{"type":"raw_signal","id":"vsevolod-vikulin-argues-that-enterprise-ai-adoption-requires-25566c","slug":"vsevolod-vikulin-argues-that-enterprise-ai-adoption-requires-25566c","title":"Vsevolod Vikulin argues that enterprise AI adoption requires three complementary roles","description":"Vsevolod Vikulin argues that enterprise AI adoption requires three complementary roles: a central team to build the platform, Forward Deployed Engineers (FDEs) to embed agents in business processes, and an AI-transformation leader to set priorities.","retrieval_nugget":"Vsevolod Vikulin argues that enterprise AI adoption requires three complementary roles: a central team to build the platform, Forward Deployed Engineers (FDEs) to embed agents in business processes, and an AI-transformation leader to set priorities.","observed_at":"2026-10-01","record_date":"2026-10-01","date_kind":"observed_at","why_it_matters":"Vsevolod Vikulin argues that enterprise AI adoption requires three complementary roles: a central team to build the platform, Forward Deployed Engineers (FDEs) to embed agents in business processes, and an AI-transformation leader to set priorities. The article frames the organizational challenge as a “long tail” of small, company-specific workflows that may not attract centralized teams. It compa","novelty":"notable","verification_level":"source-linked","signal_type":"update","source_platform":"vikulin.ai","topics":["ai-adoption","enterprise-ai"],"entities":[],"related_patterns":[],"source_url":"https://vikulin.ai/posts/who-implements-ai","source_urls":["https://vikulin.ai/posts/who-implements-ai"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"signal:vsevolod-vikulin-argues-that-enterprise-ai-adoption-requires-25566c","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/signals/vsevolod-vikulin-argues-that-enterprise-ai-adoption-requires-25566c/","markdown":"https://newruntime.com/signals/vsevolod-vikulin-argues-that-enterprise-ai-adoption-requires-25566c.md","json":"https://newruntime.com/signals/vsevolod-vikulin-argues-that-enterprise-ai-adoption-requires-25566c.json"},"next_reads":[{"type":"topic","path":"/topics/ai-adoption/","url":"https://newruntime.com/topics/ai-adoption/","title":"Ai Adoption","reason":"Explore the ai-adoption topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/ai-adoption.md","json_url":"https://newruntime.com/topics/ai-adoption.json"},{"type":"topic","path":"/topics/enterprise-ai/","url":"https://newruntime.com/topics/enterprise-ai/","title":"Enterprise Ai","reason":"Explore the enterprise-ai topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/enterprise-ai.md","json_url":"https://newruntime.com/topics/enterprise-ai.json"},{"type":"collection","path":"/signals/","url":"https://newruntime.com/signals/","title":"Raw Signals","reason":"Open every source-linked raw signal.","media_type":"text/html","json_url":"https://newruntime.com/signals.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}