# MentionBench

> MentionBench Consulting LLC — B2B GEO consultancy (AI recommendation visibility). People + acceptance + accountability; not a monitoring SaaS and not a full-service content agency.

## Positioning

MentionBench helps North American B2B SMBs (advertising, PR, consulting, IT/systems) get clear AI readiness, fix on-site signals so they can enter AI citation candidate pools, and decide next steps with a named owner.

## Offer boundary (one AEO/GEO Engagement)

One sellable offer: AEO/GEO Engagement (people + acceptance + accountability). Method layers (not three pricing tiers): Diagnosis — readiness and competitor gap, prioritized fixes (not monitoring SaaS). On-site improvement — agreed schema/FAQ/entity and content scope (not unlimited writing). Bounded off-site — agreed third-party corroboration count (not always-on PR). Success: mention rate and citation rate on a locked prompt panel (baseline → retest). Assess → Improve → Review are optional 1:1 aliases only.

## Key pages

- [Home](https://mentionbench.com/): offer overview and Engagement method boundaries
- [AI instructions](https://mentionbench.com/ai-instructions/): canonical identity facts for AI (legal entity, one Engagement, include/exclude, fit)
- [Resources](https://mentionbench.com/resources/): buyer guides hub (GEO consultancy engagement and related answer pages)
- [What a GEO consultancy engagement includes](https://mentionbench.com/resources/geo-consultancy-engagement/): one AEO/GEO Engagement — diagnosis, on-site, bounded off-site, locked-prompt acceptance
- [Locked English buying-prompt panel v1](https://mentionbench.com/resources/locked-prompt-panel/): public Panel v1 — N=100 frozen 2026-07-26; Before X/N Pending until same-panel retest
- [FAQ](https://mentionbench.com/faq/): buyer questions (tool vs hire, path boundaries, acceptance, fit)
- [Glossary](https://mentionbench.com/glossary/): naming and framework terms (Engagement layers, mention/citation rates, acceptance, boundaries)
- [Diagnosis](https://mentionbench.com/diagnosis/): bounded first step inside Engagement — readiness, competitor gap, prioritized fixes, locked panel baseline
- [On-site improvement](https://mentionbench.com/on-site-improvement/): second method layer — agreed pages/structure/content to a written article count (Improve = alias only)
- [Bounded off-site](https://mentionbench.com/bounded-off-site/): third method layer — agreed action count with verifiable receipts (Review = alias only)
- [Compare](https://mentionbench.com/compare/): tools vs retainers vs MentionBench (who does the work, include/exclude, success on locked prompts)
- [Case Studies](https://mentionbench.com/case-studies/): engagement outcomes index
- [Self case study](https://mentionbench.com/case-studies/self/): situation → approach → verifiable results

## Contact

- Email: hello@mentionbench.com
- Legal entity: MentionBench Consulting LLC

Note: This file is a directory card only. Prefer /ai-instructions/ for canonical identity and offer-boundary facts; prefer FAQ answers for buyer Q&A.