Productivity AutomationInternal OnlyVerified
Reviewed and published by trentmaziarz, March 18, 2026. Discovered and drafted by our automated research pipeline.
Twitch built a Slack-based AI chat assistant using Amazon Bedrock with retrieval-augmented generation (RAG) and agentic workflows to help Amazon ad sales teams instantly find Twitch advertising information, replacing a process that previously took up to 2 hours per query.
Details
Launched February 2024, the Twitch Sales Bot answered over 11,000 questions in its first 10 months. It uses multiple foundation models — Anthropic Claude Haiku and Sonnet, Meta Llama 3, Cohere embedding models, and Amazon Titan Multimodal Embeddings G1 — with a knowledge base of 200+ internal marketing documents. Amazon sellers who used the tool delivered 25% more Twitch revenue year-to-date compared to non-users and 120% more revenue compared to self-service accounts. Planned expansion covers Prime Video, Alexa, and IMDb ad sales. This represents confirmed direct LLM/generative AI use within Twitch's business operations.
Products affected
Twitch Advertising sales workflow
Sources & Evidence
Other practices by Twitch
ModerationFollowing a high-profile deepfake scandal in January 2023, Twitch established explicit policies banning synthetic non-consensual exploitative images (NCEI) and updated its automated enforcement systems to detect and remove such content, with first-offense indefinite suspension.Data AnalysisTwitch uses machine learning models trained on billions of daily data events to detect fraud, personalize gift subscription recipients, and optimize Hype Train engagement settings for each channel.Data AnalysisTwitch uses algorithmic ad-serving systems — integrated with Amazon's advertising platform since 2020 — to evaluate ad opportunities, match ads to audiences based on interest and behavior signals, and implement brand safety and fraud prevention measures.
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