From K-12 to corporate L&D, we configure AI for the documentation, intake, and content work that eats your week, with FERPA and your local AI policy as the floor, not the afterthought.
Each card is a real persona, a real day-in-the-life narrative, a real automation playbook, and a real example with a number on it. Click in to see how the platform runs inside a firm shaped like yours.
Public district or independent school. Family communications + enrollment + special-ed compliance + teacher administrative load is the operational reality.
Estimated annual value
Recovers ~5-8 hours/week per teacher of admin time + dramatically improves family engagement = ~$300-700k/yr in instructional capacity recovered at a 1,200-student school.
College or university. Student services + admissions + advising + faculty support + research administration is a multi-system maze.
Estimated annual value
Cuts median advising response 95%+ + saves ~12,000 advisor hours/year at an 8,000-student university = $1-2M/yr in service capacity recovered.
Internal corporate L&D team supporting 500-50,000 employees. Compliance training + skills development + onboarding + leadership development.
Estimated annual value
Compliance completion to 99%+ + saves ~3,000 L&D hours/year at a 5,000-employee company = ~$200-450k/yr in capacity + reduced compliance risk.
Private tutoring or test prep service, $500k-$20M. Lead conversion + scheduling + tutor matching + parent communication is the operational stack.
Estimated annual value
Lifts conversion 30-50% on 3,000-5,000 annual inquiries at a $5M test prep service = $400-900k/yr in additional captured revenue.
We're not going to tell you education is broken. You know what's broken. We're going to tell you which parts the system can run without you.
Documentation, family communication, scheduling, paperwork. AI handles the structured pieces; educators get those hours back for instruction.
Most communications go to engaged English-speaking families. AI translates and personalizes so every family hears the same things.
Anti-harassment, security, ethics, role-specific. Tracking + reminding + reporting consumes L&D capacity that should go to actual learning.
Advising, financial aid, registrar, students wait. AI auto-answers the routine 60-70% so humans focus on the cases that need them.
Annual reviews, progress monitoring, parent communication, transition planning. AI pre-drafts; case manager makes judgment calls.
Same speed-to-lead dynamic as B2C: response in minutes 5x conversion vs response in days. AI responds in 90 seconds.
One nervous system, written in your firm's language. n8n is the backbone. Zapier is the glue. Supabase + Claude is memory and reasoning. The result is a single layer that thinks, remembers, and acts on behalf of your team, without ripping out a single system you already use.
brain
n8n + Claude. Communication drafting, advising triage, IEP documentation, compliance escalation, tutor matching.
memory
Supabase. Stores student records, family preferences, communication history, curriculum, learning paths. SIS / LMS / HRIS remain source of truth.
nervous system
Academic calendar, compliance cycle calendar, IEP review calendar, registration windows, conference cycles, tutor scheduling events.
hands
Sends multi-channel comms, drafts IEP/504 documents, posts to portals, generates reports, manages tutor schedules.
eyes
Form intake, voice transcription for incident reports + IEP meetings, completion event monitoring, tutor session notes ingestion.
The point of separating these layers is reusability. The same Brain and Memory power your client acquisition, document handling, and compliance workflows. New automations are written as new Hands , not as a new system. That's the difference between an AI Operating System and a stack of one-off Zaps.
Each entry below is a named workflow, not a category, not a promise. Every row describes what the workflow actually does in verb form, what it touches, and how it slots into your stack.
Multilingual, multi-channel, on cadence.
Multilingual family communications
School comms drafted in English + auto-translated to family's preferred language; sent through preferred channel + time-of-day.
Enrollment intake guide
Families get guided through enrollment via SMS/email/portal with personalized step-by-step + document collection + scheduling.
Conference scheduling assistant
Coordinates parent-teacher conferences across 30+ teachers + 1,200 families; handles rescheduling + reminders.
Behavior incident documentation
Drafts behavior incident reports from teacher voice memo + structured prompt; queues for principal/dean review.
IEP/504 paperwork pre-drafted; case manager keeps judgment.
IEP/504 documentation drafter
Pre-drafts IEP/504 documents from existing record + meeting transcript; case manager edits + finalizes.
Progress monitoring reminders
Required progress monitoring on cadence; reminders to teachers + case managers; data entry workflow.
Annual review orchestrator
Annual IEP review cycle: schedules review, gathers required evaluations, drafts review documents, manages parent participation.
Compliance reporting auto-assembler
State + federal special-ed reporting assembled automatically from underlying student data.
Triage + auto-response for routine; advisor focus on judgment cases.
Admissions inquiry triage
Inbound prospect inquiries qualified + routed to right enrollment counselor within minutes.
Application status responder
Application status questions auto-answered from current student record; complex questions routed to admissions.
Financial aid Q&A assistant
Financial aid questions answered from FAFSA + student record + institutional aid policies.
Advising triage + auto-response
Advising messages classified; routine questions auto-answered with academic record citation; judgment cases queued for advisor.
Registration nudge orchestrator
Registration window approaching → personalized nudges to students with class recommendations + holds + financial issues to resolve.
Reducing admin tax on instructional staff.
Teacher absence + substitute coordinator
Teacher reports absence → substitute pool auto-contacted in priority order → coverage confirmed → lesson plan and class info distributed to sub.
Parent communication drafter
Teacher-initiated parent communications (positive notes, concerns, conference invites) get draft assistance + translation.
Faculty admin task automation
Higher ed: textbook orders, syllabus posting, grade submission reminders, course evaluation distribution.
Lesson plan template assistant
Drafts lesson plan templates aligned to standards + prior lessons + curriculum scope-and-sequence.
Compliance + skills + leadership at scale.
Compliance training cycle orchestrator
Annual compliance auto-assigned, reminded on personalized cadence, escalated through manager + executive levels, certified, reported.
Personalized onboarding learning path
New hires get role-specific learning paths drafted from job description + manager recommendations + tenure-based progression.
Skills recommendation engine
Recommends learning content per employee based on role + tenure + recent project + career goals.
Manager learning health report
Per-manager monthly report on team training health (compliance, skills development, completion rates).
Course content quality monitor
Monitors course completion + assessment scores + learner feedback; surfaces underperforming content for L&D review.
Lead-to-tutor-to-renewal cycles.
Lead intake & tutor matcher
Inbound parent inquiry qualified + tutor-matched within minutes; recommended tutor profile + scheduling link sent.
Tutor scheduling optimizer
Continuously optimizes tutor schedules as cancellations + additions happen; surfaces rebalancing opportunities.
Parent progress report drafter
Monthly: drafts parent progress report from session notes + practice scores + tutor observations.
Renewal + upsell surfacer
Surfaces renewal moments (package nearing end, upsell signals from progress data) for sales review.
Tutor performance pattern detector
Combines parent feedback + score outcomes + retention rate to surface underperforming tutors for coaching/reassignment.
We don't ship a 30-workflow operating system on day one, that never works. We ship in phases, each with a measurable success criterion before the next phase begins.
Phase 1 · Weeks 1-4
Success criterion
By end of Phase 1, every family/student/parent gets faster, consistent, multilingual communication and intake cycles compress 50%+.
Phase 2 · Weeks 5-12
Success criterion
By end of Phase 2, routine student/family service questions resolve in <4 hours and educators recover 5+ hours/week.
Phase 3 · Weeks 13-20
Success criterion
By end of Phase 3, IEP cycles run on cadence with case manager judgment preserved, and compliance completion improves to 99%+.
Phase 4 · Weeks 21-26
Success criterion
By end of Phase 4, educator administrative load drops 30-50% and the institution operates at materially better educator-to-student ratios.
Honest compliance copy beats aspirational compliance copy. Below: the frameworks we're configured to support, the controls we ship with, and the explicit boundaries, actions the AI never takes without a human signing off.
Federal student record privacy. AI accessing student records must respect FERPA boundaries.
Boundary: AI never shares student record data outside FERPA-permitted disclosures.
Children's online privacy law. Workflows touching under-13 students require additional safeguards.
Disability access law. AI-driven IEP/504 workflows must support compliance, never substitute for professional judgment.
Boundary: AI never makes a determination of eligibility, accommodations, or services. Always a qualified team decision.
State-specific student data privacy laws cascade into vendor obligations.
International institutions + corporate L&D customers require SOC 2 + GDPR compliance.
Education governance is conservative by design. AI handles routine administrative work; humans make every educational, eligibility, and disciplinary judgment.
| Action | Decision | Why |
|---|---|---|
| Send a translated family communication | AI | Within school's communication template library. |
| Auto-answer a routine advising question | AI | Within academic record + published policy; novel routes to advisor. |
| Auto-respond to financial aid status question | AI | Within FAFSA + student record + published aid policies. |
| Pre-draft an IEP/504 document | AI with human approval | Case manager edits and signs before finalization. |
| Send a behavior incident report to parents | AI with human approval | Principal/dean reviews before send. |
| Make an IEP eligibility determination | Human only | Always a qualified IEP team. Never AI. |
| Make a disciplinary decision | Human only | Always principal/dean. Never AI. |
| Make an admissions decision | Human only | Always admissions committee. Never AI. |
| Issue or modify a grade | Human only | Always teacher / faculty. Never AI. |
Each of these is a real, measurable pilot you can run with us over a single quarter, with explicit success criteria so the answer at the end is "yes, kept" or "no, scrapped," not "maybe."
Translate + send all school-wide and classroom communications in family-preferred languages for 60 days. Measure family engagement.
Success criteria
Run advising auto-response on 1-2 advising teams for 60 days. Measure response time + advisor capacity recovered.
Success criteria
Pre-draft IEP documentation for 20-30 IEP reviews over 1 quarter. Measure case manager time + parent satisfaction.
Success criteria
Run full compliance cycle orchestrator for next annual cycle. Measure completion rate + L&D time.
Success criteria
Run intake + matching on 100 inbound parent inquiries. Measure response time + match precision + conversion.
Success criteria
Your firm has a system of record for a reason. We plug into it. The platform is the connective tissue between the systems you already pay for, not a competing system you have to migrate to.
SIS stays source of truth for student records. We extend with comms + workflow.
Student information system stays source of truth. We extend with service triage + faculty support.
LMS stays source of truth for content + completion. We extend with cycle orchestration + reporting.
Family communication platforms stay primary; we draft and translate before sending through them.
Course management stays in your existing LMS. We extend with admin automation + reporting.
Form signing flows route through your existing e-signature platform with our drafted content.
Below are the four pre-packaged engagement bundles available in education - useful when you want a single signed PO instead of assembling the catalog. The full Educationpractice covers more: see the full catalog and the multi-tab coverage matrix for the department, technology, and workflow lenses.
Tell us your institution type (K-12 / higher ed / corporate L&D / tutoring), enrollment / employee count, and the workflow that costs the most educator time. We'll come back with a written map of which 5-7 automations matter first and what the first 90 days would change.
