BLG-01 Engineering Notes

Field notes from the studio.

Research, playbooks and lessons learned from shipping production AI systems across search visibility, automation, generative AI and data science.

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Search Visibility
GEO, semantic SEO and AI citations.
AI Automation
Agents, workflows and operations.
Generative AI
RAG, custom LLMs and assistants.
Data Science
ML, MLOps and analytics.
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Auditing

Ptimz is running a full-spectrum scan across technical SEO, semantic SEO, GEO readiness, entity graphs and six answer engines.

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AUDIT REPORT · · Complete

AI Visibility Report for

Fix Gaps with Ptimz →
Executive Summary

shows strong technical fundamentals but significant gaps in generative answer engine optimization.

Our scan identified that while traditional search indices cover your primary landing pages, 62% of high-intent enterprise prompts inside ChatGPT and Perplexity fail to cite your domain as a primary authority.

Key Strength
Valid JSON-LD schema & clean canonical structure
Primary Vulnerability
Unmapped entity relationships across 3rd-party corpora
Answer Engine Share of Voice
Benchmark: Category Top 10% Avg 64%

Detailed breakdown for is included in the full Ptimz Strategy Brief.

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