Models are capability, not differentiation
Powerful foundation models are widely available. A competitor can often access the same capability, which means the model alone is unlikely to protect an advantage.
Value becomes more defensible when the system understands proprietary processes, draws from governed knowledge and improves through feedback tied to real outcomes.
Look for compounding workflows
Prioritise use cases where each completed task improves the organisation’s data, templates or decision quality.
- Knowledge work with repeated structures
- Decisions supported by distributed evidence
- Customer or operational workflows with measurable delay
- Processes where feedback can improve future output
Build the operating capability
A portfolio needs common evaluation, data access, security and monitoring patterns. Without them, every use case becomes a new experiment and the cost of governance grows faster than value.
Durable advantage is created by the organisation’s ability to select, deliver and operate AI repeatedly.
Technology capabilities and commercial terms change over time. Validate current provider documentation and test assumptions against your own workload before making an investment decision.
