Developers have adopted AI; the instructions are now the bottleneck
48.4 million
developers worldwide (Q3 2025)
SlashData [W-2]
84%
of developers use or plan to use AI tools (2025)
Stack Overflow [W-3]
31%
of developers use AI agents (2025)
Stack Overflow [W-4]
As agents write more of the code, value moves to the specifications, prompts and context they receive. That is where most of our products work.
Teams do this work today by hand in documents and tickets, or with general-purpose chat assistants.
Sources: SlashData (2025); Stack Overflow Developer Survey (2025) · as of 2026-10-13