AI Recommendation Diagnostics / Competitor Intelligence
Brand entity diagnosis, prompt testing, competitor recommendation comparison, content-structure scoring, StarMap Index 2.0 initial assessment, and an improvement roadmap.
III · Intentional Intelligence Institute
Solve supply-demand matching with AI marketing and industry e-commerce.
In the universe of large models, demand data is already high-dimensional. Supply data must be upgraded to match it.
AI Recommendation DiagnosticsPrompt testing and competitor intelligence
GEO Brand EngineeringDemand maps, supply maps, and evidence chains
AI-Recommendable Website10-100 pages of long-term recommendation assets
AI Marketing and SalesIntegrated traffic and conversion system
AI Supply-Demand Matching
The AI-era way of buying and selling is high-dimensional supply-demand matching.
Demand data has become high-dimensional inside large models, while most supply data is still scattered and low-dimensional. III upgrades supply data so it can match demand data and turn intent into better transactions.
4 AI Marketing Service Products
We turn brand supply information into AI-recommendable marketing and sales assets.
III helps North American small businesses diagnose AI visibility, plan GEO brand engineering, build recommendation-ready websites, and connect AI-era traffic with sales conversion.
GEO Brand Engineering Planning
AI-brain and human-brain positioning, value pole, semantic knowledge graph, demand and supply maps, prompt bank, atomic page matrix, high-density pages, evidence-chain hub pages, Schema, Json-LD, Q&A design, and page tuning.
AI-Recommendable Brand Website
From a 10-15 page starter site, to a 30-50 page standard site, to a 50-100 page AI brand engineering site, built over a six-month cycle as long-term recommendation assets.
AI Integrated Marketing and Sales (Planning…)
Use AI tools to connect video content traffic, digital ad traffic, SEO / GEO traffic, and private-domain traffic conversion.
DiagnosticsSee how AI currently names, compares, and recommends the brand.
PlanningConvert demand and supply into maps, prompts, pages, and evidence chains.
Website AssetsBuild pages that AI can read, compare, cite, and recommend.
Sales FlowConnect AI visibility with traffic, private-domain conversion, and action paths.
StarMap Index
Find your brand's recommendation coordinates in AI demand space.
StarMap Index 2.0 evaluates AI recommendation gravity across 4 layers, 8 dimensions, and 24 indicators: AI results, brand cognition, content and evidence assets, and machine-readable distribution.
Two Page Systems
High-density pages are key points. Atomic page matrices create high-dimensional coverage.
Key-point pages establish authority, evidence, and judgment standards. Atomic page matrices use 50-100 focused pages to cover millions of long-tail demand combinations through AI recombination.
- Key-point pages: deep, dense, citable
- Atomic pages: clear, modular, scalable
- Together they form AI-readable brand supply
High-Dimensional Matching
AI recommendation is not keyword stuffing. It is demand vectors matching supply vectors.
Schema and JSON-LD are useful shells. The core of GEO is turning scattered supply information into a higher-dimensional supply field that AI can match against demand.
Point-Surface Strategy
Atomic page matrices cover the demand surface. High-density gravity fields attract the best-fit demand points.
This is III's standard for separating serious GEO from ordinary GEO. Ordinary GEO often focuses on readable shells. III-GEO builds a high-dimensional matching system between demand and supply.
GEO is not just a better-looking website
It is factual infrastructure that helps AI identify, trust, and cite your brand.
Diagnose
Audit entity identity, content, third-party proof, and SEO/GEO gaps.
Audit entity identity, content, third-party proof, and SEO/GEO gaps.
Model
Break demand into roles, scenarios, pain, goals, risk, evidence, and action paths.
Break demand into roles, scenarios, pain, goals, risk, evidence, and action paths.
Build
Key-point pages create authority. Atomic page matrices create coverage.
Key-point pages create authority. Atomic page matrices create coverage.
Monitor
Test AI recall, fix schema, update evidence, and refine conversion.
Test AI recall, fix schema, update evidence, and refine conversion.
Start with an AI visibility and trust audit.
See how AI engines can understand and recommend your brand.