{"stable_id":"6b1746c1afa0a885","slug":"morgan-stanley-advisor-assistant","company":"Morgan Stanley Wealth Management","workflow_name":"AI at Morgan Stanley Assistant","function_code":"engineering","pattern_codes":["autonomous_with_backstop","step_before_decision"],"changed_assumption":"Advisors can query approved content while compliance, suitability, and advice remain human-owned.","evidence_strength":"reported","publication_tier":"showcase","freshness":"current","reviewed_at":"2026-08-23","updated_at":"2026-08-22","source_quality_summary":"1 primary; publication outcomes are reported.","caveat_summary":"Company-reported adoption does not prove answer quality, time savings, or client outcome.","freshness_caveat":null,"workflow_summary":{"before":[{"actor":"Financial advisor","action":"Searches firm research, policies, and intellectual capital across documents.","actor_type":"control"},{"actor":"Advisor","action":"Interprets material and prepares client communication.","actor_type":"control"}],"hinge":"Advisors can query approved content while compliance, suitability, and advice remain human-owned.","after":[{"actor":"AI Assistant","action":"Retrieves from the controlled firm corpus and generates an answer to the advisor's internal question.","actor_type":"ai"},{"actor":"Financial advisor","action":"Verifies and applies retrieved information to client preparation and service.","actor_type":"system"}],"decision_mode":"bounded_autonomy","decision_marker":"AI acts within a human backstop"},"before":[{"order":1,"actor":"Financial advisor","action":"Searches firm research, policies, and intellectual capital across documents.","handoff_to":"Client preparation","control":"Compliance and supervision."},{"order":2,"actor":"Advisor","action":"Interprets material and prepares client communication.","handoff_to":"Client","control":"Advisor and supervisory responsibility."}],"after":[{"order":1,"actor":"AI Assistant","action":"Retrieves from the controlled firm corpus and generates an answer to the advisor's internal question.","handoff_to":"Financial advisor","control":"Evaluation framework, retrieval tests, and approved content."},{"order":2,"actor":"Financial advisor","action":"Verifies and applies retrieved information to client preparation and service.","handoff_to":"Client","control":"Advisor, compliance, and supervisory authority."}],"decision_rights":"Advisors and supervisors retain communication, suitability, recommendation, and transaction authority.","exception_path":"Failed evals, missing evidence, or uncertain answers require manual research or specialist and compliance escalation.","removed_work":["Broad document searching","Some research summarization"],"outcomes":[{"metric":"Advisor-team adoption","baseline":"No production internal generative assistant before 2023 rollout.","result":"Morgan Stanley reported 98% of financial-advisor teams had adopted the Assistant.","period":"September 2023 rollout through June 2024 reporting.","scale":"Morgan Stanley Wealth Management advisor teams.","attribution_caveat":"Company-reported adoption does not prove answer quality, time savings, or client outcome.","evidence_label":"reported"}],"executive_lesson":"In regulated knowledge work, the model can widen access to approved evidence without inheriting the professional's advice authority.","anti_pattern":"Conflating adoption or corpus coverage with accurate client advice.","questions_for_leaders":["Can every answer show authoritative evidence?","Which questions must escalate?","How are suitability and supervision preserved?"],"collections":[],"bundle_version":"1.0.0","bundle_fingerprint":"sha256:c23c6cc2b88153d008ea8fda928f632ce0011fc2d4c5036672a16e5d895bab93","canonical_url":"https://brianletort.ai/transformations/morgan-stanley-advisor-assistant"}