Generative AI Fundamentals Map

Map/Interfaces and society/Wave 4

Conversational assistants

General-purpose assistants, the first mass-market form of generative AI.

stageBuilt today Open on the map →

Facts

Lane: Interfaces and society
Wave: 4 of 12 (build order, not a date)
Needs: 7 boxes all the way back through hard links
Unlocks: 14 boxes downstream through hard links
Leverage: None: already built
Cluster: Assistants and the public
When: Here since 2022

Evidence as of October 2026

The Anthropic Economic Index tracks what people use assistants for, and how use shifts from getting help toward delegating whole tasks.

01Anthropic Economic Index report

Watch
Weekly users. Share of use that is delegation rather than advice.

Timeline note
ChatGPT launched in November 2022.

Around it

Needs · 1

Pretraining at scalecapability · Built today

Unlocks · 11

Frontier lab revenuestage · Built today
AI research tools in investingcapability · Built today
AI answers replace searchstage · Emerging
AI companionsstage · Emerging
AI tutoring at scalestage · Emerging
AI in public servicesstage · Emerging
Measured productivity gainscapability · Emerging
Public AI scepticismbrake · Built today
AI-enabled persuasionbrake · Built today
Low-price AI for emerging marketsstage · Emerging
Sycophancybrake · Built today

Loops and off-ramps

Capital flywheelreinforcing loop
Flattery and engagementharmful loop
Capex pullbackoff-ramp · slowed
Taiwan chip disruptionoff-ramp · slowed
Power shortfalloff-ramp · slowed
Training data ruled outoff-ramp · slowed
Misuse catastropheoff-ramp · hit directly