Choosing Platforms
Institutional Considerations
Original work: "Educators' guide to multimodal learning and Generative AI" — Tünde Varga-Atkins, Samuel Saunders, et al. (2024/25) — CC BY-NC 4.0
Adapted for UK Nursing Education by: Lincoln Gombedza, RN (LD)
Deploying AI platforms at scale requires coordination across departments. Use this framework to navigate the systemic factors.
Strategic Foundations
Procurement & Licensing
- Centralised: Does the university provide enterprise or education licences (for example Microsoft 365 Copilot, Gemini for Education, ChatGPT Edu or Claude for Education) with data protection terms?
- Budgeting: Move from "metered" personal costs to fixed, annual institutional pricing.
- Equity Risk: Students with paid access (e.g., GPT-6 Astra, Claude Opus 5.5) have a significant reasoning advantage over those on free tiers. Institutional access levels this playing field.
- Cost Barrier: The standard ~£20/month subscription is prohibitive for many, creating a "two-tier" classification of students.
Data Governance
- Opt-Out: Contracts must ensure patient/student data is not used to train models.
- Hosting: UK or EEA processing makes UK GDPR compliance simpler; transfers elsewhere need a lawful transfer mechanism and safeguards.
- DPIA: Complete a Data Protection Impact Assessment before rollout.
Prices checked September 2026. They change often and some providers bill in US dollars, so confirm on the provider's page before quoting them.
Without institutional licences, students face significant costs to access top-tier models. However, specific student offers can mitigate this.
| Model Tier | Standard Cost (UK) | Student/Edu Offer | Capabilities |
|---|---|---|---|
| ChatGPT Plus | about £20/mo including VAT (a cheaper Go plan also exists) | None universal. (Institutional: ChatGPT Edu) | GPT-6 Astra, agentic tools |
| Claude Pro | about £18/mo | None universal. (Institutional: Claude for Education) | Claude Opus 5.5, deep reasoning and long documents |
| Google AI Pro | £18.99/mo | ✅ One year of Google AI Plus free for eligible UK university students aged 18+ (Gemini for Students); claim by 31 December 2026 | Gemini 3.1 Pro, Deep Research, Workspace integration |
| Perplexity Pro | $20/mo (billed in US dollars) | Discounted Education Pro plan (about half price) for verified students; the earlier free year has ended | Real-time research using a choice of partner models |
| Open-Source (Self-Host) | Free (compute costs) | ✅ Free | Llama 4 Maverick, Mistral Medium 3.5, Gemma 4, Qwen 3.6 - full data sovereignty |
Note: Student offers require verification of student status, often through a university email address. Open-source models can be run locally via Ollama or LM Studio, which keeps data on your own machine.
Implementation & Culture
Training & Support
- Upskilling: Dedicated time for AI literacy and prompting practice. The National Commission into the Regulation of AI in Healthcare (September 2026) recommends coordinated AI education from initial training onwards.
- Onboarding: Orientation workshops on responsible AI use.
- Support: IT helpdesk ready for API/SSO specific queries.
Leading Change
- Champions: Identify "early adopter" faculty to mentor others.
- Evidence: Share internal case studies of success.
- Leadership: Management must model transparent, ethical use.
Policy Spotlight
⚖️ Academic Integrity & Policy
The institution needs a unified stance to avoid student confusion.
Decide department-wide: Can AI be used for summarizing? Brainstorming? Editing?
Standardize the "AI Declaration" appendix for assignments.
Next: Move to the Design Framework to integrate these tools into your curriculum.