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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 6, 2026

7.1M+

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

2,290 listings found

1997 BMW Z3 ROADSTER

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

1997 BMW Z3 ROADSTER

Beverly Hills, CA

UnscoredInsufficient · 0
$12,90067,620 mi

Beverly Hills, CA

2017 Chevrolet Volt Premier

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

2017 Chevrolet Volt Premier

Beverly Hills, CA

UnscoredInsufficient · 0
$13,61059,467 mi

Beverly Hills, CA

2009 Lexus ES 350

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

2009 Lexus ES 350

Beverly Hills, CA

Unscored
$15,11370,014 mi

Comparison: 7 similar vehicles

Beverly Hills, CA

2021 Chrysler Pacifica Hybrid Touring L

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

2021 Chrysler Pacifica Hybrid Touring L

Beverly Hills, CA

UnscoredInsufficient · 4
$16,50385,159 mi

Comparison: 4 similar vehicles

Beverly Hills, CA

2016 Mercedes-Benz C-Class C300

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

2016 Mercedes-Benz C-Class C300

Beverly Hills, CA

UnscoredInsufficient · 0
$17,01343,234 mi

Beverly Hills, CA

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Beverly Hills, CA

Unscored
$17,11382,297 mi

Comparison: 7 similar vehicles

Beverly Hills, CA

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

Beverly Hills, CA

OverpricedLimited · 16
$18,50465,001 mi

Market: $10,969 – $17,138

Comparison: 16 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Beverly Hills, CA

2023 Audi A3 Sedan Premium

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

2023 Audi A3 Sedan Premium

Beverly Hills, CA

UnscoredInsufficient · 3
$19,11249,787 mi

Comparison: 3 similar vehicles

Beverly Hills, CA

2023 GMC Terrain AT4

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

2023 GMC Terrain AT4

Beverly Hills, CA

UnscoredInsufficient · 0
$20,61066,395 mi

Beverly Hills, CA

2024 Toyota Corolla LE

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

2024 Toyota Corolla LE

Beverly Hills, CA

Fair PriceLimited · 11
$20,91624,662 mi

Market: $19,704 – $25,425

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Beverly Hills, CA

2019 Audi SQ5 Prestige

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

2019 Audi SQ5 Prestige

Beverly Hills, CA

UnscoredInsufficient · 0
$21,10263,868 mi

Beverly Hills, CA

2022 Mercedes-Benz GLA GLA250

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

2022 Mercedes-Benz GLA GLA250

Beverly Hills, CA

Great DealLimited · 10
$21,11228,914 mi

Market: $22,375 – $28,117

Comparison: 10 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 14 days listed (based on current market benchmarks)

Beverly Hills, CA

2020 Mercedes-Benz CLA CLA250

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

2020 Mercedes-Benz CLA CLA250

Beverly Hills, CA

Unscored
$22,01654,745 mi

Comparison: 8 similar vehicles

Beverly Hills, CA

2012 Maserati GranTurismo S

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

2012 Maserati GranTurismo S

Beverly Hills, CA

UnscoredInsufficient · 0
$22,61549,186 mi

Beverly Hills, CA

2023 Mercedes-Benz C-Class Sedan C 300

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

2023 Mercedes-Benz C-Class Sedan C 300

Beverly Hills, CA

UnscoredInsufficient · 4
$23,01491,403 mi

Comparison: 4 similar vehicles

Beverly Hills, CA

2026 Toyota Corolla SE

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

2026 Toyota Corolla SE

Beverly Hills, CA

UnscoredInsufficient · 3
$23,41630,093 mi

Comparison: 3 similar vehicles

Beverly Hills, CA

2024 Volkswagen Atlas Cross Sport SE w/Tech

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

2024 Volkswagen Atlas Cross Sport SE w/Tech

Beverly Hills, CA

Unscored
$23,51445,812 mi

Comparison: 7 similar vehicles

Beverly Hills, CA

2006 Maserati Gransport LE

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

2006 Maserati Gransport LE

Beverly Hills, CA

UnscoredInsufficient · 0
$23,99028,257 mi

Beverly Hills, CA

2023 Audi Q3 S Line Premium

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

2023 Audi Q3 S Line Premium

Beverly Hills, CA

UnscoredInsufficient · 4
$24,31540,505 mi

Comparison: 4 similar vehicles

Beverly Hills, CA

2023 Audi A3 Sedan Premium

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

2023 Audi A3 Sedan Premium

Beverly Hills, CA

Fair PriceLimited · 11
$24,61530,501 mi

Market: $21,872 – $25,117

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Beverly Hills, CA

2023 Audi Q7 Premium Plus

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

2023 Audi Q7 Premium Plus

Beverly Hills, CA

Great DealLimited · 10
$25,01261,379 mi

Market: $27,074 – $32,000

Comparison: 10 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 50 days listed (based on current market benchmarks)

Beverly Hills, CA

2023 Mercedes-Benz GLA Base

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

2023 Mercedes-Benz GLA Base

Beverly Hills, CA

Fair PriceModerate · 30
$25,01330,397 mi

Market: $23,434 – $30,105

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Beverly Hills, CA

2024 Audi A3 Sedan Premium

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

2024 Audi A3 Sedan Premium

Beverly Hills, CA

UnscoredInsufficient · 3
$25,10522,965 mi

Comparison: 3 similar vehicles

Beverly Hills, CA

2023 Mazda CX-5 S Premium package

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

2023 Mazda CX-5 S Premium package

Beverly Hills, CA

UnscoredInsufficient · 0
$25,11338,065 mi

Beverly Hills, CA

2024 Toyota Camry LE

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

2024 Toyota Camry LE

Beverly Hills, CA

Unscored
$25,11521,698 mi

Comparison: 5 similar vehicles

Beverly Hills, CA

2023 Audi Q3 S Line Premium Plus

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

2023 Audi Q3 S Line Premium Plus

Beverly Hills, CA

UnscoredInsufficient · 3
$25,11641,722 mi

Comparison: 3 similar vehicles

Beverly Hills, CA

2023 Audi Q3 S Line Premium Plus

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

2023 Audi Q3 S Line Premium Plus

Beverly Hills, CA

UnscoredInsufficient · 0
$25,41335,272 mi

Beverly Hills, CA

2023 BMW 2 Series 228i

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

2023 BMW 2 Series 228i

Beverly Hills, CA

UnscoredInsufficient · 3
$25,50515,673 mi

Comparison: 3 similar vehicles

Beverly Hills, CA

2024 Honda HR-V EX-L

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

2024 Honda HR-V EX-L

Beverly Hills, CA

Fair PriceModerate · 30
$25,81619,489 mi

Market: $25,651 – $28,641

Comparison: 30 similar vehicles

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

Beverly Hills, CA

2024 Audi A3 Sedan Premium

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

2024 Audi A3 Sedan Premium

Beverly Hills, CA

UnscoredInsufficient · 4
$26,01624,846 mi

Comparison: 4 similar vehicles

Beverly Hills, CA

2024 Audi A3 Sedan Premium

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

2024 Audi A3 Sedan Premium

Beverly Hills, CA

UnscoredInsufficient · 0
$26,01613,690 mi

Beverly Hills, CA

2023 Audi Q5 Premium

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

2023 Audi Q5 Premium

Beverly Hills, CA

Fair PriceModerate · 47
$26,01635,953 mi

Market: $22,999 – $31,753

Comparison: 47 similar vehicles

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

Beverly Hills, CA

2019 Toyota Camry XSE

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

2019 Toyota Camry XSE

Beverly Hills, CA

Fair PriceLimited · 16
$26,01664,243 mi

Market: $11,984 – $26,998

Comparison: 16 similar vehicles

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

Beverly Hills, CA

2023 Mercedes-Benz EQB Base

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

2023 Mercedes-Benz EQB Base

Beverly Hills, CA

UnscoredInsufficient · 3
$26,10647,070 mi

Comparison: 3 similar vehicles

Beverly Hills, CA

2023 Cadillac XT4 Luxury

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

2023 Cadillac XT4 Luxury

Beverly Hills, CA

UnscoredInsufficient · 4
$26,11033,660 mi

Comparison: 4 similar vehicles

Beverly Hills, CA

2023 Audi Q4 e-tron Premium Plus

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

2023 Audi Q4 e-tron Premium Plus

Beverly Hills, CA

Fair PriceLimited · 17
$26,11230,538 mi

Market: $25,388 – $35,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Beverly Hills, CA

2025 Volkswagen Atlas SE

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

2025 Volkswagen Atlas SE

Beverly Hills, CA

UnscoredInsufficient · 0
$26,51422,687 mi

Beverly Hills, CA

2023 BMW X1 28i

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

2023 BMW X1 28i

Beverly Hills, CA

Great DealModerate · 25
$27,01319,464 mi

Market: $28,402 – $30,893

Comparison: 25 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 34 days listed (based on current market benchmarks)

Beverly Hills, CA

2024 Audi Q3 Premium

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

2024 Audi Q3 Premium

Beverly Hills, CA

UnscoredInsufficient · 0
$27,01523,989 mi

Beverly Hills, CA

2024 Audi Q3 S Line Premium

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

2024 Audi Q3 S Line Premium

Beverly Hills, CA

Fair PriceModerate · 26
$27,01524,471 mi

Market: $26,998 – $33,875

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Beverly Hills, CA

2022 Subaru WRX Limited

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

2022 Subaru WRX Limited

Beverly Hills, CA

Fair PriceLimited · 11
$27,01542,510 mi

Market: $23,484 – $27,475

Comparison: 11 similar vehicles

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

Beverly Hills, CA

2021 Jeep Wrangler Unlimited 80TH

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

2021 Jeep Wrangler Unlimited 80TH

Beverly Hills, CA

UnscoredInsufficient · 0
$27,01535,124 mi

Beverly Hills, CA

2024 Audi Q3 S Line Premium

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

2024 Audi Q3 S Line Premium

Beverly Hills, CA

Fair PriceModerate · 26
$27,01626,245 mi

Market: $26,998 – $33,875

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Beverly Hills, CA

2024 BMW 2 Series 228i

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

2024 BMW 2 Series 228i

Beverly Hills, CA

UnscoredInsufficient · 3
$27,10516,358 mi

Comparison: 3 similar vehicles

Beverly Hills, CA

2023 Cadillac XT4 Luxury

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

2023 Cadillac XT4 Luxury

Beverly Hills, CA

UnscoredInsufficient · 4
$27,11033,024 mi

Comparison: 4 similar vehicles

Beverly Hills, CA

2023 Audi Q5 Premium Plus

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

2023 Audi Q5 Premium Plus

Beverly Hills, CA

Unscored
$27,11641,678 mi

Comparison: 5 similar vehicles

Beverly Hills, CA

2023 Audi A3 Sedan Premium

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

2023 Audi A3 Sedan Premium

Beverly Hills, CA

Unscored
$27,11614,469 mi

Comparison: 5 similar vehicles

Beverly Hills, CA

2023 Mercedes-Benz CLA 250

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

2023 Mercedes-Benz CLA 250

Beverly Hills, CA

Unscored
$27,51648,038 mi

Comparison: 6 similar vehicles

Beverly Hills, CA

2021 Mercedes-Benz GLA GLA250

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

2021 Mercedes-Benz GLA GLA250

Beverly Hills, CA

Unscored
$27,60537,216 mi

Comparison: 6 similar vehicles

Beverly Hills, CA

2024 Audi Q3 S Line Premium

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

2024 Audi Q3 S Line Premium

Beverly Hills, CA

Great DealLimited · 11
$28,01513,269 mi

Market: $28,936 – $31,929

Comparison: 11 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 28 days listed (based on current market benchmarks)

Beverly Hills, CA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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 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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