Managed AI agents for enrollment, or a campus-owned platform that runs every institutional workflow on your own infrastructure
On ibl.ai you own all the code and the data, run it model-agnostic across any LLM, and pay with no per-seat pricing — so you can deploy anywhere, from your own cloud to a fully air-gapped network.
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CollegeVine sells AI agents built for higher education, aimed largely at the top of the funnel — recruitment, prospect engagement, and admissions support. The agents are purpose-built for that work, which is more than a general assistant offers an enrollment team.
It is a managed service. The agents run on CollegeVine's infrastructure, the models are ones CollegeVine selects, and the prospect and student interactions they generate live in CollegeVine's product.
A campus-owned platform inverts each of those. The institution runs the AI on its own infrastructure, integrated with its SIS and CRM, and the resulting interaction data is institutional data from the first message.
It also covers a wider surface. Enrollment is one department; advising, financial aid, the registrar, IT support, and faculty workload are the rest of the institution, and they are the reason most universities eventually want a platform rather than a point solution.
by ibl.ai
Owned agentic AI platformby CollegeVine
Managed higher-ed AI agents| Criteria | Self-Hosted AI | CollegeVine |
|---|---|---|
| Out-of-the-Box Readiness | Production agents for recruitment, admissions support, advising, financial aid, and student services once deployed, configured to how your organization actually works. | Immediately useful — purpose-built recruitment and admissions agents that an enrollment team can use without building anything. |
| Integration With Your Systems | Deep integration with Banner, Workday Student, PeopleSoft, Slate, Salesforce, and Canvas over APIs and MCP, running inside your own network. | Connects to common systems, bounded by the connectors the vendor has built. |
| Extensibility | Build and own workflows the vendor has not thought of, because you hold the code. | Configurable within the product; capabilities outside it require the vendor to build them. |
| Any-LLM & Model Control | Run any open or commercial model, route by cost, latency, and capability, and switch anytime. | Runs on models CollegeVine selects and manages. |
| Criteria | Self-Hosted AI | CollegeVine |
|---|---|---|
| Self-Hosting / On-Prem / Air-Gapped | Runs on your servers, your private cloud, or fully air-gapped with zero external calls. | Runs in CollegeVine's cloud; it cannot be self-hosted or air-gapped. |
| Where the Data Lives | prospect and student education records never leaves your environment, and every interaction is logged for audit. | Processed and retained on the vendor's infrastructure under your agreement. |
| Source Code Ownership | You hold the full source and can audit, fork, and extend every layer. | You rent access; the platform and its roadmap belong to the vendor. |
| Fit With FERPA | Data stays inside your perimeter, which is the simplest posture to evidence under FERPA. | Vendor compliance coverage under shared-responsibility terms. |
| Criteria | Self-Hosted AI | CollegeVine |
|---|---|---|
| Cost at Scale | Flat license plus compute you own — extending access across colleges and universities does not multiply the bill. | managed subscription pricing, so cost grows with the size of the organization rather than the work done. |
| Time-to-Value | Requires deployment and integration, or a partner who does both for you. | Usable almost immediately with no infrastructure work. |
| Support & Maintenance | Self-managed, or fully supported with forward-deployed engineers. | Fully managed by CollegeVine. |
| What You Keep If the Relationship Ends | A working platform and all your data, still running on your own infrastructure. | Whatever the contract allows you to export. |
A campus-owned platform serves enrollment and then advising, financial aid, the registrar, IT support, and faculty workload from the same deployment and the same integrations.
CollegeVine is focused on the funnel, and focus is why its agents work well for enrollment teams out of the box.
Buying a point solution for enrollment is reasonable. It becomes expensive when four other departments each buy their own, and none of them share data.
When the platform runs on campus infrastructure, every conversation is institutional data from the outset — usable in institutional research, retention modeling, and the SIS.
In a managed product, that interaction history lives with the vendor, and the institution's access to it is defined by the product and the contract.
For institutions building a long-term view of the student journey, where the interaction data accumulates matters more than which agent generated it.
An owned, model-agnostic platform can move between models as capability and price change, without renegotiating anything.
A managed vendor's model choices are inherited, including their cost structure and their release timing.
Over a five-year horizon, model optionality is worth more than any single model's present advantage.
Advising, financial aid, the registrar, and IT support need the same platform and the same integrations, not four separate point solutions.
Purpose-built funnel agents work immediately without an institutional IT project, which matters when the recruitment cycle will not wait.
Self-hosting keeps education records inside institutional systems rather than relying on a vendor agreement to govern the disclosure.
Interaction data is only useful for retention modeling if it accumulates in institutional systems from the start.
Timeline: Four to ten weeks depending on integration count and review requirements
Timeline: Days to a few weeks
ibl.ai is the agentic AI platform where you own all the code and the data. You self-host the entire stack inside your own perimeter, run it model-agnostic across any LLM and switch anytime, and pay by usage with no per-seat pricing — so you can deploy anywhere: your cloud, on-premise, GovCloud, or fully air-gapped.
ibl.ai gives an institution the platform underneath every department rather than a product for one of them. It runs on university infrastructure, integrated with Banner, Workday Student, PeopleSoft, Slate, Salesforce, and Canvas over APIs and MCP. That means recruitment agents, advising agents, financial-aid agents, and IT support agents share the same deployment, the same permissions model, and the same audit trail — and every interaction is institutional data from the first message, available for retention modeling and institutional research. You own all the code and the data, run any model, and can deploy on any cloud, on-premise, or air-gapped, with a flat license rather than per seat.
Full source code under a perpetual license, running on your infrastructure. Not API access to someone else's platform — the stack itself is yours.
Run any LLM — Claude, GPT, Gemini, Llama, Command, or your own fine-tune — and switch providers without rewriting the platform.
Usage-based billing against a budget cap you set. Cost tracks what your organization actually uses, not how many people you employ.
Your cloud, your VPC, on-premise, GovCloud, or a fully air-gapped network with no outbound connectivity.
1.6M+ users across 400+ organizations run the platform this way, including NVIDIA, MIT, and Syracuse University.
ibl.ai is family-owned and operated from New York, NY — a U.S.-headquartered, domestically-owned long-term partner, not a vendor that sells licenses and moves on.
See how ibl.ai deploys AI agents you own and control—on your infrastructure, integrated with your systems.