geo-studio
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
- You describe what you want to accomplish
- Studio classifies your intent automatically
- Studio selects the right skill sequence
- Skills execute in optimal order
- 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:
| Intent | Signals | Path |
|---|---|---|
| Discover | "what should I write", "where to start", "competitor", "strategy" | Research → Strategy |
| Build | "create", "write", "generate", "need content" | Create → Optimize → Edit |
| Fix | "optimize", "improve", "fix", "audit", "rewrite" | Optimize → Edit |
| Technical | "schema", "llms.txt", "structured data", "alt text" | Technical setup |
| Report | "report", "summary", "performance", "metrics" | Report |
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
| Skill | When Used |
|---|---|
| geo-prompt-researcher | Find what to rank for |
| geo-competitor-scanner | Analyze competitors |
| geo-site-audit | Full site health check |
| geo-som-strategist | Multi-month roadmap |
| geo-citation-writer | Create new content |
| geo-structured-writer | Add structure to drafts |
| geo-content-optimizer | Optimize existing content |
| geo-human-editor | Final human-voice pass |
| geo-schema-gen | Generate JSON-LD |
| geo-llms-txt | Create llms.txt |
| geo-multimodal-tagger | Optimize images/video |
| geo-sentiment-optimizer | Brand page sentiment |
| geo-report-builder | Performance reports |
Output Contract
Every session ends with:
- Brief summary — What was done, which skills ran
- Primary deliverable — Content, schema, audit, or report
- 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
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16geo-citation-writer
Write AI-citable content in proven formats including FAQ pages, definition articles ("What is X?"), comparison guides (A vs B), how-to guides, and original data/statistics roundups. Creates content optimized for ChatGPT, Perplexity, Gemini, and Claude citations. Use whenever the user mentions writing content for AI citations, creating FAQ pages, writing definition articles, building comparison content, making how-to guides, or generating statistics roundups that AI will reference.
16geo-llms-txt
Generate, validate, and optimize llms.txt files for AI crawler accessibility. Creates structured markdown files that help AI platforms (ChatGPT, Perplexity, Gemini, Claude) understand site structure and prioritize content for citation. Use whenever the user mentions creating an llms.txt file, optimizing llms.txt, making their site AI-crawler friendly, helping AI understand their website, building AI-readable site documentation, or wants to improve visibility in AI search engines.
14geo-content-publisher
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14geo-structured-writer
Format any content into AI-readable structured formats that maximize citation probability. Converts unstructured text into GEO-optimized layouts using headers, FAQs, tables, and definition blocks. Use whenever the user mentions reformatting content for AI search, structuring articles for AI citations, converting text to GEO-friendly format, adding FAQs and headers, or making pages AI-readable.
14geo-competitor-scanner
Analyze competitor GEO (Generative Engine Optimization) strategies by examining their content structure, Schema markup, llms.txt, and AI citation signals. Benchmark your brand against competitors and identify strategic gaps and opportunities. Use whenever the user mentions scanning competitor GEO strategies, comparing AI search performance, analyzing competitor content for AI citations, finding GEO gaps, or wants to understand how competitors win AI citations.
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