QbitLoop · Forward-Deployed AI Consulting Brief

OT Spaces — AI Operations Blueprint

The AI tools available to Open Thinking Space — what each one actually does for the day-to-day, what it costs, and the order to roll them out. Benchmarked against Khan Academy, Mathnasium & Varsity Tutors. Built to be run by Taha, not by a developer.
person Prepared for Taha Rizvi
storefront Open Thinking Space · Dublin, CA
event June 2026
savings Posture: cost-first, free where possible
download Download the handoff (llm.txt) — continue with Claude on your own   auto_awesome Preview a new website concept for Taha →
Executive Brief

Run OT Spaces like it has a full back office — for almost nothing.

Open Thinking Space does the hard part brilliantly: real, unlimited, in-person teaching. Everything around the teaching — intake, scheduling, parent updates, records, follow-ups — is done by hand and from memory. That's exactly what AI is good at now. This brief names the tools, what each does for your day, what it costs, and how the best education brands run the same playbook.

The one-paragraph version
You do not need expensive tutoring software. Google's free consumer tools (Gemini, Gems, NotebookLM, Study Notebooks, Practice Tests, Forms, Calendar, Sheets) cover the learning side and most of the office for $0. Add one AI assistant to draft the writing-heavy work — parent updates, follow-ups, newsletters — and run a daily brief. Keep Wix, just make the form capture a real lead. Adopt the credibility playbook the pros use — Diagnose → Plan → Track → Report — and frame AI honestly: a human teaches; AI does the paperwork.
What we found
~1,000
students taught — but no system holds that history
0
booking, CRM, payments, parent portal, or progress reports today
6+
genuinely useful Google AI tools — all free on consumer accounts
~$0–40
realistic monthly cost to automate the gaps
$4/mo
what Khanmigo charges parents for what we'd build into your brand
$100s
/mo you'd waste on per-student tutoring SaaS at your scale
The recommendation, up front
recommend Start here
Build three things first, in OT Spaces' own Google account so you own them forever: (1) a real lead-capture form feeding a roster sheet, (2) AI-drafted parent progress notes you approve and send, and (3) a daily brief that tells you who to follow up with. Wrap them in a named method and a clear parent-privacy promise. Everything else builds on those.
verified_user The one rule we won't bend
You teach kids — including students with learning differences and autism. The category leaders (Khanmigo, Varsity) gate minors behind parental consent and give parents history + oversight. We do the same: raw data stays local, code-names go to the AI, a human reviews everything. Done visibly, this becomes a trust advantage.
Read the rest →
workspace_premium
How the Pros Do It
The Diagnose→Plan→Track→Report playbook from Khan, Mathnasium & Varsity.
grid_view
The Google Stack
Gemini, Gems, NotebookLM, Study Notebooks, Practice Tests — what's free, plainly.
smart_toy
Claude & the Assistant
The honest Anthropic-vs-Google picture, and the brain that runs your day.
account_tree
Workflow Playbooks
The 7 jobs, each with the exact setup we'd build.
payments
What It Costs
Three budget tiers, from $0 to a full team assistant.
flag
Recommendation
What to decide today and what we ship this week.
Diagnostic

Your Business Today

Before recommending a single tool, here's the current state as we understand it. If any of this is wrong, tell us — the plan adjusts.

What OT Spaces is

An in-person math & physics studio in Dublin, CA, built on a genuinely differentiated idea: unlimited, drop-in, one-on-one help with no time pressure, plus structured term classes from grade 1 through college/AP. Founded by UC Berkeley math & physics grads. ~1,000 students taught. The brand is calm, open, take-as-long-as-you-need thinking — the opposite of clock-watching chains.

lightbulb Design principle this sets
We automate the paperwork around the teaching — never the drop-in flexibility that makes you different. The tools serve the brand; they don't fight it.
How each job is handled — today vs. the opportunity
JobHow it works todayThe opportunity
Lead intakeWix form captures only "which subjects." Qualification happens later by phone.Capture grade, subjects, goal, availability up front; AI replies and books a consult.
SchedulingNo system. Drop-ins "by appointment," classes on a fixed calendar held in memory.Free Google booking page for consults & classes — not the drop-in flow.
Parent updatesNone. No progress notes, no portal. Parents are in the dark between sessions.Biggest win. AI drafts a progress note per student; you approve & send.
Student recordsAd hoc. The history of ~1,000 students lives nowhere reusable.One folder + one row per student: intake → plan → notes → progress.
Admin / CRMManual rosters, enrollment, payment chasing, term setup, hiring.Simple sheet as the source of truth; AI handles follow-up reminders.
MarketingWix newsletter ("math tips"), no social presence.AI-drafted newsletter + class-opening announcements on a schedule.
Daily routineAll in your head — who to call, who's coming, who owes.A one-screen morning brief, generated automatically.
help_outline To confirm in our meeting
✓ Address confirmed Dublin (new office), 6850 Regional St, Suite 200, Dublin, CA 94568.   Still open: 1) Do you already have a Google account / Workspace for the business?   2) What does your Wix plan include?  Action: the live site still shows old "Pleasanton" copy — update it on Wix.
Day in the life

Taha's Day: Before / After

The point of all this is to give you back hours and stop things falling through the cracks.

Today
wb_sunny Morning
You try to remember who emailed over the weekend. Two parent texts are buried in your phone. A Friday inquiry never got a reply.
groups During sessions
You teach all afternoon. No time to write anything down. A parent asks "how's my son doing?" and you answer from memory.
nights_stay Evening
You finally call the new lead — they already booked elsewhere. You meant to send a class-opening email two weeks ago.
With the assistant
wb_sunny Morning
One brief is waiting: "3 new leads (auto-replied, consults offered), 2 parents to update, 1 invoice unpaid, today: 4 classes." You skim it in 90 seconds.
groups During sessions
After a session you jot 2 lines or say them into your phone. That's it.
nights_stay Evening
The assistant drafted 2 parent progress notes from your jottings. You read, tweak a word, hit send. New leads were answered hours ago.
Benchmark

How the Pros Do It

Khan Academy, Mathnasium, Kumon, IXL and Varsity Tutors all run the same credibility playbook. None of it requires expensive software — it's a documented process plus a simple parent-facing artifact. Here it is, and how OT Spaces adopts it for almost nothing.

The spine every credible brand uses
01
Diagnose
A short intake + diagnostic finds exactly where the student is. (Mathnasium "discovery"; IXL real-time diagnostic.)
02
Plan
A personalized plan from that diagnostic — the named method in action. (Mathnasium Method™.)
03
Track
Visible progress toward mastery. (Khan mastery bars, IXL SmartScore.)
04
Report
A regular progress report to parents. (Mathnasium "Progress Report Time"; Kumon Connect.)

This maps exactly onto OT Spaces' natural flow: intake → assessment → learning plan → session notes → progress → parent report. You already do the teaching version of this; we make it visible.

The "augment, don't replace" frame — your strongest angle

The leaders have already solved the AI-skeptic tension, and the framing is consistent: human tutors teach; AI fills the gaps between sessions and removes admin. Varsity Tutors brands it Live + AI™ / "AI for HI™" (AI for Human Interaction). Khanmigo's headline behavior is "guides, doesn't give answers" — which is already how OT Spaces teaches.

format_quote Suggested positioning line
"At Open Thinking Space, a real teacher does the teaching. AI just does the paperwork — so Taha spends more time with your child, not less." That turns the skeptic's worry into your benefit: more human time.
Three cheap moves that buy instant credibility
  • Name your method. Mathnasium Method™, the Kumon Method. A named, repeatable system reads as rigor, not one person's habits. Suggestion: "The Open Thinking Method" — Diagnose, think it through together, master it, report the win.
  • Show a sample parent progress report. It's the single most-copied trust artifact across every competitor — and the cheapest to make (it's our Phase 1). Mockup below.
  • Put a parent-privacy promise on the site. Turns your data discipline into a customer-facing differentiator most small tutors never bother with.
What a parent progress note would look like
mail From Open Thinking Space  ·  To: Parent of Sara  ·  Weekly Update
The Open Thinking Method
Sara — Calculus, week of June 22
2 drop-in sessions · ~3.5 hours · Goal: AP Calc AB readiness

This week: Sara worked through related-rates problems. She's confident applying the chain rule and now sets up the equation independently — a real step up from last week.

Where she's growing: translating word problems into the right setup. We slowed down and reasoned each one out together rather than rushing to a formula.

Next: a short related-rates practice set (auto-generated, guided — not answer-key). We'll review it together Thursday.

Drafted with AI from Taha's session notes · reviewed and sent by Taha · your child's full name is never shared with any AI tool.

Two lines of session notes in → this out. Taha approves before it sends. This is the artifact parents remember you by.

The Toolbox

The Google Stack

Google has shipped a lot of AI lately — Gemini, Gems, NotebookLM, Study Notebooks, Practice Tests. Here's the plain-English answer to "are they included?" — almost all of it is free on a normal consumer account. You don't need the school edition (and as a tutoring business, you can't get it anyway — see the eligibility note).

The whole suite, free vs paid, at a glance
ToolWhat it does for TahaFree?
Gemini appDraft worksheets & practice problems, explain concepts, plan lessons, differentiate by level.Free tier · AI Plus $7.99 · Pro $19.99
GemsSaved custom tutors — e.g. an "AP Physics Socratic Coach" Gem that always uses your method & voice.Free
NotebookLMUpload your textbook/problem sets → it makes study guides, flashcards, quizzes, even audio "podcast" overviews — grounded only in your materials.Free (Plus)
Study NotebooksA space that turns Gemini into adaptive, personalized lessons per student goal — for self-study between sessions.Free, global
Guided LearningThe Socratic "guides, doesn't answer" mode — the same pedagogy you already teach, available 24/7.Free
Practice TestsFull-length practice exams that score the student and flag weak topics. SAT live now (w/ Princeton Review); ACT & GRE coming.Free
FormsRich intake forms, diagnostic quizzes, auto-graded practice, post-session feedback.Free
Calendar bookingA self-serve booking page for consults & classes.Free (1 page); reminders/payments need paid
Sheets / Drive / SitesYour roster & CRM (Sheets), one folder per student (Drive), a resource portal (Sites).Free

Prices are consumer "Google AI" plan list rates (mid-2026): AI Plus $7.99, AI Pro $19.99 (50% off first year), AI Ultra from $99.99. A single AI Pro seat for Taha is plenty; students use the free tier themselves.

The eligibility footnote that matters
gpp_maybe You will NOT qualify for "Google for Education" — and you don't need it
Google's own eligibility policy lists "tutoring programs" as explicitly ineligible for the free Workspace for Education edition and for Gemini in Google Classroom (those are for accredited schools). Good news: every tool in the table above works on a normal free Google account. So we skip the school edition entirely and use the free consumer stack. The only thing you'd ever pay Google for is Workspace Business (~$7/user/mo) if you want custom-domain email (you@otspaces.com) and booking with automated reminders + card payments.
Keep & tune · and what to skip
edit_note Keep Wix — one change
Expand the contact form to capture name, student grade, subjects, goal, availability, then auto-send each submission into your Google roster sheet. That single change turns a dead form into a real lead pipeline. No new spend.
block Skip the per-student SaaS trap
Vertical platforms (TutorBird, Teachworks, all-in-one "school OS" tools) often bill per student per month — at ~1,000 students that's hundreds monthly for things Google + one assistant already do. Adopt one only if you specifically need integrated card payments + invoicing.
The Toolbox

Claude & the Assistant

You asked the honest question: does Anthropic (Claude) offer educators free tools the way Google does? Short answer — no, not really. Here's the straight picture, plus the small, cheap way Claude still earns its place as the "brain" that runs your office.

Anthropic vs Google for a small tutoring business — the honest table
OfferAnthropic / ClaudeGoogle
Free education suite for tutorsNone for youYes — full free consumer suite
"For Education" programUniversities only (institutional SSO) — tutors can't accessSchools only too, but consumer tools cover you free
Educator / teacher discountNonen/a (tools already free)
Nonprofit discountUp to 75% off (~$8/seat) — but needs 501(c)(3) or being a school; for-profit tutor excludedGoogle for Nonprofits exists on similar terms
Realistic cost for youFree tier, or Pro $20/mo$0, or 1 AI Pro seat $19.99
Where it winsModel quality & tutoring behavior (Socratic "Learning" mode); great as the writing/automation brainFree breadth & the learning tools students self-serve
savings One door that could open later
If OT Spaces ever set up a 501(c)(3) nonprofit arm (e.g. a community math program), Anthropic's up-to-75%-off nonprofit plan (~$8/seat) and similar school/nonprofit deals would unlock. As a for-profit today, they don't — so we don't plan around them.
So where does Claude fit? As the office brain.
The Assistant — Hermes running Claude  budget pick
Start now
A private assistant that runs a Claude model (routed through OpenRouter, so you can swap models anytime), schedules daily routines, and can be messaged from Slack, WhatsApp, or Telegram.
For your day
Runs your morning brief automatically, drafts parent notes & follow-up replies, answers when you message it — no per-seat software subscription.
Day-to-day jobs
Daily brief (auto)Draft parent notesLead auto-replyRemindersNewsletter drafts
Cost
Pay-per-use AI via one OpenRouter key — a few dollars to ~$30/mo at your volume. No seat fees.
Claude in Slack ("Claude Tag")  premium UX
Upgrade later
A persistent AI teammate inside Slack — you and staff type @Claude and hand off work. Lovely once you have a team.
Reality check
Requires Claude Team (≈$25/seat/mo, 5-seat minimum) + Slack. No education pricing. Overkill for a 1–2 person shop — revisit when you grow.
Plain Claude
Separately, a single Claude Pro seat ($20/mo) is a great lesson-prep tool for Taha — and its Socratic "Learning" style mirrors how you teach.
An on-brand idea for later: the "Thinking Helper"
psychology Phase 3+, consent-gated, optional
A between-session practice helper that guides, never gives the final answer — one hint at a time, and after 3 hints it says "bring this to Taha next session." It (a) uses code-names not real identities, (b) routes back to the human tutor, and (c) extends your "unlimited, no time pressure" promise to 24/7. Khanmigo charges parents $4/mo for exactly this; it'd ride on the assistant you already have. Build it after the back-office wins, behind parental consent.
The Toolbox

Workflow Playbooks

The seven jobs that run your business — and the exact, low-cost setup for each. Every one keeps you in control: AI drafts, you approve.

1 · Lead intake & qualification

Setup: Wix form (name, grade, subjects, goal, availability) → Google Sheet → assistant sends a warm, on-brand reply within minutes that asks any missing question and offers a consult time.

Why: the lead you answer in 5 minutes is the lead you keep. Today some never get a reply.

2 · Scheduling (consults & classes only)

Setup: Google Calendar appointment page for consults & class enrollment, linked from the site. Drop-in tutoring stays exactly as is — flexible, no slots.

Why: parents self-book without phone tag; you protect the "stay as long as you need" model.

3 · Parent communication & progress reports  highest value

Setup: after a session you leave 1–2 lines (typed or voice). The assistant turns them into the friendly, specific progress note shown in "How the Pros Do It." You approve; it emails the parent.

Why: the gap parents feel most, and the one no competitor your size fills. A retention & referral engine.

4 · Per-student learning workflows

Setup: one Drive folder + sheet row per student (intake → goals → plan → notes → milestones). Free Study Notebooks & Practice Tests generate tailored practice & diagnostics per goal.

Why: the teaching sharpens and the record compounds — a new teacher can pick up a student in minutes.

5 · Administration & light CRM

Setup: the Google Sheet is the single roster/CRM — status, enrollment, payment state. The assistant flags overdue invoices & stale leads and drafts the nudge emails.

Why: money and follow-ups stop slipping; no $100s/mo CRM needed.

6 · Marketing & newsletter

Setup: assistant drafts the monthly "math tips" newsletter & class-opening announcements from your term calendar; you approve; Wix/Gmail sends.

Why: consistent, low-effort presence keeps the pipeline warm between terms.

7 · Daily ops routine

Setup: a scheduled assistant job builds your morning brief — new leads (and whether auto-replied), today's schedule, parents to update, unpaid invoices — to your phone before you start.

Why: you run the day from one screen instead of from memory.

Budget

What It Costs

Three honest tiers. Start at Tier 1; climb only when a tool has clearly earned it. Figures are approximate June-2026 list prices.

TierWhat you getMonthly cost
Tier 0
Free foundation		Free Google account (Gemini, Gems, NotebookLM, Study Notebooks, Practice Tests, Forms, Calendar booking, Sheets, Drive) + improved Wix form. Organized, mostly manual.$0
Wix already paid
Tier 1 recommended
Lean automation		Tier 0 + the Hermes/Claude assistant running the daily brief, parent-note drafts & lead auto-replies. Optionally 1 Google AI Pro or Claude Pro seat for richer prep.~$20–40
AI usage + 1 optional seat
Tier 2
Team + payments		Tier 1 + Google Workspace Business (custom email, booking with reminders + Stripe payments) and/or Claude in Slack seats (5-seat min) when you grow the team.~$60–120
per-seat plans
trending_down You avoid the per-student trap
The tempting "all-in-one tutoring platform" usually bills per student or per active family — hundreds a month at your scale. Tier 1 gets the same outcomes (booking, records, parent updates, follow-ups) for the price of a couple of lunches, because the heavy lifting rides on free Google + pay-as-you-go AI.

List estimates that move; we'll confirm exact figures against your existing Google/Wix plans before you commit a dollar.

The Plan

Rollout Roadmap

Ship one win, prove it, then expand. No big-bang. You should feel value in week one.

0
This week · ½ day

Confirm & lay the foundation

Confirm Google/Wix status & the address. Stand up student folders + roster sheet. Name the method. Draft the consent line. Improve the Wix form.

1
Weeks 1–2 · first win

Parent progress notes

Build the highest-leverage workflow end to end. Two lines in → approved note out, in the format on the "Pros" page. Measure time saved & parent reaction.

2
Weeks 3–4

Daily ops brief + lead auto-reply

Turn on the automatic morning brief and instant lead replies. Nothing waits anymore.

3
Month 2

Student learning workflows

Roll out free Study Notebooks & Practice Tests per student. The per-student record starts compounding. Optional: pilot the consent-gated "Thinking Helper."

4
Month 3

Marketing loop + handoff

Automate the newsletter & announcements. Review what's working, decide on Tier 2, and hand you a written runbook so you own the whole system.

Non-negotiable

Student Data & Trust

You teach minors, some with learning differences or autism. The category leaders gate this carefully — Khanmigo and Varsity foreground parental consent, data security & oversight. Done visibly, it's a reason parents choose you.

"But it's all one Google account — how is one student's data kept separate?"

You don't need a Google account per student. Separation in one account is structural — folders + sharing permissions — exactly how any small business keeps many clients apart:

Taha's ONE Google account (private master) └── Drive / OT Spaces / Students / ├── S-014-Sara/ intake · plan · notes · reports → shared ONLY with Sara's parent ├── S-027-Omar/ his own folder → shared ONLY with Omar's parent └── S-031-Mia/ her own folder → shared ONLY with Mia's parent Admin / roster.gsheet master list w/ real names → NEVER shared · Taha only
  • One folder per student. You share that one folder (or a single report) with that one parent's email. Parent A literally cannot see Parent B's folder — Google's per-folder permissions enforce it. Default is private; you grant access one student at a time.
  • The master roster stays private. The sheet with real names, phones & notes is never shared — parents only ever receive their own child's report (emailed, or a single shared folder).
  • Code-names do the AI separation. Anything touching AI uses S-014, not "Sara Khan." The name↔code mapping lives in the one column only Taha sees — so even the AI never holds a roster of real kids.
  • No student or parent needs a Google login — they just receive an email or open a shared link.
lock The model in one line
One account = the owner's vault; folders + per-folder sharing = the walls between students. If you later add staff who should see only some students, that's when Google Workspace Business (shared drives, granular roles) earns its ~$7/mo — but for you and Taha today, one account with this structure is plenty.
The four rules we build into everything
  • Raw data stays private. Names, contacts & sensitive notes live in OT Spaces' own Google account — never pasted into public AI chats.
  • Code-names to the AI. The assistant drafts with "Student #14," not full identities, wherever possible.
  • Parental consent. A one-paragraph consent at intake covering record-keeping & AI-assisted communication — the same gate Khanmigo uses for under-18s. We'll draft it.
  • You own it. Everything sits in accounts Taha controls, exportable anytime, no lock-in.
handshake Turn it into a selling point
A short "How we protect your child's information" line on the site & at intake signals seriousness most small tutors skip. With your autism/learning-difference families especially, that trust is worth more than any feature.

Operational good practice, not legal advice. For formal COPPA/CCPA compliance, a quick professional check before launch is inexpensive and worth it.

Decision

Recommendation & Next Steps

If we agree on one thing today, make it this: start small, start free, own it forever.

How to use this handoff (the smooth transition)
smart_toy Hand the whole project to Claude — on your own account
Download llm.txt (button below). It's a full operator playbook written for an AI: the business, the plan, the tool stack, exact specs, system prompts, and step-by-step build instructions. To continue without anyone else in the loop:
  1. Open a fresh Claude session on your account — Claude Code (most capable) or Claude.ai / Cowork (simplest).
  2. Give it llm.txt (save it in the folder for Claude Code, or paste it into chat).
  3. Say: "Read llm.txt and interview me (Section 4)." Claude asks you the pain-point questions only you can answer, then builds Phase 1 with you — approving each step.
The file includes the interview script, copy-paste prompts for each phase, and the rule that AI drafts, you approve.
The recommendation in one line
Build Tier 1 in OT Spaces' own Google account: a real lead form → roster sheet, the Hermes/Claude assistant drafting parent notes & running your daily brief, on top of Google's free learning tools — wrapped in a named method and a parent-privacy promise. Cost: a couple of lunches a month. Revisit paid seats only once you've felt the value.
What we need from you to go to 100%
Open questionWhy it matters
Address ✓ confirmedDublin (new office): 6850 Regional St, Suite 200, Dublin, CA 94568. (Fix the stale "Pleasanton" copy on the Wix site.)
Do you have a Google account/Workspace already?Decides whether Tier 1 costs ~$0 or adds ~$7/mo for custom email.
Which first workflow — parent notes or lead auto-reply?Sets what we build in week one.
OK to name the method & show a sample report on the site?The two credibility moves from the benchmark.
Comfortable with the consent + code-name approach?The privacy foundation everything sits on.
rocket_launch If you say go today
We can have the improved lead form and the first parent-note workflow live this week. You'd walk into next week with inquiries answered automatically and your first AI-drafted progress notes ready to send.
download Download the handoff (llm.txt)   link All links & sources

Prefer to run it yourself? The handoff file lets a fresh Claude session on your own account pick up exactly where this brief leaves off.

Prepared by QbitLoop as a forward-deployed AI consulting brief for Open Thinking Space. Figures & eligibility verified June 2026; confirm against your accounts before any spend. Intended for publication at tutor.qbitloop.com upon approval.