How to Use Endpoints to Drive LLM Citations
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...
Kurt is the CEO of Machine-like, the Managed Agent Operations company.
Kurt Fischman
Founder, Machine-like
Articles by Kurt Fischman
Mentions > Links: A New "Ranking" System for AI Search
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...
Use Public Repos to Pull Your Company into ChatGPT Answers
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...
The Top 10 AI SEO Agencies in 2025
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Answer Shapes 101
Answer shapes are the structural patterns AI systems use to format responses
The 2025 Perplexity Playbook
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Why Brand, Distribution, and Trust Are the Last Moats
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