iPullRank

• Offers Relevance Engineering: query fan-out, passage retrieval, embeddings, and synthesis mapped to ChatGPT, AI Overviews, and AI Mode.
• Runs technical GEO and content strategy for large, complex sites.
• Publishes field IP including a free multi-chapter AI Search Manual.

This directory's ratings on a 1-10 scale, with each score compared to the median across the full directory.

This directory's estimate of how the published practice splits across work types.

• retrieval engineering for large, complex websites
• technical GEO mapped to ChatGPT, AI Overviews, and AI Mode
• published Relevance Engineering and AI Search Manual work

• your firm needs local lead generation as an SMB
• the goal is owner-led trades at an accessible retainer
• you need mid-market content volume

iPullRank’s key innovation is Relevance Engineering: published work on query fan-out, embeddings, and passage retrieval, plus a free multi-chapter AI Search Manual. Most shops in this directory do not publish technical methods at that depth. The economics stay enterprise: complex sites and six-figure search budgets.

Enterprise-only. Superframeworks cites a Clutch $50,000+ project minimum and no self-serve tier.

• “Mike King’s Relevance Engineering framing finally gave our engineers a shared language for query fan-out and passage retrieval. That changed the roadmap more than another content calendar.”

• “The free AI Search Manual is what got us in the door. The paid work was still enterprise-priced, and it should be for a site our size.”

• “We did not hire them for SMB lead gen. We hired them because embeddings and synthesis on a complex catalog were breaking classic SEO playbooks.”

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