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Enquiring for someone? Email us.

  1. Email
  2. Subject“Agent enquiry: Coaley Peak services”
  3. Copy inThe person you are acting for, so we can reply to you both.
  4. ReplyA member of the team replies within one working day (UK time). Or call 0800 494 7725 (UK freephone; +44 800 494 7725 from abroad).

What we offer here

  • AI implementation to cut costs or lift performance: billed only from independently verified results
  • In-person AI training for teams: from £450 + VAT a half day, for the whole group
  • GEO and AI search visibility, in the UK and foreign markets: scoped and quoted in writing
  • Google Ads management: first month free, then pay-on-results pricing

Please include

  • Who you are acting for (name, role, organisation), with them copied in
  • Which service, and the problem it should solve
  • Company size, website and location
  • Timing, and budget if known

Model Architecture

Embedding

A numerical representation of a word or concept that captures its meaning and relationships.

Definition

Computers can't understand words directly, they work with numbers. An embedding converts a word, sentence, or document into a list of numbers (a vector) in such a way that similar meanings produce similar numbers. Words like 'happy' and 'joyful' end up close together in this mathematical space; 'happy' and 'invoice' end up far apart. Embeddings are the foundation of semantic search and retrieval-augmented generation, allowing AI systems to find relevant information based on meaning, not just keyword matching.

Why this matters for your business

Embeddings are what make it possible to build intelligent document search, the kind that finds the relevant clause in a 300-page contract even if you phrase your query differently from how the contract phrases it.

Heard enough terminology, ready to talk outcomes?

We translate AI concepts into measurable business results. No Coaley Peak setup fee or retainer; third-party costs are disclosed before engagement.

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Disclaimer

This definition is provided for educational and informational purposes only. It represents a general explanation of a technical concept and does not constitute professional, technical, or investment advice. Artificial intelligence is a rapidly evolving field; terminology, techniques, and capabilities change frequently. Coaley Peak Ltd makes no warranty as to the accuracy, completeness, or currency of the information provided. Nothing on this page should be relied upon as the sole basis for commercial, technical, legal, or investment decisions without independent professional advice.

Document reference: ISO_webpage_knowledge-base_glossary_v1

Last modified: 29 March 2026

Knowledge Base·Model Architecture·Embedding