Building the infrastructure to support better student outcomes

Together with educators, and learning science as our blueprint.

Collage combines evidence-based pedagogy, instructor expertise, and student input to help educators:

01Create engaging learning experiences
02Provide personalized student support
03Improve learning outcomes
All within a single platform.Request a Demo
Why Collage?
01Built around pedagogy
02One connected platform
03Committed to evidence
01

Built around pedagogy

Learning science is embedded throughout, from scaffolding and formative assessment to cognitive load management and mastery learning. Every feature has been designed with educator partnership and student input.

02

One connected platform

Course design, student learning, tutoring, assessment, and analytics work together in one platform instead of across disconnected tools. AI helps shape and scale your high-quality teaching, based on your guidance and review.

03

Committed to evidence

Collage enables institutions to evaluate the platform through meaningful measures of student engagement, learning, and success. We work alongside instructors and researchers to build the evidence base for what works and to continuously refine the platform based on those findings.

Trusted by Innovative Institutions

We partner closely with educators, instructional designers, academic leaders, and researchers to shape the future of teaching and learning.

Evidence / Outcomes

Better learning. Measured.

62%

Increase in normalized learning gains in Harvard introductory physics.

Read the Case Study

Bar chart showing normalized learning gain rising from 0.26 to 0.42 in the semester taught with Collage AI.

Without it

Bar chart showing normalized learning gain rising from 0.26 to 0.42 in the semester taught with Collage AI.

Without it

Collage AI
PSYCH 100
Dashboard
Lessons
Assessments
Analytics
AI Tutor
Library
MA
Megan Allen
Dashboard
PSYCH 100 · Welcome back, Megan
New assessment
New lesson
Lessons
18
14 published
Students
124
Active this week
Avg. completion
76%
Across the course
Tutor sessions
35
Last 7 days
Recent lessons
View all
Sensation and perception
Published
Updated 2 days ago
Research methods in psychology
Published
Updated 4 days ago
Biopsychology and the brain
Draft
Updated 6 days ago
Collage AI
PSYCH 100
Dashboard
Lessons
Assessments
Analytics
AI Tutor
Library
MA
Megan Allen
Customize AI tutor
Configure how the AI tutor behaves for your students.
Reset
Teaching mode
Recommended
Socratic mode
Answers a question with a question — hints, analogies, and prompts.
Student reaches the answer
Didactic mode
Explains the concept directly, then checks the student understood it.
Tutor gives the answer
AI tutor preview
How students will experience the tutor
Socratic
Collage AI
PSYCH 100
Dashboard
Lessons
Assessments
Analytics
AI Tutor
Library
EN
DM
Devanshu
Magiawala
Hi Devanshu Magiawala
Where should we start?
Ask about student performance, learning objectives, or assessments…
Performance Overview
Learning Objectives
At-Risk Students
Underserved Study Groups
Assessment Analysis
Collage AI
PSYCH 100
Dashboard
Lessons
Assessments
Analytics
AI Tutor
Library
MA
Megan Allen
Analytics
PSYCH 100 · 32 students · Fall term
Students
Learning objectivesComing soon
Course average
Export
Lesson completion
0%
Assessment score
0.0%
Avg. time spent
21m
Student
Lesson completion
Assessment score
Time spent
MA
Megan Allen
74%
91%
26m
JR
Jordan Ruiz
68%
88%
23m
PS
Priya Shah
41%
86%
14m
DK
Danny Kwon
33%
84%
11m
AM
Alex Moreau
29%
90%
9m
Collage AI
PSYCH 100
Dashboard
Lessons
Assessments
Analytics
AI Tutor
Library
MA
Megan Allen
Library
Every source your department can build a course from.
6 resources
Contribute
Subject
All resources
Psychology
Chemistry
Physics
Type
PDF
Video
Slides
Doc
Search resources…
Shared
Research methods in psychology
ChapterPDF · 14 pages
Shared
Intro lecture — what is empiricism?
LectureVideo · 12 min
Shared
Nature vs. nurture reading list
ReadingDoc · 4 sources
Shared
Scientific method worksheet
PracticePDF · 3 pages
Shared
Biopsychosocial model slides
SlidesSlides · 22 cards
Shared
Key terms glossary
ReferenceDoc · 38 terms

Design

Leverage backward design and rich content modalities to transform your existing instructional materials into engaging learning experiences that align with your learning objectives.

Teach

Provide adaptive feedback on formative assessment, and scale personalized support using a customizable AI tutor. Our platform ensures built-in accessibility so that students have the conditions they need to thrive.

Assess

Gain deep insights into student learning with rubric-based grading and conversational analytics to ask the specific questions that help you understand exactly how students are progressing.

Improve

Continuously strengthen your instruction by identifying learning friction and engagement trends.

Library

Explore curated projects and cases from a world-class community of educators, adapt them for your own teaching, or contribute your own to help others.

Voices from the Classroom

Q · Student
Tailored to your specific misunderstanding.
I think Collage is really helpful because it provides thorough explanations that guide you to the correct answer and are pretty tailored to your specific misunderstanding.
Student
Q · Student
So many different ways of teaching you.
LOVED Collage — it had so many different ways of teaching you based on whether you were a visual learner, a reader, etc. Super well organized and well structured.
Student
Q · Physics faculty
It transformed what my students were able to achieve.
tap to see why →
The adaptive feedback helped students master difficult concepts faster and at a deeper level than I’d seen in previous semesters — they arrived prepared, confident, and ready to engage.
Faculty, Harvard University

Have questions?Find answers.

As a Public Benefit Corporation, Collage is legally bound to protect its social and educational mission, prioritizing the public good alongside financial sustainability.

Collage takes a fundamentally different approach to AI. Rather than functioning as a standalone assistant or point solution, Collage is an integrated teaching and learning platform designed around evidence-based pedagogy and the real-world workflows of faculty and students. By combining pedagogical best practices with thoughtfully integrated AI, Collage helps faculty create more engaging, personalized learning experiences. The result is a learning environment that strengthens student preparation, enhances classroom interactions, and measurably improves learning outcomes.

Your course content is used to produce lessons and assessments but is not used to train the AI model. Institution and instructor data is separated at the database level so that materials are not shared across institutions or exposed to unrelated faculty.

Collage is currently undergoing an independent audit to verify operational effectiveness over an extended monitoring period to achieve SOC 2 compliance. We maintain current HECVAT and VPAT assessments to support higher-education procurement, security, and accessibility reviews.

Collage uses the Learning Tools Interoperability (LTI) standard to connect to learning management systems, including Canvas, Moodle, Brightspace, and Blackboard. Grades can be synced back to the LMS gradebook, and instructors choose which assessments or assignments to sync. Grade transfer is managed at the activity level rather than applied automatically to everything. Collage can also be used as a standalone platform.

The intellectual property rights of materials that you input into the Collage do not change. In other words, if you own the content you upload to the platform, you continue to be the owner of it. In doing so, however, you are giving Collage license to use those materials to generate educational content and assessments for your course. You are then fully permitted to use the AI-generated outputs for your students, so long as it is not for commercial purposes.

We maintain current HECVAT and VPAT assessments to support higher-education procurement and security reviews and can make them available upon request.

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A Public Benefit Corporation dedicated to simplifying teaching and personalizing education at scale with AI

A Public Benefit Corporation dedicated to simplifying teaching and personalizing education at scale with AI

© 2026 Collage AI, Inc.

© 2026 Collage AI, Inc.

20 Holyoke St, Cambridge, MA 02138

20 Holyoke St, Cambridge, MA 02138