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Market/Categories/Learning & Education/Colleague AI

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

Colleague AIcolleague.ai

Colleague AI is an educational platform featuring AI assistants for K-12 educators, students, school leaders, and parents, designed to personalize learning and streamline tasks.

Learning & Educationcolleague.aiTracked since 2026-08-211 discovery source
813Backlinks
231Referring domains
18Domain authority
-2.9%Referring domains · 90 days

Authority & distribution

How strong is Colleague AI’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

813Current snapshot

Referring domains

231Current snapshot

Authority

18Domain authority · category median 21

90-day move

-2.9%Referring domains, last 90 days
At 18, Colleague AI sits below the 21 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 Colleague AI 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 Colleague AI 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 Colleague AI is selling.

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

“Colleague AI”

Colleague AI is an educational platform featuring AI assistants for K-12 educators, students, school leaders, and parents, designed to personalize learning and streamline tasks.

Learning & EducationSeen 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.colleague.ai

Observed across 1 discovery source.

Research questions

What the evidence answers about Colleague AI.

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

What does Colleague AI do?

Colleague AI is a comprehensive AI platform for K-12 education that supports teaching, student learning, school administration, and district-level planning. It is designed to be a workflow-embedded tool for educators, backed by over $18M in federal research grants.

What problem does Colleague AI solve for educators?

Colleague AI helps educators with tasks like lesson planning, creating assessments, grading, providing feedback, and managing individualized education plans (IEPs), while keeping teachers in control. It aims to personalize learning and streamline school tasks.

What features does the Colleague AI platform include?

The platform includes AI assistants for lesson planning, differentiated instruction, assessment creation, grading, feedback, student progress reflection, and IEP fulfillment. It offers tools for both educators and students, with a focus on learning integrity and alignment with curriculum.

Who is Colleague AI designed for?

Colleague AI is designed for the entire K-12 learning ecosystem, including educators, students, school leaders, and parents. It provides tools for both teaching and student-facing support.

4 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 Colleague AI intelligence.

  • Backlink trajectoryThe figures above are the latest observation. The daily curve behind them holds 370.
  • AI referral detailHow much traffic assistants send, which one of them does it, and the page 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