{"@type":"StructuredNewsArticle","access":{"license":"neupai_standard","structured_data":"free","full_text_access":null,"full_text_available":false,"attribution_required":true},"content":{"claims":[{"id":"c1","type":"fact","as_of":"2026","figures":null,"insight":null,"as_of_raw":"to date","statement":"Dalpha has introduced AI agents to over 300 companies since its founding in the early days of ChatGPT's emergence","comparison":null,"expiry_hint":null,"source_type":"company_disclosure","as_of_explicit":false},{"id":"c2","type":"fact","as_of":"2022-12","figures":null,"insight":null,"as_of_raw":"end of 2022","statement":"Since the emergence of ChatGPT at the end of 2022, large language models have rapidly spread as knowledge work assistance tools for text-based Q&A, translation, summarization, and document creation","comparison":null,"expiry_hint":null,"source_type":"journalist_analysis","as_of_explicit":true},{"id":"c3","type":"fact","as_of":"2026","figures":null,"insight":null,"as_of_raw":"from this year","statement":"While multi-agent systems were the main research topic until 2025, the self-evolving trend where agents evaluate and improve themselves has begun in earnest from this year","comparison":"previous_year_same_period","expiry_hint":null,"source_type":"company_plan","as_of_explicit":false},{"id":"c4","type":"fact","as_of":"2026","figures":null,"insight":null,"as_of_raw":"2026","statement":"In experiments Dalpha conducted with two brands, AI agents achieved greater cumulative view performance than existing marketer methods at the same unit cost","comparison":"existing_marketer_performance","expiry_hint":null,"source_type":"company_disclosure","as_of_explicit":false},{"id":"c5","type":"future_plan","as_of":"2027-2028","figures":null,"insight":null,"as_of_raw":"in 1-2 years","statement":"Future consumer goods brands will see integrated systems that connect the cycle of collecting data, analyzing competitors, planning new products, placing orders, budgeting marketing, and performing performance marketing and influencer marketing become a single company, which is the change expected in 1-2 years","comparison":null,"expiry_hint":null,"source_type":"company_plan","as_of_explicit":false},{"id":"c6","type":"fact","as_of":"2026","figures":null,"insight":null,"as_of_raw":"2026","statement":"Musinsa created a structure using Databricks that allows many employees to make decisions based on unified data","comparison":null,"expiry_hint":null,"source_type":"company_disclosure","as_of_explicit":false}],"topics":["ai","agent","consumer goods","brand","marketing","commerce","data"],"summary":"AI agent specialist Dalpha held a consumer goods brand AX summit with AWS and Databricks, emphasizing the need to transition to agent-native brands. 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