Known Entity.ai — Services

AI Buyer Visibility Audit

Category: AI Buyer Visibility

Price: Included in the £6,000 setup fee

Stage 1 (Discover) of the AI Authority Ladder™ and the starting point of every engagement. Known Entity agrees a panel of real buying questions with the client, typically 30 to 50, and runs them across ChatGPT, Claude, Gemini, Perplexity and Copilot. The audit assesses how often the business is found, whether it is recommended or shortlisted, how accurately AI describes its products, capabilities and credentials, and which competitors appear alongside or instead of it. It includes a working session with Helenor Rogers and a review of the important claims the business makes and the evidence available to support them. The client receives a documented baseline, an analysis of the likely gaps behind the questions it is missing, and prioritised recommendations showing what to improve first. Delivered in two weeks. Included in the £6,000 setup fee covering Stages 1 to 3.

EntityCore™ Build

Category: AI Buyer Visibility

Price: Included in the £6,000 setup fee

Stage 2 (Structure) of the AI Authority Ladder™. Known Entity builds EntityCore™, a structured record of the client's business hosted at a subdomain of the client's own domain. It brings together the company, its products, capabilities, certifications, applications, sectors served, locations, people and supporting sources in a form designed for AI systems to interpret, published as human-readable pages with embedded machine-readable data and an MCP endpoint. The client signs off the record before it is published. It is not a copy of the client's website and not a content site; it sits on the client's domain, belongs to the client and is portable. Publishing a record does not guarantee that every platform will retrieve it or recommend the business. A repeat visibility assessment after the build measures changes against the starting point. No website rebuild and no CMS access: one DNS record. Four to six weeks, subject to timely access to business information and approvals. Included in the £6,000 setup fee covering Stages 1 to 3.

AI Authority Ladder™

Category: Methodology

Known Entity's five-stage methodology for improving a food and drink supplier's AI Buyer Visibility: understanding where it stands today, making its capabilities clearer, strengthening the evidence behind its claims and measuring progress over time. Each stage answers one question. Stage 1 Discover (are you appearing in the questions that matter to your buyers?): the AI Buyer Visibility Audit. Stage 2 Structure (can AI understand what you supply and where you fit?): the EntityCore™ build, hosted at the client's own subdomain. Stage 3 Verify (is there credible evidence behind what AI says about you?): the evidence and industry credibility work, connecting important claims to supporting sources and briefing the client's PR or marketing partners on the gaps. Stage 4 Protect (are you staying visible, accurately represented and competitive?): EntityWatch™, monthly monitoring and improvement. Stage 5 Agent readiness (will your information support the next stage of AI buying?): built into EntityCore™ so that the structured, supported information provides a foundation for future buyer-agent interactions, with any additional integrations or transaction services scoped and agreed separately. Stages 1 to 4 are the purchasable services; Stage 5 is included in the EntityCore™ architecture, which is why five stages map to four purchasable services.

Evidence and Industry Credibility

Category: AI Buyer Visibility

Price: Included in the £6,000 setup fee

Stage 3 (Verify) of the AI Authority Ladder™. Known Entity connects the important claims in the EntityCore™ to supporting sources: certification bodies, accreditation registers, Companies House, trade associations, industry directories and relevant trade coverage. A certification is linked to the issuer's register where one exists rather than reproduced as a logo. Known Entity then identifies gaps in that evidence, including sources that appear in AI answers for the client's buyer questions where the client is not yet present, and develops a focused brief for the client's PR or marketing partners on the listings and coverage worth pursuing. Article production and PR placements are carried out by the client's team or agency, not by Known Entity. Included in the £6,000 setup fee covering Stages 1 to 3.

Agency Referral Partnership

Category: Channel partnership

Referral arrangement for marketing agencies, PR firms and SEO specialists whose clients supply the food and drink industry. The agency introduces the client and earns a referral fee; Known Entity delivers the AI Buyer Visibility Audit, the EntityCore™ build and EntityWatch™ under its own name at the same price the client would pay directly, and gives the agency focused recommendations informed by the findings. Known Entity always tells the agency before contacting its client about anything and does not sell services the agency already provides.

EntityWatch™

Category: AI Buyer Visibility

Price: £1,500 to £3,000 per month, 12-month minimum term

Stage 4 (Protect) of the AI Authority Ladder™ and the recurring service: monthly monitoring and improvement. Each month Known Entity repeats the AI visibility checks across ChatGPT, Claude, Gemini, Perplexity and Copilot using the client's agreed buyer-question panel, reviews the accuracy of the client's business information and tracks its presence alongside competitors. The client receives a monthly AI Buyer Visibility Report covering appearances, recommendations or shortlisting, factual accuracy and competitors; review and updates to keep the EntityCore™ record current; recommendations for two to four articles focused on relevant buyer questions and information gaps, for the client's team or PR agency to write and publish; and a monthly review of findings and priorities for the next month. The core question panel stays consistent so results are comparable, and any agreed changes are documented. £1,500 to £3,000 a month depending on agreed scope, on a twelve-month minimum term.

AI Buyer Visibility Score

Category: AI Buyer Visibility

Price: Free

The free entry point, offered ahead of Stage 1. The supplier gives Known Entity its company name; Known Entity tests a sample of the questions buyers might ask when looking for suppliers like it across ChatGPT, Claude, Gemini, Perplexity and Copilot, and shows how often the business is found, how often it is recommended or shortlisted, whether AI understands the business accurately, and which competitors are appearing instead. No cost, no obligation and no meeting required.