Kurt is the CEO of Machine-like, the Managed Agent Operations platform.
Founder, Machine-like
Multimodal LLM retrieval processes images, audio, and video alongside text. Embeddings convert visual and audio assets into vectors that retrieval systems use for similarity search, while metadata...
Endpoints give LLM retrieval systems structured access to your brand data. A dedicated JSON-LD fact endpoint, properly hosted and versioned, turns opaque marketing content into machine-readable...
In AI search, brand mentions across authoritative sources matter more than backlinks. LLMs do not follow hyperlinks to assign authority. They evaluate mention frequency, sentiment polarity, and...
Public repositories on GitHub, Hugging Face, and Zenodo function as training-data pipelines that large language models ingest during pre-training and fine-tuning. This article details how to...
Top 10 Agencies (2025)
Answer shapes are the structural patterns AI systems use to format responses
Ranking factors for Sonar
brand-distribution-and-trust-are-the-last-moats
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