Building a managed sales engine for graduate admissions and executive education

Crummer School of Business has two related but operationally different growth motions. The first is student recruitment: identifying and nurturing prospective graduate business students who are evaluating MBA, executive MBA, and specialized business programs. The second is executive education: developing relationships with companies, alumni, and business leaders who need leadership development, custom programs, and applied management training.

Both motions depend on disciplined follow-up. A prospective student may need several touches before they attend an information session or speak with admissions. A corporate learning buyer may need a different path entirely: research, relevance, a concise value proposition, and a timely handoff to the human team. The challenge for Crummer was not a lack of market opportunity. It was the operational difficulty of running high-quality, personalized outreach across multiple audiences without turning admissions and executive education staff into full-time campaign operators.

The mandate

We deployed Sales Managent as a managed revenue agent for education growth. The goal was to create a repeatable outbound system that could identify relevant audiences, enrich contacts, prepare personalized email sequences, monitor replies, and route warm conversations to the Crummer team at the right moment. The system had to feel professional, human, and consistent with the school's reputation. It also had to respect the difference between student recruitment and executive education sales: one is a life decision, the other is an organizational buying process.

That meant the agent could not simply send more email. It needed to operate like a careful sales development team with clear targeting rules, deliverability discipline, approval gates, and measurable learning from every campaign.

What we built

The operating model is built around five connected agents working under human supervision.

• A Targeting Agent builds audience segments for prospective students, alumni, regional business leaders, HR and learning executives, and companies that match Crummer's executive education priorities.
• An Enrichment Agent verifies contact data, researches context, and prepares variables the messages can use responsibly: role, company, geography, industry, program interest, alumni connection, or likely training need.
• A Deliverability Agent manages the sending infrastructure, monitors account health, checks authentication, controls daily volume, and protects the school's core domain reputation.
• A Sequence Agent drafts outreach variants for each audience, including first-touch messages, short follow-ups, event invitations, and break-up notes that stay concise and brand-safe.
• A Reply Agent classifies responses, detects interest or objections, updates CRM fields, and routes qualified conversations to admissions or executive education staff with a short brief.

How the workflow runs

Each campaign starts with a brief from the Crummer team: which audience matters, what program or offer is being introduced, which contacts should be excluded, and what kind of response should trigger a human handoff. Sales Managent then turns that brief into a campaign workspace with audience lists, verified contact data, message variants, send schedules, and QA checks before anything goes live.

For student applications, the agent focuses on relevance and timing. It can support outreach to prospective students who fit a program profile, invite them to information sessions, follow up after events, and keep the relationship warm until an admissions advisor should step in. For executive education, the agent supports account-based outreach: identifying companies likely to need leadership development, drafting role-specific messages, and escalating replies that indicate budget, timing, or training needs.

The system also learns from replies. If a message produces curiosity from HR leaders but weak response from general executives, the campaign is tuned. If a student audience responds to event-led language but not program-led language, that becomes a signal. The agent is not just executing outreach; it is creating a feedback loop around what each audience actually cares about.

Governance and brand control

Education outreach carries reputational risk. A business school cannot sound like a generic sales team, and it cannot let automation create pressure where trust is required. We therefore designed Sales Managent with clear human control points. The Crummer team approves audience definitions, messaging angles, sending rules, and escalation criteria before launch. The agent can draft, enrich, schedule, monitor, and classify, but humans own the final strategy and every important relationship.

Every reply is categorized before handoff: interested, not now, referral, wrong contact, objection, unsubscribe, or needs human review. Warm replies are routed with context, including what campaign produced the response, what the prospect said, what program or offer is most relevant, and what next step the agent recommends. That gives the human team a better starting point than a raw inbox ever could.

Why agents worked here

The work is repetitive, but it is not simple. Good education sales requires specificity: which program, which audience, which timing, which proof point, which next step. A generic automation tool can send sequences, but it cannot own the operating rhythm around targeting, deliverability, message testing, reply triage, and continuous improvement. Sales Managent works because it treats outbound as a managed workflow, not a software screen the client has to operate.

For Crummer, that means the admissions and executive education teams can stay focused on conversations with real intent. The agent handles the invisible labor around lists, research, scheduling, follow-up, and classification. Humans spend their time advising prospective students, speaking with corporate buyers, and shaping partnerships.

Operational outcome

The result is a more consistent growth engine for both sides of the school. Student recruitment gains faster, more systematic follow-up across relevant audiences. Executive education gains an account-based outreach motion that can surface corporate interest without requiring the team to manually research and sequence every contact. Crummer gets the benefits of a dedicated sales development function without hiring and managing a full outbound team.

“The point was never to make admissions or executive education feel automated. The point was to make the human conversations arrive warmer, cleaner, and better timed.”

Managent Sales Operations