Why Rakenne
Structured AI for structured documents.
Generic AI produces one-off text with no structure guarantees. Rigid tools lock you into forms and templates.
Rakenne gives domain experts an AI agent that follows your process and validates the output.
Built-in Validation Tools
Skills include automated checks that run against the output: compliance rules, structural requirements, cross-references. When validation fails, the agent fixes the draft automatically.
How it compares
The right tool for structured documents
See how Rakenne stacks up against generic chatbots and rigid template tools.
How it works
From prompt to production-ready document
Describe what you need, collaborate with the agent, and get validated output — in three steps.
Step 1 — Choose
Pick a Document Type or Describe Your Own
Browse 500+ pre-built document types covering contracts, compliance, research reports, and more. Each one packages domain expertise so the agent already knows the structure, rules, and common pitfalls.
Step 2 — Collaborate
The Agent Guides the Conversation
Unlike generic chatbots, the Rakenne agent follows a structured workflow. It asks the right questions in the right order, adapts when your answers are incomplete, and keeps the document on track — you stay in control of every decision.
red_flag_library with banking and crypto…Step 3 — Validate
Get Verified, Production-Ready Output
Skills include automated validation tools that check the output against compliance rules, structural requirements, and cross-references. When something doesn’t pass, the agent fixes it — no manual back-and-forth.
sanctions_list_frequency_check with risk appetite medium…Under the hood
How the pieces fit together
Every project gets an isolated workspace where your skill, the LLM agent, and extension tools collaborate to produce validated output.
Inputs
- Chat messages
- Uploaded files
- Docx, Xlsx, PDFs
Rakenne Skill
Domain workflow
with steps & rules
LLM Agent
Follows skill workflow,
asks questions, validates
Extension Tools
- PDF extraction
- Template rendering
- Validation checks
- Sandboxed scripts
Outputs
- DOCX & PDF
- Markdown drafts
- Validated documents
See it in action
Watch a short demo
Here's a walkthrough of Rakenne drafting a clinical case report for journal publication.
FAQ
Everything you need to know
Common questions about Rakenne and AI-powered document workflows.