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Market/Categories/Business Specialist/comma 3X

Independent product intelligence · Worldwide · 2026-05-01 → 2026-07-31

comma 3Xcomma.ai

comma 3X is a plug-and-play AI driving assistant that brings Tesla Autopilot-like functionality to Toyota, Honda, and other compatible vehicles, offering features like lane centering and adaptive cruise control.

Business Specialistcomma.aiTracked since 2026-08-211 discovery source
30.2KBacklinks
2.4KReferring domains
41Domain authority
-0.6%Referring domains · 90 days

Authority & distribution

How strong is comma 3X’s web footprint?

Backlinks measure accumulated distribution; referring domains show how broadly that authority is spread. Both are observable on the open web, so both are published for every product here.

Backlinks

30.2KCurrent snapshot

Referring domains

2.4KCurrent snapshot

Authority

41Domain authority · category median 22

90-day move

-0.6%Referring domains, last 90 days
At 41, comma 3X sits above the 22 median for its category.

Trajectory · Pro

The counts above are the latest of 370 daily observations. The curve through them is on the full profile.

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Traffic & engagement

Where comma 3X ranks

Measured · Pro

Measured for this product: global rank, country rank and category rank.

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AI referral visibility

Which AI assistants are already sending comma 3X traffic?

Measured · Pro

Measured for this product: AI referral traffic, which assistants refer it and which pages those referrals land on.

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Product profile

What comma 3X is selling.

Traffic makes more sense when you can connect it to the actual product promise.

“comma 3X”

comma 3X is a plug-and-play AI driving assistant that brings Tesla Autopilot-like functionality to Toyota, Honda, and other compatible vehicles, offering features like lane centering and adaptive cruise control.

Business SpecialistSeen 2026-08-21 → 2026-08-21Coverage tier C

What we have measured

4 of 8 signal groups are available for this product: identity, authority and backlinks, AI referrals, search demand.

Not measured for this domain: traffic and engagement, audience demographics, country distribution, acquisition mix. Those sections are left out of the page rather than filled with estimates.

Canonical website: https://www.comma.ai

Observed across 1 discovery source.

Research questions

What the evidence answers about comma 3X.

Every answer is tied to a source we collected, and the questions with no evidence behind them are left unanswered rather than guessed.

What is the comma 3X used for and in what situations?

It is used to enable hands-off, eyes-on driving experiences in compatible cars, reducing driver fatigue. Key situations include highway driving where features like lane centering and adaptive cruise control can be utilized.

Who is the comma 3X designed for?

It is designed for owners of compatible Toyota, Honda, Hyundai, Kia, Lexus, and other vehicles (325+ models across 27 brands) who want to add advanced, hands-free driving features to their existing car.

What features or capabilities does the comma 3X offer?

The comma 3X offers features such as lane centering, adaptive cruise control, and a cloud dashcam. It runs open-source software and requires no subscription.

How is the comma 3X priced?

The comma 3X is available for purchase at a price of $999.

What is the comma 3X and what problem does it solve?

The comma 3X is a plug-and-play AI driving assistant that brings Tesla Autopilot-like functionality to compatible vehicles. It solves the problem of not having advanced driver-assistance features by offering hands-free driving with lane centering and adaptive cruise control for cars like Toyota, Honda, and others.

5 of 6 research questions are answered for this product. The rest need source evidence we have not collected yet, so they are left unanswered rather than guessed.

Behind the lock

Unlock full comma 3X intelligence.

  • Backlink trajectoryThe figures above are the latest observation. The daily curve behind them holds 370.
  • AI referral detailHow much traffic assistants send, which 3 of them do it, and the 9 pages they land on.
  • Search structure and ranking depthOrganic against paid, brand against non-brand, and how many keywords rank in the top three against the long tail — which is what decides whether the demand is portable or tied to the name.
  • The rest of the marketPage through every leaderboard 100 rows at a time, put any five products side by side, and query the whole dataset over API / MCP.

Worldwide estimates · Data period 2026-05-01 → 2026-07-31. Figures are measured estimates intended for market research. Signals we have not measured for this domain are omitted, never estimated; a measured zero is still reported as zero. How this was measured