Resolution rate for received queries
Verified0%47%
2021-2023 · 3.2 million interactions
No additional attribution caveat published.
Human agents must answer routine queries instead of focusing on high-value sales and design advisory.
Collections: Human still decides

Executive brief
AI deflection can become a human redeployment and revenue strategy.
AI value · Resolution rate for received queries
Verified47%
No additional attribution caveat published.
Before
Receive routine customer enquiry
After
Resolve routine customer enquiry → Provide remote interior design advice and complex problem-solving
Human boundary
AI resolves queries autonomously; escalates complex ones to humans.
Why it matters
Human agents must answer routine queries instead of focusing on high-value sales and design advisory.
Before
How the work ran before the change.
Human Agent
Receive routine customer enquiry
What changed
Human agents must answer routine queries instead of focusing on high-value sales and design advisory.
Decision rightHuman moves from creator to judge
After
How the same work runs now.
AI System (Billie)
Resolve routine customer enquiry
Human Agent
Provide remote interior design advice and complex problem-solving
Exception path
Unresolved queries are routed to human agents.
Decision authority
AI resolves queries autonomously; escalates complex ones to humans.
| # | Actor | Action | Control |
|---|---|---|---|
| 01 | Human Agent | Receive routine customer enquiry | Not published. |
| # | Actor | Action | Control |
|---|---|---|---|
| 01 | AI System (Billie) | Resolve routine customer enquiry | Not published. |
| 02 | Human Agent | Provide remote interior design advice and complex problem-solving | Not published. |
Work that left the path
Human role before
Answer routine customer service questions.
Human role after
Provide remote interior design advice and handle complex problem-solving.
AI role
Handle routine customer service questions (store hours, order updates).
0%47%
2021-2023 · 3.2 million interactions
No additional attribution caveat published.
0€13 million
2021-2023 · 3.2 million interactions
No additional attribution caveat published.
0€1.3 billion
FY22 · Total remote customer meeting points
Total channel revenue, not directly attributed to AI reskilling alone.
Anti-pattern
Automating without reskilling.
Questions
Portability conditions
Reputation risk
low