Reflections from 2025: Building the AI-Native Platform for Student Success
2025 was the year higher ed moved from AI pilots to operational accountability. These are the market signals that shaped Edvise and the product decisions we made in response.
2025 made operational resilience a leadership priority
The central AI question shifted from novelty to reliability. Teams no longer asked whether to test an assistant. They asked whether systems could handle real institutional load, route issues across offices, and prove impact on enrollment and retention.
External events accelerated that shift. GAO's 2024 FAFSA review highlighted how delays and support bottlenecks can disrupt student decision timelines. Campus leaders entered 2025 with a clearer mandate: strengthen the operational layer that protects student momentum.
Demand grew while the demographic clock kept ticking
The application funnel remained strong in 2025. Common App reported first-year applicants up 4% and total applications up 6% year-over-year by March 1. First-generation applicant growth was even faster at 13%.
At the same time, long-range demographics did not improve. WICHE projects U.S. high school graduates will peak in 2025 and then decline roughly 13% by 2041. Institutions are managing short-term volume and long-term scarcity at the same time.
- Near-term pressure: more applications, more messages, faster response expectations
- Long-term pressure: fewer traditional-age students in many core recruiting markets
- Execution requirement: improve conversion and persistence with constrained staffing
What we learned from the broader edtech market
Across the category, the strongest stories were operational, not theoretical. Public case studies from campus AI deployments showed meaningful time savings when repetitive communication, triage, and follow-up were automated. The common thread was not novelty; it was reliable execution inside day-to-day workflows.
The consistent pattern was clear: point solutions are useful, but institutions create durable value when engagement, workflow, and analytics are connected. AI cannot live in a sidecar. It has to be embedded in how work gets done.
How those signals shaped Edvise in 2025
We shifted our roadmap from isolated features to an end-to-end operating model spanning enrollment, retention, and advising execution. The product direction centered on one objective: reduce friction between signal, decision, and action.
That is why we invested in connected modules across Agentic Enrollment, Agentic Retention, Agent Studio, and Analytics. Institutions need one system that can detect intent, orchestrate outreach, route interventions, and report institutional outcomes in one loop.
- Agentic Enrollment for personalized, high-volume outreach and yield conversion
- Agentic Retention for conversational risk detection and proactive intervention
- Advising workflows that turn insights into assigned, trackable staff actions
- Outcome dashboards for pacing, intervention impact, and executive visibility
Where we are focused in 2026
In 2026, we are prioritizing the connective tissue between automation and accountability: stronger policy controls, clearer escalation logic, and better measurement for cross-team workflows.
The biggest opportunity now is execution quality. Campuses that operationalize AI responsibly, with measurable outcomes and shared ownership, will build a meaningful strategic advantage.

