Resolution rate for received queries
Verified0%→47%
2021-2023 · 3.2 million interactions
No additional attribution caveat published.
IKEA (Ingka Group)
Mixed evidenceCreator to judgeHuman quality loopHuman agents must answer routine queries instead of focusing on high-value sales and design advisory.
Customer service · Global
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.
Work removed
Decision authority
AI resolves queries autonomously; escalates complex ones to humans.
Before
Human Agent
Receive routine customer enquiry
Control: Not published.
After
AI System (Billie)
Resolve routine customer enquiry
Control: Not published.
Human Agent
Provide remote interior design advice and complex problem-solving
Control: 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 roleHandle 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
Evidence and authority
Current · updated
1 independent, 1 primary; publication outcomes are verified and reported.
Bundle 1.0.0 · reviewed 2026-08-23 · stable ID 15cc52b4c80cc890
Twenty-eight South-East Queensland long-term care facilities · Creator to judge
Hinge: a responsive social robot can provide repeatable short engagement sessions as an adjunct to care, without replacing clinical assessment or human relationships.
Octopus Energy · Creator to judge
Human agents must draft responses to all customer emails.
Google Research Project Relate · Creator to judge
People with non-standard speech need not rely only on listener familiarity, repetition, or text entry.
Google · Creator to judge
Large migrations can combine machine-found locations, LLM edits, automated checks, and engineer review.