Secure AI integration and analytics for education and the public sector.

We help universities, colleges, and public agencies plan AI responsibly, connect the systems they already run, and put governed analytics and assistance in the hands of the staff who serve students, citizens, and the public.

Clear answers for each group involved in a decision.

Institutional leaders

Which AI investments fit your priorities, what they require from your teams, and how you'll know whether they're working.

Procurement staff

Clear scope, deliverables, and pricing for each piece of work, aligned with your purchasing process.

IT and security teams

Integration through supported interfaces, institutional sign-on, least-privilege access, and documentation your teams can review and maintain.

Operational staff

Tools designed around real workflows in case management, intake, finance, and service desks — with training and a place to send feedback.

Where AI and analytics can help institutions.

These are illustrative use cases we can scope with you — not descriptions of deployed Terza products or existing customer solutions. Each is implemented only after your data owners, IT, and governance reviewers agree on the design.

  • AI readiness and implementation planning

    Inventory systems and data, identify priority use cases, and build a roadmap with owners, risks, and measures.

  • Staff assistance and service workflows

    Give advisors, case managers, and service staff consolidated, permission-aware information, and route inquiries to the right office.

  • Early-warning analytics and intervention tracking

    Combine agreed indicators to flag cases that may need attention — students, applicants, program participants, or accounts — then track interventions and outcomes. Staff decide what action to take.

  • Application, intake, and case tracking

    Track application status across systems, surface incomplete files, and draft routine communications for staff review.

  • Financial forecasting and spend analysis

    Forecast budgets and analyze spending patterns to support planning conversations.

  • Governed knowledge assistants

    Answer questions and point people to approved resources and documents, respecting each user's existing access rights and citing sources.

What decision support could look like.

A concept view of early-warning and intervention tracking for a service team — the same pattern applies to student success, program participants, applicants, or customer accounts. It is not a Terza product or a customer deployment, and the actual indicators, thresholds, and access rules would be defined with your institution.

Illustrative Synthetic data only. No real people or organizations are represented.

Cases flagged for follow-up

142

of 3,800 synthetic records

Interventions logged

97

this quarter, by staff

Awaiting staff review

45

no automated action taken

Flags by primary indicator (synthetic, count of cases)

  • Missed deadlines52
  • Low engagement38
  • Incomplete application29
  • Account hold15
  • Eligibility item open8
Intervention queue (synthetic records)
CaseIndicatorSuggested next stepStatus
Sample Case AMissed deadlinesStaff outreachNeeds review
Sample Case BAccount holdRefer to records officeContacted
Sample Case CLow engagementCheck-in messageNeeds review

Working with the systems you already run.

We integrate through each system's supported interfaces and your institution's approval process, whatever platforms you run.

  • Learning and training platforms

    Course and training activity and content.

  • Records and case management

    Student, constituent, or case records.

  • Finance and procurement

    Budgets, purchasing, and spend data from institutional ERP systems.

  • CRM

    Outreach, applications, and constituent relationships.

  • Identity

    Single sign-on and role information from your institutional identity provider.

  • Institutional data

    Data warehouses, reporting tools, and document repositories.

A governed path from source systems to people.

A typical pattern, shown for discussion. Actual deployment — including hosting location, model providers, and which components are needed — depends on your institution's requirements and policies.

  1. People ConstituentsStaffCase managersAdministrators
  2. Institutional identity Single sign-onRoles and permissions
  3. Applications AssistantsDashboardsHuman review & approval
  4. Governance services Governed analyticsPermission-aware document retrievalApproved model accessPolicy checks
  5. Approved data connections Scoped, documented integrationsData-quality checks
  6. Source systems Learning platformsRecords systemsFinance & procurementCRMDocuments
Monitoring & audit Spans every layer: usage, quality, access, and incidents.
Illustrative reference architecture — not a description of a specific deployment.

Designed around your obligations and policies.

  • Your policies come first

    Institutions remain responsible for decisions under applicable privacy laws such as FERPA, state law, and their own data policies. We design systems to support those obligations and document how data is used, so your privacy and compliance staff can make informed determinations.

  • People make the decisions

    Analytics and assistants support staff judgment. Consequential decisions about people, services, or spending stay with authorized staff.

  • Bias and appropriate-use review

    We evaluate models and indicators across relevant population groups before release and review results with your stakeholders.

  • Explainable outputs

    Flags and recommendations show the indicators behind them, so staff can understand and question them.

  • Data return and deletion

    Agreed at the start of an engagement, along with retention periods and incident procedures.

Read our general approach to security and governance →

How institutions can work with us.

  1. Discuss scope. An initial conversation about goals, systems, timelines, and constraints.
  2. Confirm requirements. We document scope, dependencies, data-handling needs, and the review steps your institution requires.
  3. Agree deliverables and pricing. A written proposal through your institution's purchasing process.
  4. Onboard and implement. Kickoff with named owners on both sides, access set up through your approval process, and delivery against agreed acceptance checks.
  5. Support and improve. The ongoing support and training arrangement you choose.

Start with one conversation.

Tell us about the outcome your institution is working toward. We'll reply by email to arrange a first discussion.