Integrating AI Tools with Ellucian Banner

If you are evaluating AI-powered transcript evaluation tools for your institution, one of the first questions your IT team will ask is: "How does this connect to Banner?" The answer matters — because a tool that cannot integrate cleanly with your SIS adds work instead of removing it.

This guide covers everything a Banner administrator needs to know when evaluating third-party AI integrations: the two primary connection methods, what data mapping actually involves, realistic implementation timelines, and the specific security questions your IT security team will ask.

The Two Integration Methods: API vs SFTP

Banner 9 API (Ethos): Banner 9 with Ethos APIs enabled allows real-time, bidirectional data flow. The AI tool reads transcript data and pushes approved credit decisions directly into Banner's transfer credit module without any manual export or import steps. This is the cleanest integration path — decisions appear in Banner within seconds of approval.

SFTP File Exchange: For Banner 8 environments (or Banner 9 without Ethos enabled), integration happens via scheduled SFTP file transfers. The AI tool exports structured files (typically XML or flat-file formats matching Banner's expected import specs) that Banner ingests on a defined schedule. This is reliable and well-understood, but not real-time.

Data Mapping: What Actually Gets Connected

The core data mapping for transcript evaluation connects three things: the incoming transcript course records, your institutional course catalog, and the transfer credit decision tables in Banner (SHADEGR and related tables). A well-designed integration handles this mapping automatically, applying your articulation rules without manual field-by-field configuration for every institution.

What Your IT Security Team Will Ask

Expect these questions in any security review:

What permissions does the integration service account require? Minimum necessary permissions only — read access to relevant transcript data, write access to transfer credit tables.

Is data encrypted in transit? TLS 1.3 required. Anything less is not acceptable.

What IP addresses does the vendor use? You will need a fixed IP whitelist for SFTP or API calls.

Is student data used to train AI models? The answer must be an unambiguous no, backed by a signed DPA.

Implementation Timeline

Banner 9 API integrations typically complete in 2–4 weeks from kickoff to go-live. SFTP integrations are often faster at 1–2 weeks. Roane State Community College completed their full Banner integration in 18 days.