About MentionBench

MentionBench Consulting LLC is a B2B AEO / GEO agency for IT and SaaS companies that need to be named and cited inside AI answers — ChatGPT, Perplexity, Claude, Gemini, and Google AI Overviews — not only ranked in classic blue-link SEO. We sell one integrated program: diagnose visibility on real buyer prompts, improve the site and entity signals you control, then source bounded off-site corroboration. Success is measured as mention rate and citation rate on a locked prompt panel, with share of answer reported on the mention side.

Updated 2026-09

What we are (and are not)

We are people + acceptance criteria + accountability. We are not a monitoring SaaS dashboard, not a full-service content mill, and not a firm that guarantees a permanent slot inside any AI answer. Public pages such as AI instructions, FAQ, and engagement include/exclude state the same boundary so buyers and models see consistent facts.

Who we serve

Fit: IT B2B and B2B SaaS teams with product-market fit that already invest in SEO or demand gen and want AI recommendation visibility tied to pipeline — not vanity “AI score” screenshots. Not-fit: businesses seeking guaranteed citations, unlimited PR, or a tool-only subscription without someone owning the fix.

How proof works

Our public self case uses a locked English buying-prompt panel (N=100, frozen 2026-07-26). Before X/N stays Pending until the same panel is retested — see Panel v1 and Self case study. That discipline is the company story: interpretable before/after, not estimated percentages.

Leadership

Author and founder credit on educational posts: Song. Primary inbox: [email protected]. Program deep page: AEO & GEO agency for B2B SaaS.