Academic-calendar workflow agent for education and training providers on HubSpot: term-driven rep lists and audience-split nurture that replace Monday list pulls

What The Term Planner does

Every Monday morning, the reps at this mid-size education and training provider (selling programs, curriculum and professional development to K-12 districts, colleges and workforce organizations, with a smaller direct-to-family line) open HubSpot exports, cross-check spreadsheets of district budget dates and term starts, remove parents and students who came in through enrollment forms, and guess who to call. By the time the list is ready, half the morning is gone and the timing is often wrong for the buyer's calendar. The Term Planner owns that work end to end for the marketing team. It maintains a calendar of each target institution's term dates, budget adoption windows and enrollment periods, classifies every contact by audience (institution buyer, parent, student, partner), builds each rep's prioritized weekly list overnight on Sunday, enrolls institution contacts in segment-specific nurture that branches by where they are in their planning cycle, and fires agent tasks with account context when a contact hits a stage worth a call. It is built and maintained as a managed service: calendar refreshes, segment logic and message modules are kept current so the team does not have to babysit it between terms.

Built on HubSpot

The team already runs marketing and sales in HubSpot, so lists, workflows, task queues, deals and Breeze summaries stay where reps work and where reporting already lives. HubSpot does not natively understand that each school or district runs on its own term and budget calendar, so the calendar sits in Airtable and a custom AI build orchestrated in n8n handles the timing logic, scoring, redaction and account briefs, writing results back to HubSpot. Chili Piper handles territory routing to a booked meeting, and Apollo fills buyer-role gaps without manual research.

What starts it

• Weekly scheduled run every Sunday night that builds and publishes each rep's Monday call list and HubSpot task queue
• An institution reaches a calendar milestone in the academic calendar table (for example a set number of days before budget adoption, term start or the close of an enrollment window)
• An institution contact attends or registers for a program webinar, or downloads a curriculum or outcomes resource
• An identified visit from a known district or campus domain to pricing, program or implementation pages
• A key role changes at a target institution (new curriculum director, new dean of continuing education, new workforce program lead)

What it reads

• HubSpot CRM: contacts, companies with institution type and territory, deals, past contracts, renewal dates and email engagement
• Academic calendar table in Airtable: term dates, breaks, budget adoption and board meeting windows, enrollment periods per institution
• Apollo and FullEnrich for filling missing administrator and department-head contacts at target institutions
• Warmly for website visit and buying-signal data at the institution level
• Webinar platform attendance (for example Demio) synced into HubSpot
• LMS reporting (for example LearnWorlds) at aggregate, institution level only, such as active seats and completion rates for existing customers

When a person takes over

• A reply or form field contains student-specific information (names, grades, accommodations, attendance): the agent stops, redacts it from any downstream system, and alerts the rep and the privacy owner to respond through the approved channel instead of drafting a reply.
• An institution mentions an RFP, bid, purchasing cooperative or board approval process: the agent pauses nurture for that account and hands it to the territory rep, because procurement timelines and rules need human judgment.
• A parent or student lands in the institution pool, or a contact's audience cannot be determined: the record is held and sent to the admissions or enrollment team to classify, not added to a rep list.
• An institution's term or budget dates are missing or look wrong: marketing ops confirms the dates before the agent times any outreach to that account.

Rules it follows

• FERPA: no student-level education records from the LMS, student information systems or enrollment forms enter HubSpot properties, agent prompts or logs. Only aggregate, institution-level data (seat counts, completion rates) is used, and any student detail that appears in a reply is redacted before processing.
• Audiences never mix: institution buyers, parents and students live in separate pipelines and nurture tracks, and sales sequences never send to students or to contacts flagged as minors.
• Outreach respects the academic calendar: no sends to institution staff during that institution's breaks or exam periods, and no new outreach to accounts in active procurement or renewal negotiation.
• Every nurture email is assembled from a marketing-approved module library with verified outcome claims; the agent can personalize openers and order modules but cannot invent results, pricing or funding guarantees.
• Reps can override any list placement, and the agent never removes an account a rep has manually claimed.

How you know it works

• Rep hours spent on Monday list building (tracked by short weekly check-in, trending toward zero)
• Meetings booked per rep per week with institution decision makers
• Share of weekly list accounts reps mark as worked versus not a fit
• Pipeline created per calendar window (budget season, pre-term, enrollment period)
• Time from a key-stage signal to a rep task being created and actioned

From pilot to live

1. Pilot: one segment, two territories, one windowLoad the academic calendar for K-12 districts in two territories, run the Sunday list build and planning-stage nurture through one budget season, and compare rep list acceptance and meetings booked against territories still building lists by hand. Audience classification and FERPA redaction are tested on historical form data before go-live.
2. Expand segments and stage triggersAdd college continuing education and workforce segments, the budget and enrollment nurture branches, webinar and site-visit triggers, and agent-prepared account briefs. Tune scoring weekly from rep feedback.
3. Full rollout and ongoing maintenanceAll territories receive Monday lists. Calendar data is refreshed ahead of each term, message modules are reviewed each cycle, and list quality, deliverability and handoff volumes are monitored and corrected as part of ongoing maintenance.