{"stable_id":"15cc52b4c80cc890","slug":"ikea-contact-center-reskilling","company":"IKEA (Ingka Group)","workflow_name":"Contact-Center Reskilling","function_code":"customer_service","pattern_codes":["creator_to_judge","human_quality_loop"],"changed_assumption":"Human agents must answer routine queries instead of focusing on high-value sales and design advisory.","evidence_strength":"mixed","publication_tier":"showcase","freshness":"current","reviewed_at":"2026-08-23","updated_at":"2026-08-22","source_quality_summary":"1 independent, 1 primary; publication outcomes are verified and reported.","caveat_summary":"No additional attribution caveat published. Total channel revenue, not directly attributed to AI reskilling alone.","freshness_caveat":null,"workflow_summary":{"before":[{"actor":"Human Agent","action":"Receive routine customer enquiry","actor_type":"human"}],"hinge":"Human agents must answer routine queries instead of focusing on high-value sales and design advisory.","after":[{"actor":"AI System (Billie)","action":"Resolve routine customer enquiry","actor_type":"ai"},{"actor":"Human Agent","action":"Provide remote interior design advice and complex problem-solving","actor_type":"human"}],"decision_mode":"shared","decision_marker":"Human moves from creator to judge"},"before":[{"order":1,"actor":"Human Agent","action":"Receive routine customer enquiry","handoff_to":"","control":"Not published."}],"after":[{"order":1,"actor":"AI System (Billie)","action":"Resolve routine customer enquiry","handoff_to":"Human Agent","control":"Not published."},{"order":2,"actor":"Human Agent","action":"Provide remote interior design advice and complex problem-solving","handoff_to":"","control":"Not published."}],"decision_rights":"AI resolves queries autonomously; escalates complex ones to humans.","exception_path":"Unresolved queries are routed to human agents.","removed_work":["Answering store hours","Checking stock","Basic order updates"],"outcomes":[{"metric":"Resolution rate for received queries","baseline":"0%","result":"47%","period":"2021-2023","scale":"3.2 million interactions","attribution_caveat":"No additional attribution caveat published.","evidence_label":"verified"},{"metric":"Cost savings","baseline":"0","result":"€13 million","period":"2021-2023","scale":"3.2 million interactions","attribution_caveat":"No additional attribution caveat published.","evidence_label":"verified"},{"metric":"Remote interior design channel revenue","baseline":"0","result":"€1.3 billion","period":"FY22","scale":"Total remote customer meeting points","attribution_caveat":"Total channel revenue, not directly attributed to AI reskilling alone.","evidence_label":"verified"}],"executive_lesson":"AI deflection can become a human redeployment and revenue strategy.","anti_pattern":"Automating without reskilling.","questions_for_leaders":["What could agents do if they didn't answer routine questions?"],"collections":["human-still-decides"],"bundle_version":"1.0.0","bundle_fingerprint":"sha256:c23c6cc2b88153d008ea8fda928f632ce0011fc2d4c5036672a16e5d895bab93","canonical_url":"https://brianletort.ai/transformations/ikea-contact-center-reskilling"}