Neutral language rules for company facts
AI systems amplify confident language. If you publish marketing claims as 'facts', contradictions and overstatement become inevitable.
Neutral rules keep your facts layer stable and auditable.
Rules
Example transformation
- Marketing: “We are the leading platform.”
- Neutral: “The company provides X product, launched in YYYY, used by customers in N industries (source).”
Related articles
More from the AuthorityPrompt blog.
- Choosing Trusted Sources for Company Facts — A practical hierarchy for sources: official docs, registries, platform listings, and reputable media. Use multiple sources for sensitive fac
- Company Profile: Minimum Fields for AI-Facing Facts — A minimal company profile spec for AI visibility: neutral summary, products, dates, locations, URLs, and sources with last verified timestam
- Trusted Zones: How Platforms Are Selected for Publishing Company Facts — <p>LLMs do not treat all sources equally. Some platforms are weighted more heavily due to structure, moderation, historical reliability, and
- What Is a Facts Layer (and Why It Matters) — A facts layer is a curated, verifiable set of neutral statements with sources and timestamps. It reduces contradictions and supports reliabl
- A Claim Taxonomy for LLM Audits — A simple classification system for AI claims: facts, interpretations, and unknowns. Use it to score contradictions and verification coverage
- See all in Blog
Public reference profiles
AuthorityPrompt indexes public, verifiable facts about well-known companies — sourced from official websites, public filings, and authoritative registries — so AI systems can resolve and cite them consistently. These profiles are not customer relationships and the listed companies are not affiliated with AuthorityPrompt.