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What is aiStructEdit?
A browser editor for structured AI content: agent instructions, prompts, and knowledge documents in named sections — with AI assistant, analysis, influence graphs, Playground QA, and export.
Prompt & knowledge document studio
Structure prompts and docs for agents, chat, and RAG
Agent instructions, prompts, and knowledge documents in named sections — with an AI assistant, syntactic and cognitive influence graphs, Playground QA, and export to Markdown or XML.
cognitive-graph · agent-instructions.xml
Cognitive influence map
How sections shape each other
The model infers links between role, rules, constraints, and output format — before you ship to an agent.
Building cognitive map…
Inferring section influence links
We answer what you came here to learn
What the tool is, how it fits your workflow, and how to open the editor — in plain terms.
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Why do I need it?
Unstructured prompts drift, overlap, and contradict each other. Sections keep behavior predictable and make it easier to review coverage, links, and token budget before you ship or index.
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What will I get?
A clear document structure, cross-references between sections, AI rewrites with preview, Playground checks, influence maps, and exports for agents, Cursor, or your embedding pipeline.
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What about plans and storage?
You can start without paying. Free keeps projects in the browser; paid plans add cloud sync and higher limits. Compare options in the Pricing section below.
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How does it work?
Create a project, split content into sections, refine with AI, run analysis and Playground, then export. Plan limits are listed under Pricing.
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How do I start?
Sign in and open the editor. Add your API key in account settings when you want the AI assistant or Playground.
Capabilities
One workspace, three use cases
Agent instructions, everyday prompts, and knowledge corpora you will embed — same section model, same analysis tools.
Section editor
XML-tagged blocks for agent rules, chat prompts, or knowledge articles — reorder, rename, and cross-reference between sections.
AI assistant
Improve, shorten, translate, suggest structure, and apply changes with preview — for any prompt or document type.
Playground QA
Test how the model follows your rules: compliance probes and violation scenarios, live in chat.
Analysis
Lint duplicates and secrets, token budgets, readiness checks, and coverage — before you ship or index.
Influence graph
See how sections depend on each other — syntactic links and cognitive maps inferred by the model.
Projects
Each project holds one instruction document. Organize work by agent, product, or client — locally or in the cloud.
Workflow
From draft to agent or vector index
Structure
Split agent instructions, prompts, or knowledge docs into role, rules, context, sources — or your own schema.
Refine
Use AI to tighten wording, resolve contradictions, and align tone across related documents.
Analyze
Map cross-references, check coverage and token budget, run Playground QA where behavior matters.
Deploy
Export to agents, Cursor rules, or Markdown/XML chunks for embedding and vector DB indexing.
Pricing
Pick a plan for your workflow
Free to start. Paid plans add cloud sync, more providers, and higher limits.
Free
Free
Local browser workspace without cloud sync.
$0
- Settings and cache in localStorage
- 1 project
- OpenAI only
- Up to 10 sections
- Red team unavailable
Popular
Pro
Pro
Cloud storage and the full AI toolkit.
$10 / mo
- Settings and cache in the database
- Up to 10 projects
- All AI providers except Custom
- Up to 100 sections
- All AI tools including Red team
Ultra
Ultra
No limits for large corpora and custom stacks.
$25 / mo
- Unlimited cloud projects
- Custom AI provider
- Unlimited sections
- Full access without caps
Ready to structure your next prompt or corpus?
Open the editor with a template — or import an existing instruction, prompt, or document file.
Start freeSign in to edit · see Pricing below