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Better supplier pages. More useful evidence.

Practical articles for manufacturers and B2B suppliers: gather facts buyers can verify, make qualification easier, and measure how search presents your business.

Choose the question you need to answer.

If buyers cannot tell whether you can make their part, start with the capability checklist. It connects public claims to production, quality, and quoting evidence, with a worked example and publication checks.

If you need to know whether AI search is finding your company, use the measurement protocol. It separates a brand mention from a citation, tracks factual errors, and explains why a small sample cannot establish market share or increased sales.

Our guidance is published by FlatRelay, which sells SEO and AI visibility services. Worked examples are labeled; they are not customer outcomes. Read our editorial standards for sources, authorship, update dates, and corrections, or inspect our own website experiment for its recorded baseline and limitations.