AI Knowledge Signal
About
Why AI knowledge matters — and who is behind this project.
Why it matters
Most organisations assume AI systems train on "the internet." They do not. Modern large language models are trained on carefully filtered, high-signal subsets of the web — plus curated datasets selected for quality, authority, and epistemic reliability. Content that doesn't meet those standards doesn't make it in.
AI Knowledge Signal exists to close that gap: to give organisations a practical framework for publishing knowledge that survives quality filters, earns citations, and builds authoritative representation inside AI systems.
Our mission
Mission statement
To help organisations publish knowledge that machines understand, trust, and cite — so that when AI systems answer questions about a market, a problem, or a category, the right voice is in the room.
AI Knowledge Signal is a product of Digital Human Assistants, a research and product studio focused on the intersection of human knowledge, AI training pipelines, and generative engine optimisation.
Founder
Christopher Foster-McBride is the founder of AI Knowledge Signal and Digital Human Assistants.
Christopher originated the concept of the AI Trust Paradox (Verisimilitude Paradox) — A counterintuitive reality which describes that as LLMs / MFMs improve, their outputs become increasingly indistinguishable from human-generated text and users may assume that a well-articulated response is inherently accurate, overlooking the possibility of errors lurking beneath the polished surface. This misplaced trust can lead to the propagation of misinformation, flawed decision-making, and erosion of critical thinking skills.
In 2022, Christopher founded TokensCompare, the first dedicated platform for discussing LLM architectures (with a focus on tokenisation) and trends related to commercial proprietary models, pricing models, and the open-source community.
If you would like to learn more and discuss guidance implementing the framework or bespoke AI-related consulting services, book now.
Resources
Free resources from AI Knowledge Signal to help your organisation understand and act on the AI knowledge opportunity.