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Market/Categories/Business Specialist/Mashgin

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

Mashginmashgin.com

Mashgin utilizes computer vision for rapid and simple checkout experiences. It instantly recognizes items, making checkout up to 4x faster.

Business Specialistmashgin.comTracked since 2026-08-211 discovery source
2.8KBacklinks
698Referring domains
29Domain authority
-8.0%Referring domains · 90 days

Authority & distribution

How strong is Mashgin’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

2.8KCurrent snapshot

Referring domains

698Current snapshot

Authority

29Domain authority · category median 22

90-day move

-8.0%Referring domains, last 90 days
At 29, Mashgin 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 Mashgin 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 Mashgin traffic?

Measured · Pro

Measured for this product: AI referral traffic.

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Product profile

What Mashgin is selling.

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

“Mashgin”

Mashgin utilizes computer vision for rapid and simple checkout experiences. It instantly recognizes items, making checkout up to 4x faster.

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.mashgin.com

Observed across 1 discovery source.

Research questions

What the evidence answers about Mashgin.

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

What problem does Mashgin solve and how does it work?

Mashgin solves the problem of slow, high-friction checkout lines by using patented 3D computer vision. The system instantly recognizes items placed in front of it, eliminating the need for scanning or barcodes and making checkout up to 4x faster. It processes transactions in 0.5 seconds.

Who is the target user or customer for Mashgin?

Mashgin is designed for retailers and high-traffic venues seeking to increase checkout throughput and improve customer experience. It is trusted by over 5,000 locations, including major stadiums, universities, and hospitals.

What key features or capabilities does Mashgin offer?

Mashgin offers a checkout system with features including 3D AI item recognition, a fast transaction time of 0.5 seconds, and an interface where customers simply place items and tap to pay. The system maintains a familiar face-to-face retail experience.

In what situations is Mashgin typically used?

Mashgin is used in high-throughput retail and concession environments where speed is critical. Examples listed include sports stadiums, university campuses, hospitals, airports, and convenience stores.

What is Mashgin?

Mashgin is an AI-powered checkout system that uses patented 3D computer vision to instantly recognize items and process payments, aiming to create the world's fastest checkout experience.

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 Mashgin intelligence.

  • Backlink trajectoryThe figures above are the latest observation. The daily curve behind them holds 370.
  • AI referral detailHow much traffic assistants send.
  • 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