust · 148
$36,477Mileage not verified

Market: $37,707 – $59,757

Comparison: 148 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 4 days listed (based on current market benchmarks)

Madera, CA

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.
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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