AI Signals & Reality Checks: The Hidden Cost Is Workflow Friction
AI tools can be impressive and still fail to deliver value.
Not because the model can’t answer. Because the workflow can’t absorb the answer.
The signal
If your AI feature requires users to:
- copy/paste context across tabs
- reformat outputs manually
- ask for approvals in a separate channel
- repeat the same instructions every time
…then your “time saved” becomes time moved.
Reality check: friction is the tax
In real teams, the cost isn’t tokens. It’s friction:
- context switching
- brittle handoffs
- unclear ownership (“Who’s supposed to review this?”)
- missing audit trails
The result is predictable:
- pilots look great
- production adoption stalls
What to do instead
- Attach to the object of work (email thread, ticket, doc, CRM record)
- Make outputs immediately usable (structured fields, not paragraphs)
- Build a review lane (HITL with clear thresholds)
- Log decisions (what was generated, what was approved, what changed)
If you want AI to matter, reduce friction first.