Treat the stack as a controlled programme: five capability roles, executive sponsorship, security review and benchmark evidence before procurement.
The order is an editorial starting point. It changes when your first priority, existing software or data controls change.
Organise planning, knowledge and repeatable templates.
Draft differentiated activities from teacher-approved goals.
Find and organise research evidence.
Turn approved content into clear presentations.
Create accessible visual learning assets.
Automate repeatable work
Open verdict →Grow revenueCanva AICreate and convert demand
Open verdict →Serve customersChatGPTRespond with more consistency
Open verdict →Make decisionsElicitResearch and analyse evidence
Open verdict →Build productsGammaPrototype and ship faster
Open verdict →HubAI recommends 5 distinct tool roles for this scale. Start with the first workflow and add the remaining tools only when each removes a measured bottleneck.
Track accepted outputs, human correction time, complete-task cost, user adoption and any data or rights incident. Raw generation volume is not evidence of value.
No. Avoid multi-year commitments, autonomous high-impact actions and vendor lock-in before security and exit controls are tested. Verify current pricing and contract terms directly with each provider before purchase.