Fahem Fahem Enterprise فاهم · INTUITIVE AI LEARNING PLANE
Open Core Book Demo
★ Competing in the $2M Build-with-Gemini XPRIZE

Curriculum-to-Tutor
in 60 seconds

Deploy secure, private, white-label AI tutors and auto-quizzes trained exclusively on your textbooks — with zero out-of-bounds answers.

Tenant-isolated Curriculum-gated Zero out-of-bounds answers
DEPLOY PIPELINE 60s
PDF
Syllabus.pdf
Drag-drop your textbooks & curriculum
ADK
ADK Agent Swarm
Chunk · embed · gate · quiz — 4 agents
AI
Tutor Live
Page-cited answers · guardrailed · white-label
GCP Cloud Run Gemini Flash Firebase Auth
INTERACTIVE WEDGE DEMO

Ask it anything. It only answers from the book.

Pick a curriculum, ask the tutor, and watch it cite the exact page — then refuse anything off-syllabus. Toggle Arabic to see the full RTL experience.

{{ s.sandbox }}
{{ s.excerptTitle }} {{ s.tenant }}
PDF
{{ fileName }}
{{ chapter }}
{{ excerptHead }}

{{ line }}
AI
{{ s.tutorTitle }}
{{ bookName }}
GUARDRAIL · OFF-SYLLABUS
{{ m.text }}
{{ s.thinking }}
✦ {{ s.quizTitle }}
{{ quizQ }}
{{ quizWhy }}
{{ s.tryAsk }}

Illustrative, pre-recorded content (Kepler · cardiac anatomy · Python). No live model calls leave the sandbox.

THE MOAT

Built-in, not wrapped.

AI is core the way mobile is to Uber — not a chatbot bolted onto a school website.

SPECIALIZED AGENT SWARM · GOOGLE ADK
ACTIVE AGENT

{{ activeAgent.role }}

{{ activeAgent.desc }}

Tap any node to inspect each agent. All four collaborate inside a single tenant-isolated orchestration — the architecture, not a prompt wrapper.

§

Curriculum-Gated RAG

Answers are constrained to the academy’s own uploaded textbooks — no open web, no invented sources. Every response carries a page citation.

⬚

Tenant-Level Isolation

Each academy is a hard-walled tenant. Embeddings, data, and models never cross between schools — isolation at the data layer, not just the UI.

{ }

Open-Core Business Model

An Apache-2.0 open core (github.com/hesham88/fahem) earns trust; the enterprise layer adds white-label, multi-tenant control, SSO, and SLAs.

PRODUCT PREVIEW · LAUNCHING SOON

The enterprise app, click-through.

Every surface below is a prototype of the multi-tenant product — admin, teacher, and student. It isn’t shipped yet. The open core is live today.

Prototype · launching soon See it running today → fahem.pro
app.fahem.pro / northstar-academy
PROTOTYPE
{{ pvActive.persona }}
{{ pvActive.title }}
{{ pvActive.note }}
Create your academy
One tenant, fully isolated from every other school.
Academy name
Northstar Academy
Subdomain
northstar.fahem.pro
Admin email
owner@northstar.edu
🔒Firebase Auth issues role=admin + a tenant claim — no data is shared across academies.
Create academy →
PDF
Drag & drop your curriculum PDFs
Textbooks, syllabi, lecture notes — chunked & embedded privately
PDF
Astronomy_101.pdf
queued → chunked → embedded
✓ Embedded
PDF
Human_Physiology.pdf
Chunking…
PDF
Intro_to_Python.pdf
waiting in queue
Queued
All embeddings are stored in this tenant only — never pooled with other academies.
Ready
Astronomy 101
7 chapters · embedded
Open tutor
⋯
Ready
Human Physiology
12 chapters · embedded
Open tutor
⋯
Indexing
Intro to Python
8 chapters · 62%
Processing…
+
Add curriculum
Active students
No data yet
Questions answered
—
Quizzes taken
—
Curricula
3
Weekly activity
No activity yet — invite students to begin.
Current plan
Pilot
5-academy founding wave
Invite students
Students
+ Invite
Import CSV
SSO
Name
Email
Status
amir@northstar.edu
Invited
lina@northstar.edu
Invited
No students enrolled yet
Invitations are pending. Imported students appear here once they accept.
Current plan
Pilot — $300–$800 / mo
Active
Manage subscription
Payment method
No payment method added
Invoices
No invoices yet.
ⓘSubscription UI is design-only — no charges are processed. Fahem Enterprise is pre-revenue.
White-label
Logo
Theme colour
Teacher accounts
+ Add teacher
Ms. Haddad
Teacher
Data & compliance
Tenant isolation
Enabled
Export all data
Region: GCP · europe-west
Class insights
Illustrative · no live cohort data yet
Engagement
Quiz outcomes
Weak topics (from your curriculum)
Kepler’s 2nd Law
Mitral valve function
List comprehensions
Generate weekly outcomes report
Create assignment
Curriculum
Astronomy 101 ▾
Questions
10
Due
Fri
Lock during window
Assign to class
Active & draft assignments
Kepler’s Laws quiz
🔒 Locked
Astronomy 101 · 10 questions · due Fri
Cardiac anatomy check
Draft
Human Physiology · not yet assigned
AI
Astronomy tutor
ENع
What is Kepler’s First Law?
Every planet moves in an elliptical orbit with the Sun at one focus.
Ch. 4, p. 112
GUARDRAIL · OFF-SYLLABUS
That’s outside this course — I can only answer from Astronomy 101.
Ask about Astronomy 101…
The fully interactive bilingual version is the Wedge Demo above.
Astronomy 101p. 112
§4.2 Kepler’s Laws
Ask about this
Companion
You highlighted a line on p. 112:
In plain terms: orbits are ellipses, not circles — the Sun sits slightly off-centre, at one focus.
— cited from this page
Question 2 of 5
In Kepler’s First Law, the Sun sits at…
The exact centre of the orbit
One focus of the ellipse ✓
The nearest point of the orbit
Outside the orbital plane
Correct — the Sun lies at one focus, which is why a planet’s distance varies over the year. (Astronomy 101, p. 112)
Next question →
How the screens connect end-to-end — tap a step to jump there.
→ → → → →
Admin sets up
Create tenant → upload curriculum → invite students.
Student learns
Cited tutor chat, reader companion, auto-quizzes.
Teacher & owner see
Insights, weak topics, outcomes — and billing.
DOGFOODING · OPS LOG

We run the business on the same agents.

The same swarm that tutors students also prospects, drafts outreach, and enforces guardrails on our own business plane — with every consequential action staged for human approval.

ops_events.log illustrative
{{ line.time }} {{ line.label }} {{ line.msg }}
fahem-ops $

Illustrative business-plane activity — no billing, revenue, payment, or customer data. Fahem Enterprise is pre-revenue, pre-traction.

PRICING

Priced for academies, not enterprises.

Start as a founding pilot. Annual prepay = 2 months free.

TIER 1 · PILOT
$300–800/mo

A single academy validating the wedge with one or two curricula.

✓1 tenant · ~200 students
✓Curriculum-gated tutor + auto-quizzes
✓Page-cited answers & guardrails
✓Email support
Book a demo
MOST COMMON
TIER 2 · GROWTH
$800–1,500/mo

Growing academies scaling the tutor across many subjects and teachers.

✓Everything in Pilot
✓Unlimited curricula · teacher insights
✓SSO · white-label branding
✓Priority support
Book a demo
STUDENT SCALE
$1–3/student/mo

Usage-based pricing for large rollouts and multi-campus networks.

✓Per-student volume tiers
✓Dedicated isolated tenant
✓SLA & onboarding support
✓Annual prepay · 2 months free
Talk to us

No setup fees · cancel anytime · founding pilots are partners, not line items.

FOUNDING PILOT · 5 SEATS

Apply for the Founding Pilot.

We’re onboarding 5 academies for the first pre-seed wave — hands-on setup, direct line to the founders, and pilot pricing locked in.

✓

Application drafted.

Your email client should have opened a message to support@fahem.pro. If it didn’t, just email us directly — we reply within 2 business days.
Your name
Academy
Work email
Curriculum & size (subjects + approx. students)

Submits to support@fahem.pro · we never share your details.