Our perspective
AI-native product development
AI is expanding product capabilities, changing the economics of software delivery and reshaping markets and organisations.
Product capabilities
What products can do
AI factories
How software is delivered
AI
Ecosystem disruption
How markets and value shift
Teams and organisation
How people and agents work
Product capabilities
AI brings contextual understanding, personalised expertise and autonomous execution into the product experience.
- Richer customer context
- Natural, multimodal interaction
- Personalised guidance
- Content and asset generation
- Task delegation to agents
AI factories
AI-native factories enable order-of-magnitude gains in output and speed for well-defined development work.
- Greenfield MVPs in weeks
- Enterprise brownfield development at scale
- Accelerated replatforming
- Automated data migration and validation
Ecosystem disruption
Agent-mediated demand and lower barriers to entry challenge established platforms, competitive advantages and revenue models.
- Agents controlling customer access
- Marketplaces unbundling
- Advantage shifting to supply and data
- Specialist entrants becoming viable
- Monetisation shifting towards outcomes
Teams and organisation
AI expands individual delivery capacity and shifts organisations towards smaller teams and managed human–agent workflows.
- Context engineering, orchestration and evaluation
- Product builders with broader ownership
- Smaller teams with greater capacity
- Defined operating pipelines
- AI operations managed at scale