{"stable_id":"1cbaa9aa2c3aab84","slug":"octopus-energy-arlo","company":"Octopus Energy","workflow_name":"AI-Drafted Customer Email / Arlo Assistant","function_code":"customer_service","pattern_codes":["creator_to_judge","exception_based_operations"],"changed_assumption":"Human agents must draft responses to all customer emails.","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. CEO claim, not independently audited for like-for-like comparison.","freshness_caveat":null,"workflow_summary":{"before":[{"actor":"Human Agent","action":"Read and draft response to customer email","actor_type":"human"}],"hinge":"Human agents must draft responses to all customer emails.","after":[{"actor":"AI System","action":"Draft response to customer email (2023) or answer straightforward emails autonomously (2026)","actor_type":"ai"},{"actor":"Human Agent","action":"Review and send drafted email (2023) or handle complex cases (2026)","actor_type":"human"}],"decision_mode":"shared","decision_marker":"Human moves from creator to judge"},"before":[{"order":1,"actor":"Human Agent","action":"Read and draft response to customer email","handoff_to":"","control":"Not published."}],"after":[{"order":1,"actor":"AI System","action":"Draft response to customer email (2023) or answer straightforward emails autonomously (2026)","handoff_to":"Human Agent","control":"Not published."},{"order":2,"actor":"Human Agent","action":"Review and send drafted email (2023) or handle complex cases (2026)","handoff_to":"","control":"Not published."}],"decision_rights":"Human agents hold final send authority for drafted emails; AI sends autonomously for simple routine queries under strict guardrails.","exception_path":"Vulnerable customers or complex complaints bypass AI and go straight to human experts.","removed_work":["Drafting routine emails","Answering straightforward tariff questions"],"outcomes":[{"metric":"Email volume handled by AI","baseline":"0%","result":"34%","period":"16 weeks","scale":"Work of 250 people","attribution_caveat":"No additional attribution caveat published.","evidence_label":"reported"},{"metric":"Customer satisfaction (AI drafts)","baseline":"65%","result":"80%","period":"16 weeks","scale":"Emails written by AI","attribution_caveat":"CEO claim, not independently audited for like-for-like comparison.","evidence_label":"reported"},{"metric":"Email volume handled autonomously (Arlo)","baseline":"0%","result":"4%","period":"Three-month trial (2026)","scale":"8,000 emails per week (UK)","attribution_caveat":"No additional attribution caveat published.","evidence_label":"verified"},{"metric":"Customer satisfaction (Arlo)","baseline":"72%","result":"76%","period":"Three-month trial (2026)","scale":"Comparable human responses","attribution_caveat":"No additional attribution caveat published.","evidence_label":"verified"}],"executive_lesson":"AI email drafting transitions into autonomous simple query resolution, improving CSAT.","anti_pattern":"Automating vulnerable customer care.","questions_for_leaders":["Which emails can be safely delegated to an autonomous AI with clear labeling?"],"collections":["human-still-decides","embodied-work"],"bundle_version":"1.0.0","bundle_fingerprint":"sha256:c23c6cc2b88153d008ea8fda928f632ce0011fc2d4c5036672a16e5d895bab93","canonical_url":"https://brianletort.ai/transformations/octopus-energy-arlo"}