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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

96 listings found

No Photo

2017 Volkswagen Golf GTI S

San Rafael, CA

Fair PriceLimited · 11
$13,116Mileage not verified

Market: $10,855 – $14,265

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

San Rafael, CA

2019 Volkswagen Atlas SE w/Tech

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

2019 Volkswagen Atlas SE w/Tech

San Rafael, CA

Fair PriceLimited · 18
$13,994Mileage not verified

Market: $9,950 – $18,823

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

San Rafael, CA

2021 Volkswagen Atlas S

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

2021 Volkswagen Atlas S

San Rafael, CA

UnscoredLimited · 5
$15,400104,297 mi

Comparison: 5 similar vehicles

San Rafael, CA

2020 Volkswagen Tiguan S

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

2020 Volkswagen Tiguan S

San Rafael, CA

UnscoredInsufficient · 0
$15,79954,034 mi

San Rafael, CA

2022 Volkswagen Taos S

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

2022 Volkswagen Taos S

San Rafael, CA

Fair PriceLimited · 12
$16,13960,446 mi

Market: $12,162 – $16,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

San Rafael, CA

2021 Volkswagen Jetta S

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

2021 Volkswagen Jetta S

San Rafael, CA

Fair PriceModerate · 20
$16,991Mileage not verified

Market: $9,990 – $19,995

Comparison: 20 similar vehicles

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

San Rafael, CA

2024 Volkswagen Jetta SE

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

2024 Volkswagen Jetta SE

San Rafael, CA

Fair PriceModerate · 29
$17,06248,874 mi

Market: $16,119 – $22,044

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 136 days listed (based on current market benchmarks)

San Rafael, CA

No Photo

2019 Volkswagen Atlas SEL Premium

San Rafael, CA

UnscoredInsufficient · 0
$17,116Mileage not verified

San Rafael, CA

2018 Volkswagen Beetle Coast

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

2018 Volkswagen Beetle Coast

San Rafael, CA

UnscoredInsufficient · 0
$17,67289,735 mi

San Rafael, CA

2020 Volkswagen Jetta R-Line

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

2020 Volkswagen Jetta R-Line

San Rafael, CA

UnscoredInsufficient · 0
$18,116Mileage not verified

San Rafael, CA

2024 Volkswagen ID.4 STANDARD

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

2024 Volkswagen ID.4 STANDARD

San Rafael, CA

UnscoredInsufficient · 3
$19,99920,035 mi

Comparison: 3 similar vehicles

San Rafael, CA

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

San Rafael, CA

UnscoredInsufficient · 3
$20,74735,956 mi

Comparison: 3 similar vehicles

San Rafael, CA

2022 Volkswagen Tiguan SE R-LINE BLACK

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

2022 Volkswagen Tiguan SE R-LINE BLACK

San Rafael, CA

UnscoredInsufficient · 0
$21,28335,570 mi

San Rafael, CA

2023 Volkswagen Jetta SE

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

2023 Volkswagen Jetta SE

San Rafael, CA

UnscoredLimited · 6
$21,52411,620 mi

Comparison: 6 similar vehicles

San Rafael, CA

2023 Volkswagen ID.4 S

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

2023 Volkswagen ID.4 S

San Rafael, CA

Fair PriceLimited · 12
$21,68225,732 mi

Market: $20,495 – $21,998

Comparison: 12 similar vehicles

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

San Rafael, CA

2023 Volkswagen Jetta SEL

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

2023 Volkswagen Jetta SEL

San Rafael, CA

UnscoredInsufficient · 0
$21,97611,995 mi

San Rafael, CA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

San Rafael, CA

Fair PriceModerate · 25
$21,99941,427 mi

Market: $19,305 – $23,252

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

San Rafael, CA

2022 Volkswagen Atlas SE

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

2022 Volkswagen Atlas SE

San Rafael, CA

UnscoredInsufficient · 0
$22,67249,772 mi

San Rafael, CA

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

San Rafael, CA

Fair PriceLimited · 10
$22,99917,596 mi

Market: $21,146 – $24,721

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

San Rafael, CA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

San Rafael, CA

UnscoredLimited · 8
$22,99937,068 mi

Comparison: 8 similar vehicles

San Rafael, CA

2023 Volkswagen Tiguan SE R-LINE BLACK

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

2023 Volkswagen Tiguan SE R-LINE BLACK

San Rafael, CA

UnscoredInsufficient · 3
$23,27228,951 mi

Comparison: 3 similar vehicles

San Rafael, CA

2025 Volkswagen Jetta SE

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

2025 Volkswagen Jetta SE

San Rafael, CA

UnscoredInsufficient · 3
$23,9658,270 mi

Comparison: 3 similar vehicles

San Rafael, CA

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

San Rafael, CA

UnscoredLimited · 7
$23,99925,456 mi

Comparison: 7 similar vehicles

San Rafael, CA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

San Rafael, CA

Fair PriceLimited · 16
$23,99923,897 mi

Market: $21,835 – $24,999

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Jetta Sport

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

2026 Volkswagen Jetta Sport

San Rafael, CA

UnscoredLimited · 7
$24,9995,105 mi

Comparison: 7 similar vehicles

San Rafael, CA

2023 Volkswagen ID.4 PRO S PLUS

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

2023 Volkswagen ID.4 PRO S PLUS

San Rafael, CA

UnscoredInsufficient · 0
$24,99944,908 mi

San Rafael, CA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

San Rafael, CA

OverpricedLimited · 16
$24,99924,767 mi

Market: $21,835 – $24,752

Comparison: 16 similar vehicles

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

San Rafael, CA

2021 Volkswagen Golf GTI Autobahn

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

2021 Volkswagen Golf GTI Autobahn

San Rafael, CA

UnscoredInsufficient · 0
$25,06841,654 mi

San Rafael, CA

2026 Volkswagen Taos S

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

2026 Volkswagen Taos S

San Rafael, CA

UnscoredLimited · 5
$26,9995,695 mi

Comparison: 5 similar vehicles

San Rafael, CA

2026 Volkswagen Jetta SE

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

2026 Volkswagen Jetta SE

San Rafael, CA

UnscoredInsufficient · 3
$28,058Mileage not verified

Comparison: 3 similar vehicles

San Rafael, CA

2027 Volkswagen Taos S

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

2027 Volkswagen Taos S

San Rafael, CA

Fair PriceLimited · 12
$28,457Mileage not verified

Market: $28,147 – $35,157

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

San Rafael, CA

2025 Volkswagen Tiguan SE

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

2025 Volkswagen Tiguan SE

San Rafael, CA

Great DealLimited · 12
$28,4698,947 mi

Market: $29,654 – $30,252

Comparison: 12 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 31 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Taos S

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

2026 Volkswagen Taos S

San Rafael, CA

OverpricedLimited · 14
$28,594Mileage not verified

Market: $24,597 – $28,393

Comparison: 14 similar vehicles

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

San Rafael, CA

2025 Volkswagen Taos SE Black

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

2025 Volkswagen Taos SE Black

San Rafael, CA

UnscoredInsufficient · 0
$28,99911,433 mi

San Rafael, CA

2024 Volkswagen Atlas SE w/Tech

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

2024 Volkswagen Atlas SE w/Tech

San Rafael, CA

UnscoredLimited · 12
$29,70238,169 mi

Comparison: 12 similar vehicles

San Rafael, CA

2027 Volkswagen Jetta SE

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

2027 Volkswagen Jetta SE

San Rafael, CA

Fair PriceLimited · 14
$29,903Mileage not verified

Market: $28,822 – $29,903

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Jetta SEL

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

2026 Volkswagen Jetta SEL

San Rafael, CA

Fair PriceLimited · 17
$30,661290 mi

Market: $27,396 – $31,688

Comparison: 17 similar vehicles

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

San Rafael, CA

2026 Volkswagen Tiguan S

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

2026 Volkswagen Tiguan S

San Rafael, CA

Fair PriceModerate · 20
$31,110Mileage not verified

Market: $29,056 – $32,820

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 207 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Tiguan S

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

2026 Volkswagen Tiguan S

San Rafael, CA

Fair PriceModerate · 20
$31,110Mileage not verified

Market: $29,056 – $32,820

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 146 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Tiguan S

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

2026 Volkswagen Tiguan S

San Rafael, CA

Fair PriceModerate · 20
$31,395Mileage not verified

Market: $29,056 – $32,820

Comparison: 20 similar vehicles

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

San Rafael, CA

2026 Volkswagen Tiguan S

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

2026 Volkswagen Tiguan S

San Rafael, CA

Fair PriceModerate · 20
$32,535Mileage not verified

Market: $29,056 – $32,820

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Taos SE

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

2026 Volkswagen Taos SE

San Rafael, CA

Fair PriceModerate · 24
$32,617Mileage not verified

Market: $29,048 – $34,395

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Taos SE

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

2026 Volkswagen Taos SE

San Rafael, CA

Fair PriceModerate · 24
$32,617Mileage not verified

Market: $29,048 – $34,395

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

San Rafael, CA

2026 Volkswagen Tiguan S

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

2026 Volkswagen Tiguan S

San Rafael, CA

OverpricedModerate · 20
$32,820Mileage not verified

Market: $29,056 – $32,809

Comparison: 20 similar vehicles

San Rafael, CA

2025 Volkswagen Taos SE Black

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

2025 Volkswagen Taos SE Black

San Rafael, CA

UnscoredInsufficient · 0
$33,189Mileage not verified

San Rafael, CA

2027 Volkswagen S

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

2027 Volkswagen S

San Rafael, CA

UnscoredInsufficient · 0
$33,505Mileage not verified

San Rafael, CA

2026 Volkswagen Taos SEL

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

2026 Volkswagen Taos SEL

San Rafael, CA

OverpricedLimited · 14
$33,6726,551 mi

Market: $30,888 – $31,342

Comparison: 14 similar vehicles

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

San Rafael, CA

2026 Volkswagen Tiguan SE

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

2026 Volkswagen Tiguan SE

San Rafael, CA

Fair PriceRobust · 119
$33,770Mileage not verified

Market: $30,803 – $38,877

Comparison: 119 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

San Rafael, CA

2025 Volkswagen Golf GTI SE

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

2025 Volkswagen Golf GTI SE

San Rafael, CA

UnscoredInsufficient · 0
$34,4992,841 mi

San Rafael, CA

2027 Volkswagen Taos SE

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

2027 Volkswagen Taos SE

San Rafael, CA

UnscoredLimited · 7
$34,902Mileage not verified

Comparison: 7 similar vehicles

San Rafael, 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. 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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