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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 27, 2026

6.1M+

Unique vehicles analyzed

as of October 27, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

37 listings found

2008 BMW 7 Series 750Li

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

2008 BMW 7 Series 750Li

Chico, CA

UnscoredInsufficient · 0
$12,08085,637 mi

Chico, CA

2018 BMW X1 28i

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

2018 BMW X1 28i

Chico, CA

UnscoredLimited · 6
$18,20651,749 mi

Comparison: 6 similar vehicles

Chico, CA

2019 BMW 5 Series 530e

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

2019 BMW 5 Series 530e

Chico, CA

Fair PriceLimited · 13
$19,56054,750 mi

Market: $16,500 – $24,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Chico, CA

2022 BMW 2 Series 230i

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

2022 BMW 2 Series 230i

Chico, CA

UnscoredInsufficient · 0
$24,25662,822 mi

Chico, CA

2023 BMW X1 28i

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

2023 BMW X1 28i

Chico, CA

UnscoredLimited · 6
$31,07434,610 mi

Comparison: 6 similar vehicles

Chico, CA

2024 BMW 3 Series 330i

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

2024 BMW 3 Series 330i

Chico, CA

UnscoredLimited · 7
$32,50536,853 mi

Comparison: 7 similar vehicles

Chico, CA

2024 BMW 3 Series 330i

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

2024 BMW 3 Series 330i

Chico, CA

UnscoredLimited · 7
$37,07933,350 mi

Comparison: 7 similar vehicles

Chico, CA

2020 BMW X6 M50i

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

2020 BMW X6 M50i

Chico, CA

UnscoredInsufficient · 0
$37,98882,326 mi

Chico, CA

2018 BMW M5 Base

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

2018 BMW M5 Base

Chico, CA

UnscoredInsufficient · 0
$43,41975,798 mi

Chico, CA

2026 BMW 2 Series 230i

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

2026 BMW 2 Series 230i

Chico, CA

Fair PriceRobust · 91
$49,945Mileage not verified

Market: $46,227 – $55,022

Comparison: 91 similar vehicles

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

Chico, CA

2024 BMW X5 50e

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

2024 BMW X5 50e

Chico, CA

UnscoredLimited · 5
$51,67852,012 mi

Comparison: 5 similar vehicles

Chico, CA

2024 BMW X3 40i

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

2024 BMW X3 40i

Chico, CA

UnscoredLimited · 8
$51,71237,506 mi

Comparison: 8 similar vehicles

Chico, CA

2026 BMW X2 28i

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

2026 BMW X2 28i

Chico, CA

Fair PriceModerate · 23
$52,520Mileage not verified

Market: $50,382 – $56,450

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Chico, CA

2026 BMW X2 28i

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

2026 BMW X2 28i

Chico, CA

Fair PriceModerate · 23
$52,915Mileage not verified

Market: $50,382 – $56,450

Comparison: 23 similar vehicles

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

Chico, CA

2026 BMW 3 Series 330i

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

2026 BMW 3 Series 330i

Chico, CA

Fair PriceRobust · 713
$54,850Mileage not verified

Market: $49,615 – $62,987

Comparison: 713 similar vehicles

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

Chico, CA

2026 BMW 2 Series M235

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

2026 BMW 2 Series M235

Chico, CA

Fair PriceModerate · 20
$56,470Mileage not verified

Market: $54,997 – $60,052

Comparison: 20 similar vehicles

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

Chico, CA

2026 BMW 3 Series 330i

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

2026 BMW 3 Series 330i

Chico, CA

Fair PriceRobust · 713
$57,050Mileage not verified

Market: $49,615 – $62,987

Comparison: 713 similar vehicles

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

Chico, CA

2026 BMW X3 30

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

2026 BMW X3 30

Chico, CA

UnscoredLimited · 8
$57,510Mileage not verified

Comparison: 8 similar vehicles

Chico, CA

2026 BMW X3 30

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

2026 BMW X3 30

Chico, CA

UnscoredLimited · 8
$58,610Mileage not verified

Comparison: 8 similar vehicles

Chico, CA

2026 BMW X3 30

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

2026 BMW X3 30

Chico, CA

UnscoredLimited · 8
$59,340Mileage not verified

Comparison: 8 similar vehicles

Chico, CA

2025 BMW X5 M60i

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

2025 BMW X5 M60i

Chico, CA

UnscoredInsufficient · 0
$64,08059,169 mi

Chico, CA

2026 BMW X3 30

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

2026 BMW X3 30

Chico, CA

UnscoredLimited · 8
$64,540Mileage not verified

Comparison: 8 similar vehicles

Chico, CA

2026 BMW X3 30

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

2026 BMW X3 30

Chico, CA

UnscoredLimited · 8
$65,640Mileage not verified

Comparison: 8 similar vehicles

Chico, CA

2026 BMW 3 Series M340i

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

2026 BMW 3 Series M340i

Chico, CA

Fair PriceRobust · 58
$69,050Mileage not verified

Market: $67,274 – $78,782

Comparison: 58 similar vehicles

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

Chico, CA

2027 BMW iX3 50

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

2027 BMW iX3 50

Chico, CA

Fair PriceRobust · 95
$69,735Mileage not verified

Market: $64,472 – $78,422

Comparison: 95 similar vehicles

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

Chico, CA

2024 BMW X7 40i

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

2024 BMW X7 40i

Chico, CA

OverpricedModerate · 29
$69,94021,970 mi

Market: $57,169 – $63,647

Comparison: 29 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Chico, CA

2026 BMW X3 M50

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

2026 BMW X3 M50

Chico, CA

Fair PriceRobust · 93
$74,670Mileage not verified

Market: $69,167 – $81,867

Comparison: 93 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Chico, CA

2027 BMW M2 Coupe M2

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

2027 BMW M2 Coupe M2

Chico, CA

Fair PriceModerate · 23
$75,345Mileage not verified

Market: $73,200 – $86,367

Comparison: 23 similar vehicles

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

Chico, CA

2026 BMW X5 40i

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

2026 BMW X5 40i

Chico, CA

UnscoredRobust · 203
$77,525Mileage not verified

Comparison: 203 similar vehicles

Chico, CA

2027 BMW X5 40

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

2027 BMW X5 40

Chico, CA

Fair PriceRobust · 140
$88,585Mileage not verified

Market: $73,672 – $98,872

Comparison: 140 similar vehicles

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

Chico, CA

2027 BMW X5 40

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

2027 BMW X5 40

Chico, CA

Fair PriceRobust · 140
$89,455Mileage not verified

Market: $73,672 – $98,872

Comparison: 140 similar vehicles

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

Chico, CA

2027 BMW M3 Sedan M3

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

2027 BMW M3 Sedan M3

Chico, CA

Fair PriceModerate · 28
$92,585Mileage not verified

Market: $92,237 – $144,272

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Chico, CA

2026 BMW M3 Sedan M3

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

2026 BMW M3 Sedan M3

Chico, CA

Fair PriceModerate · 24
$94,985Mileage not verified

Market: $84,995 – $110,060

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Chico, CA

2026 BMW M4 Coupe M4

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

2026 BMW M4 Coupe M4

Chico, CA

UnscoredLimited · 5
$101,080Mileage not verified

Comparison: 5 similar vehicles

Chico, CA

2026 BMW M2 Coupe M2

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

2026 BMW M2 Coupe M2

Chico, CA

UnscoredLimited · 7
$110,100Mileage not verified

Comparison: 7 similar vehicles

Chico, CA

2026 BMW M2 Coupe M2

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

2026 BMW M2 Coupe M2

Chico, CA

UnscoredLimited · 7
$111,535Mileage not verified

Comparison: 7 similar vehicles

Chico, CA

2027 BMW 7 Series 740i

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

2027 BMW 7 Series 740i

Chico, CA

Fair PriceModerate · 32
$119,535Mileage not verified

Market: $106,982 – $149,867

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Chico, 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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