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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

43 listings found

1995 Ford F-150

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

1995 Ford F-150

Shelbyville, IN

UnscoredInsufficient · 0
$18,500Mileage not verified

Shelbyville, IN

2012 Ford F-250 Super Duty XLT

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

2012 Ford F-250 Super Duty XLT

Shelbyville, IN

UnscoredInsufficient · 3
$21,800Mileage not verified

Comparison: 3 similar vehicles

Shelbyville, IN

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Shelbyville, IN

UnscoredInsufficient · 0
$29,14960,000 mi

Shelbyville, IN

2023 Ford Ranger XLT

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

2023 Ford Ranger XLT

Shelbyville, IN

UnscoredLimited · 8
$30,99958,783 mi

Comparison: 8 similar vehicles

Shelbyville, IN

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

Shelbyville, IN

Fair PriceRobust · 266
$32,720Mileage not verified

Market: $27,801 – $39,536

Comparison: 266 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 219 days listed (based on current market benchmarks)

Shelbyville, IN

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

Shelbyville, IN

Fair PriceRobust · 266
$33,184Mileage not verified

Market: $27,801 – $39,536

Comparison: 266 similar vehicles

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

Shelbyville, IN

2022 Ford Explorer Platinum

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

2022 Ford Explorer Platinum

Shelbyville, IN

UnscoredInsufficient · 0
$34,97737,134 mi

Shelbyville, IN

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Shelbyville, IN

Fair PriceRobust · 183
$36,727Mileage not verified

Market: $31,209 – $42,630

Comparison: 183 similar vehicles

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

Shelbyville, IN

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Shelbyville, IN

Fair PriceRobust · 184
$37,599Mileage not verified

Market: $31,209 – $42,630

Comparison: 184 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Shelbyville, IN

Fair PriceRobust · 55
$38,813Mileage not verified

Market: $36,025 – $40,594

Comparison: 55 similar vehicles

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

Shelbyville, IN

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Shelbyville, IN

Fair PriceRobust · 55
$39,184Mileage not verified

Market: $36,025 – $40,594

Comparison: 55 similar vehicles

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

Shelbyville, IN

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Shelbyville, IN

Fair PriceRobust · 55
$39,239Mileage not verified

Market: $36,025 – $40,594

Comparison: 55 similar vehicles

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

Shelbyville, IN

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Shelbyville, IN

Fair PriceRobust · 183
$39,534Mileage not verified

Market: $31,209 – $42,630

Comparison: 183 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Shelbyville, IN

Fair PriceRobust · 183
$40,679Mileage not verified

Market: $31,209 – $42,630

Comparison: 183 similar vehicles

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

Shelbyville, IN

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Shelbyville, IN

Fair PriceRobust · 115
$41,614Mileage not verified

Market: $39,112 – $48,415

Comparison: 115 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Maverick Lariat

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

2026 Ford Maverick Lariat

Shelbyville, IN

Fair PriceModerate · 40
$41,814Mileage not verified

Market: $40,400 – $44,289

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Shelbyville, IN

Fair PriceModerate · 37
$42,394Mileage not verified

Market: $37,006 – $42,618

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 326 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Maverick Tremor

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

2026 Ford Maverick Tremor

Shelbyville, IN

Fair PriceModerate · 23
$42,824Mileage not verified

Market: $38,865 – $45,150

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Shelbyville, IN

Fair PriceRobust · 115
$43,418Mileage not verified

Market: $39,112 – $48,415

Comparison: 115 similar vehicles

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

Shelbyville, IN

2026 Ford Maverick Lobo Premium

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

2026 Ford Maverick Lobo Premium

Shelbyville, IN

OverpricedLimited · 11
$44,379Mileage not verified

Market: $39,512 – $44,260

Comparison: 11 similar vehicles

Shelbyville, IN

2026 Ford F-350 Super Duty XL

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

2026 Ford F-350 Super Duty XL

Shelbyville, IN

Great DealModerate · 39
$46,639Mileage not verified

Market: $49,005 – $78,769

Comparison: 39 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 74 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Mustang Mach-E Select AWD

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

2026 Ford Mustang Mach-E Select AWD

Shelbyville, IN

UnscoredInsufficient · 4
$46,674Mileage not verified

Comparison: 4 similar vehicles

Shelbyville, IN

2026 Ford F-150 STX

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

2026 Ford F-150 STX

Shelbyville, IN

Fair PriceRobust · 96
$50,124Mileage not verified

Market: $42,890 – $60,946

Comparison: 96 similar vehicles

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

Shelbyville, IN

2026 Ford F-350 Super Duty XLT

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

2026 Ford F-350 Super Duty XLT

Shelbyville, IN

Fair PriceModerate · 36
$53,644Mileage not verified

Market: $53,844 – $77,311

Comparison: 36 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 325 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Shelbyville, IN

Fair PriceRobust · 328
$54,578Mileage not verified

Market: $48,511 – $118,004

Comparison: 328 similar vehicles

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

Shelbyville, IN

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

Shelbyville, IN

OverpricedRobust · 58
$55,204Mileage not verified

Market: $44,353 – $54,640

Comparison: 58 similar vehicles

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

Shelbyville, IN

2026 Ford F-250 Super Duty XL

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

2026 Ford F-250 Super Duty XL

Shelbyville, IN

Fair PriceModerate · 36
$58,059Mileage not verified

Market: $51,486 – $76,018

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 169 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Shelbyville, IN

Fair PriceRobust · 328
$59,334Mileage not verified

Market: $48,511 – $118,004

Comparison: 328 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Shelbyville, IN

Fair PriceRobust · 328
$59,820Mileage not verified

Market: $48,511 – $118,004

Comparison: 328 similar vehicles

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

Shelbyville, IN

2026 Ford Mustang GT Premium

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

2026 Ford Mustang GT Premium

Shelbyville, IN

Fair PriceModerate · 43
$59,859Mileage not verified

Market: $53,890 – $70,828

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 291 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford F-350 Super Duty XL

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

2026 Ford F-350 Super Duty XL

Shelbyville, IN

Fair PriceModerate · 39
$60,284Mileage not verified

Market: $46,639 – $78,769

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 432 days listed (based on current market benchmarks)

Shelbyville, IN

2027 Ford F-350 Super Duty XL

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

2027 Ford F-350 Super Duty XL

Shelbyville, IN

Fair PriceModerate · 42
$61,949Mileage not verified

Market: $50,390 – $81,974

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Shelbyville, IN

2026 Ford Explorer Tremor

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

2026 Ford Explorer Tremor

Shelbyville, IN

OverpricedModerate · 36
$64,594Mileage not verified

Market: $46,542 – $63,124

Comparison: 36 similar vehicles

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

Shelbyville, IN

2027 Ford F-250 Super Duty XL

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

2027 Ford F-250 Super Duty XL

Shelbyville, IN

Fair PriceModerate · 43
$66,379Mileage not verified

Market: $52,129 – $69,236

Comparison: 43 similar vehicles

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

Shelbyville, IN

2026 Ford Expedition Active

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

2026 Ford Expedition Active

Shelbyville, IN

Fair PriceModerate · 23
$68,828Mileage not verified

Market: $64,915 – $77,728

Comparison: 23 similar vehicles

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

Shelbyville, IN

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Shelbyville, IN

Fair PriceRobust · 329
$69,444Mileage not verified

Market: $48,511 – $118,004

Comparison: 329 similar vehicles

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

Shelbyville, IN

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

Shelbyville, IN

Fair PriceRobust · 104
$70,669Mileage not verified

Market: $62,422 – $96,054

Comparison: 104 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 192 days listed (based on current market benchmarks)

Shelbyville, IN

2027 Ford F-350 Super Duty XLT

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

2027 Ford F-350 Super Duty XLT

Shelbyville, IN

Fair PriceRobust · 53
$71,045Mileage not verified

Market: $62,679 – $91,259

Comparison: 53 similar vehicles

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

Shelbyville, IN

2026 Ford Expedition Active

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

2026 Ford Expedition Active

Shelbyville, IN

OverpricedModerate · 23
$77,728Mileage not verified

Market: $64,915 – $76,830

Comparison: 23 similar vehicles

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

Shelbyville, IN

2026 Ford Expedition Platinum

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

2026 Ford Expedition Platinum

Shelbyville, IN

Fair PriceLimited · 12
$79,237Mileage not verified

Market: $77,801 – $95,369

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Shelbyville, IN

2027 Ford F-350 Super Duty Lariat

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

2027 Ford F-350 Super Duty Lariat

Shelbyville, IN

Fair PriceRobust · 74
$82,014Mileage not verified

Market: $68,072 – $100,315

Comparison: 74 similar vehicles

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

Shelbyville, IN

2027 Ford Expedition Platinum

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

2027 Ford Expedition Platinum

Shelbyville, IN

Fair PriceRobust · 63
$85,184Mileage not verified

Market: $75,466 – $100,134

Comparison: 63 similar vehicles

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

Shelbyville, IN

2026 Ford Bronco 4-Door Raptor

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

2026 Ford Bronco 4-Door Raptor

Shelbyville, IN

Fair PriceModerate · 25
$85,229Mileage not verified

Market: $84,585 – $94,788

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 269 days listed (based on current market benchmarks)

Shelbyville, IN

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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