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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 13, 2026

7.2M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

121 listings found

2002 Ford Ranger

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

2002 Ford Ranger

Half Moon Bay, CA

UnscoredInsufficient · 0
$10,11790,344 mi

Half Moon Bay, CA

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Half Moon Bay, CA

UnscoredInsufficient · 4
$10,872105,439 mi

Comparison: 4 similar vehicles

Half Moon Bay, CA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Half Moon Bay, CA

UnscoredInsufficient · 0
$16,97236,066 mi

Half Moon Bay, CA

2022 Ford Escape SEL

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

2022 Ford Escape SEL

Half Moon Bay, CA

UnscoredInsufficient · 4
$18,62227,330 mi

Comparison: 4 similar vehicles

Half Moon Bay, CA

2022 Ford Edge SE

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

2022 Ford Edge SE

Half Moon Bay, CA

UnscoredInsufficient · 3
$18,87244,080 mi

Comparison: 3 similar vehicles

Half Moon Bay, CA

2020 Hyundai Palisade Limited

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

2020 Hyundai Palisade Limited

Half Moon Bay, CA

Fair PriceModerate · 27
$18,89990,645 mi

Market: $13,970 – $23,489

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Half Moon Bay, CA

2022 Ford Escape SE

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

2022 Ford Escape SE

Half Moon Bay, CA

Fair PriceLimited · 14
$18,97229,054 mi

Market: $17,110 – $20,643

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Half Moon Bay, CA

2017 Chevrolet Tahoe Premier

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

2017 Chevrolet Tahoe Premier

Half Moon Bay, CA

Fair PriceModerate · 20
$20,89995,302 mi

Market: $20,999 – $29,800

Comparison: 20 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 145 days listed (based on current market benchmarks)

Half Moon Bay, CA

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

Half Moon Bay, CA

Unscored
$23,97250,367 mi

Comparison: 7 similar vehicles

Half Moon Bay, CA

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

Half Moon Bay, CA

Great DealModerate · 26
$24,87257,747 mi

Market: $28,571 – $51,109

Comparison: 26 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 34 days listed (based on current market benchmarks)

Half Moon Bay, CA

2023 Jeep Wrangler 4xe Willys 4XE

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

2023 Jeep Wrangler 4xe Willys 4XE

Half Moon Bay, CA

Fair PriceLimited · 18
$24,99220,891 mi

Market: $24,170 – $28,127

Comparison: 18 similar vehicles

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

Half Moon Bay, CA

2023 Toyota Tacoma SR

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

2023 Toyota Tacoma SR

Half Moon Bay, CA

Unscored
$26,97246,353 mi

Comparison: 7 similar vehicles

Half Moon Bay, CA

2019 Ford Transit Chassis Cab Base

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

2019 Ford Transit Chassis Cab Base

Half Moon Bay, CA

UnscoredInsufficient · 0
$26,97257,438 mi

Half Moon Bay, CA

2022 Ford Transit Connect XL

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

2022 Ford Transit Connect XL

Half Moon Bay, CA

Unscored
$29,01061,588 mi

Comparison: 5 similar vehicles

Half Moon Bay, 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

Half Moon Bay, CA

Unscored
$29,87220,252 mi

Comparison: 5 similar vehicles

Half Moon Bay, 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

Half Moon Bay, CA

Unscored
$29,97213,985 mi

Comparison: 6 similar vehicles

Half Moon Bay, CA

2025 Ford Ranger XL

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

2025 Ford Ranger XL

Half Moon Bay, CA

UnscoredInsufficient · 0
$29,97217,050 mi

Half Moon Bay, CA

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Half Moon Bay, CA

Fair PriceModerate · 31
$29,990Mileage not verified

Market: $29,186 – $39,871

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Half Moon Bay, CA

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Half Moon Bay, CA

Fair PriceModerate · 31
$30,112Mileage not verified

Market: $29,186 – $39,871

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Half Moon Bay, CA

2023 Lincoln Corsair Reserve

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

2023 Lincoln Corsair Reserve

Half Moon Bay, CA

Unscored
$30,89939,396 mi

Comparison: 8 similar vehicles

Half Moon Bay, CA

2022 Ford Transit Connect XL

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

2022 Ford Transit Connect XL

Half Moon Bay, CA

UnscoredInsufficient · 0
$31,62239,555 mi

Half Moon Bay, CA

2025 Ford Bronco Sport Heritage

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

2025 Ford Bronco Sport Heritage

Half Moon Bay, CA

Unscored
$32,117Mileage not verified

Comparison: 8 similar vehicles

Half Moon Bay, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Half Moon Bay, CA

Fair PriceModerate · 34
$32,490Mileage not verified

Market: $31,522 – $37,788

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Half Moon Bay, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Half Moon Bay, CA

Fair PriceModerate · 34
$32,490Mileage not verified

Market: $31,522 – $37,788

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Half Moon Bay, CA

2023 Ford Explorer ST-LINE

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

2023 Ford Explorer ST-LINE

Half Moon Bay, CA

UnscoredInsufficient · 0
$32,87243,700 mi

Half Moon Bay, CA

2022 Ford F-350 Super Duty XL

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

2022 Ford F-350 Super Duty XL

Half Moon Bay, CA

UnscoredInsufficient · 3
$33,62250,870 mi

Comparison: 3 similar vehicles

Half Moon Bay, CA

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

Half Moon Bay, CA

UnscoredInsufficient · 4
$33,89940,916 mi

Comparison: 4 similar vehicles

Half Moon Bay, CA

2022 Ford Explorer Platinum

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

2022 Ford Explorer Platinum

Half Moon Bay, CA

UnscoredInsufficient · 0
$33,97226,120 mi

Half Moon Bay, CA

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

Half Moon Bay, CA

UnscoredInsufficient · 0
$33,97247,133 mi

Half Moon Bay, CA

2025 Ford Transit Van Base

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

2025 Ford Transit Van Base

Half Moon Bay, CA

Fair PriceLimited · 13
$34,62212,386 mi

Market: $30,999 – $42,995

Comparison: 13 similar vehicles

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

Half Moon Bay, CA

2025 Ford Transit Van Base

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

2025 Ford Transit Van Base

Half Moon Bay, CA

Fair PriceLimited · 13
$34,87215,027 mi

Market: $30,999 – $42,995

Comparison: 13 similar vehicles

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

Half Moon Bay, CA

2025 Ford Ranger XLT

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

2025 Ford Ranger XLT

Half Moon Bay, CA

UnscoredInsufficient · 3
$35,62227,568 mi

Comparison: 3 similar vehicles

Half Moon Bay, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Half Moon Bay, CA

Fair PriceModerate · 34
$35,862Mileage not verified

Market: $31,522 – $37,788

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Half Moon Bay, CA

2025 Ford F-150 XL

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

2025 Ford F-150 XL

Half Moon Bay, CA

Fair PriceModerate · 32
$35,89924,048 mi

Market: $32,009 – $55,181

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Half Moon Bay, CA

2022 Ford F-250 Super Duty XLT

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

2022 Ford F-250 Super Duty XLT

Half Moon Bay, CA

Fair PriceModerate · 26
$35,899108,967 mi

Market: $31,277 – $53,124

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Half Moon Bay, 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

Half Moon Bay, CA

OverpricedLimited · 16
$36,517Mileage not verified

Market: $31,712 – $35,342

Comparison: 16 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Half Moon Bay, CA

2026 Ford Maverick Lobo Standard

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

2026 Ford Maverick Lobo Standard

Half Moon Bay, CA

Unscored
$36,617Mileage not verified

Comparison: 7 similar vehicles

Half Moon Bay, CA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Half Moon Bay, CA

Fair PriceModerate · 34
$36,857Mileage not verified

Market: $31,522 – $37,788

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Half Moon Bay, CA

2026 Ford Bronco Sport Heritage

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

2026 Ford Bronco Sport Heritage

Half Moon Bay, CA

Unscored
$37,457Mileage not verified

Comparison: 5 similar vehicles

Half Moon Bay, CA

2018 Toyota Tundra SR5

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

2018 Toyota Tundra SR5

Half Moon Bay, CA

UnscoredInsufficient · 0
$37,89952,099 mi

Half Moon Bay, CA

2026 Ford Maverick Lobo Standard

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

2026 Ford Maverick Lobo Standard

Half Moon Bay, CA

Unscored
$38,817Mileage not verified

Comparison: 7 similar vehicles

Half Moon Bay, CA

2023 Ford F-150 Lightning XLT

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

2023 Ford F-150 Lightning XLT

Half Moon Bay, CA

UnscoredInsufficient · 0
$38,87235,628 mi

Half Moon Bay, CA

2025 Ford F-150 XLT

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

2025 Ford F-150 XLT

Half Moon Bay, CA

Fair PriceModerate · 27
$38,89952,176 mi

Market: $33,437 – $39,061

Comparison: 27 similar vehicles

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

Half Moon Bay, CA

2022 Ford F-150 Lightning XLT

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

2022 Ford F-150 Lightning XLT

Half Moon Bay, CA

UnscoredInsufficient · 0
$39,87245,077 mi

Half Moon Bay, CA

2025 Ford Ranger XLT

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

2025 Ford Ranger XLT

Half Moon Bay, CA

UnscoredInsufficient · 3
$39,972Mileage not verified

Comparison: 3 similar vehicles

Half Moon Bay, CA

2026 Ford Maverick Tremor

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

2026 Ford Maverick Tremor

Half Moon Bay, CA

Fair PriceLimited · 10
$41,482Mileage not verified

Market: $38,137 – $45,262

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 268 days listed (based on current market benchmarks)

Half Moon Bay, CA

2023 Ford Bronco 4-Door Big Bend

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

2023 Ford Bronco 4-Door Big Bend

Half Moon Bay, CA

UnscoredInsufficient · 0
$43,89925,199 mi

Half Moon Bay, CA

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Half Moon Bay, CA

Fair PriceLimited · 17
$43,972Mileage not verified

Market: $37,136 – $50,537

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 201 days listed (based on current market benchmarks)

Half Moon Bay, CA

2026 Ford Bronco Sport Badlands

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

2026 Ford Bronco Sport Badlands

Half Moon Bay, CA

Fair PriceLimited · 11
$44,417Mileage not verified

Market: $35,627 – $44,886

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 167 days listed (based on current market benchmarks)

Half Moon Bay, CA

2024 Ford Bronco 4-Door Outer Banks

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

2024 Ford Bronco 4-Door Outer Banks

Half Moon Bay, CA

UnscoredInsufficient · 3
$44,6229,648 mi

Comparison: 3 similar vehicles

Half Moon Bay, CA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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