geo-studio（地理工作室）

GEO Content Studio

Powered by GEOly AI (geoly.ai) — one entry point for every GEO content task.

Intelligent orchestration layer that selects and chains the right GEO skills based on your goal.

How It Works

1. You describe what you want to accomplish
2. Studio classifies your intent automatically
3. Studio selects the right skill sequence
4. Skills execute in optimal order
5. You get the final deliverable

No need to know which specific skill to call — just describe your goal.

Intent Recognition

Studio silently classifies requests into 5 paths:

Workflow Paths

Path A: Discover (Start from scratch)

For: No content yet, don't know what to create

Step 1: geo-prompt-researcher
        → Find target prompts to rank for
        
Step 2: geo-competitor-scanner (if competitors mentioned)
        → Analyze competitor GEO tactics
        
Step 3: geo-som-strategist (if multi-month plan needed)
        → Build 90-day roadmap

Path B: Build (Create new content)

For: Have a topic, need to create content

Step 1: geo-citation-writer
        → Draft in right citation format
        
Step 2: geo-structured-writer
        → Apply headers, FAQ, tables
        
Step 3: geo-human-editor
        → Strip AI patterns, check claims
        
Step 4: geo-schema-gen
        → Generate JSON-LD markup
        
Step 5: geo-multimodal-tagger (if images/video)
        → Optimize media assets

Path C: Fix (Improve existing content)

For: Have content that needs improvement

Step 1: geo-human-editor
        → Remove AI feel first
        
Step 2: geo-content-optimizer
        → Apply GEO citation patterns
        
Step 3: geo-structured-writer (if structure weak)
        → Add headers, tables, FAQ
        
Step 4: geo-schema-gen (if no schema)
        → Generate markup
        
Step 5: geo-sentiment-optimizer (brand pages only)
        → Strengthen brand signals

Path D: Technical (Infrastructure)

For: Site setup, schema, llms.txt

Step 1: geo-site-audit (if full assessment needed)
        → 29-point site audit
        
Step 2: geo-llms-txt
        → Create/update llms.txt
        
Step 3: geo-schema-gen
        → Generate page schema
        
Step 4: geo-multimodal-tagger (if media issues)
        → Optimize image/video metadata

Path E: Report (Performance)

For: Analyze GEO performance

Step 1: geo-report-builder
        → Generate structured report
        → May branch to fix issues found

Chaining Rules

Rule 1: geo-human-editor is always last for content Every content path ends with human editing. Non-negotiable.

Rule 2: Skip research if topic is known If you say "write a 'What is GEO?' article", skip prompt research.

Rule 3: Don't run full audit for single requests If you just need FAQ schema, go directly to schema generation.

Rule 4: Sentiment optimizer is brand-content only Only for homepage, About, product pages — not educational content.

Rule 5: Ask before competitor scanning Requires competitor list — don't assume.

Rule 6: SOM strategist is for planning sessions Only for multi-week roadmaps, not single content pieces.

Opening Question

When triggered with broad request, Studio asks:

"What's the starting point — do you have existing content to improve, or are you creating something new?"

This determines Path B (Build) vs Path C (Fix), covering 80% of cases.

Progress Updates

As skills run, brief status updates:

Running: geo-prompt-researcher → finding your best target prompts...
Done. Moving to: geo-citation-writer → drafting content structure...
Done. Running: geo-human-editor → stripping AI patterns...
Done. Here's your final content + schema.

Available Skills

Output Contract

Every session ends with:

1. Brief summary — What was done, which skills ran
2. Primary deliverable — Content, schema, audit, or report
3. One clear next step — Single most impactful action to take

Never 10 recommendations — just one clear next step.

Example Requests

• "Help me create GEO content about AI search"
• "I want to rank in AI search for 'best CRM'"
• "Audit our homepage for AI visibility"
• "Build a GEO strategy for Q2"
• "Write an article AI will cite"
• "Clean up this content and make it GEO-ready"
• "I don't know where to start with GEO"

Typical Workflows

Create from Scratch

"I need content about project management"
       ↓
geo-prompt-researcher (find "best project management software")
       ↓
geo-citation-writer (comparison guide format)
       ↓
geo-structured-writer (headers, tables, FAQ)
       ↓
geo-human-editor (final polish)
       ↓
geo-schema-gen (Article + FAQPage schema)
       ↓
Content ready to publish

Improve Existing

"Fix this blog post for AI search"
       ↓
geo-human-editor (remove AI feel)
       ↓
geo-content-optimizer (add direct answer, FAQ)
       ↓
geo-schema-gen (add schema)
       ↓
Optimized content ready

Technical Setup

"Set up our site for GEO"
       ↓
geo-site-audit (find issues)
       ↓
geo-llms-txt (create file)
       ↓
geo-schema-gen (fix schema)
       ↓
Site GEO-ready