AI · Reforge Foundation
The Expectation Reset · How AI Is Redefining Customer Expectations
AI isn't just changing what's possible — it's changing what customers expect. The 7 ways customer expectations are being reset and what it means for product strategy. Brian Balfour's framework expanded.
The customer is the variable, not the technology
Most AI strategy conversations focus on what AI can do. Brian Balfour's Expectation Reset argument is that the more important variable is what customers now expect AI to do. The capability frontier and the expectation frontier are not the same thing. Expectations can lag capabilities, but eventually they catch up — and when they catch up, every product gets re-evaluated against the new expectation baseline.
Seven expectation shifts AI is driving
- Instant. Customers expect responses in seconds, not minutes. Chat-style interaction becomes the default.
- Personalized. Generic experiences feel obsolete. Customers expect output tailored to their context.
- Proactive. Customers expect the product to suggest the next step, not wait to be asked.
- Conversational. Form-based UIs feel slow. Natural-language interaction becomes the expected primary mode.
- Multi-modal. Text, voice, image, code, video — customers expect to move fluidly between modalities.
- Generative. Customers expect new output created on demand, not just retrieved from a database.
- Continuous. Customers expect the product to learn and improve from the interaction.
Why this is a treadmill, not a destination
Expectation shifts don't settle. Each capability advance pulls customer expectations forward, which pulls product requirements forward, which forces another capability advance. Reforge calls this the Product-Market Fit Treadmill: once you find PMF, you don't keep it by standing still. You keep it by running forward at the pace customer expectations move.