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.
Process control
ChatGPT & Co. Open-ended chat, no guardrails
Template Tools Locked templates
Rakenne Your workflow, your rules
Domain knowledge
ChatGPT & Co. General, often outdated
Template Tools Built-in, not customizable
Rakenne 500+ skills + create your own
Output validation
ChatGPT & Co. None — you verify everything
Template Tools Basic field checks
Rakenne Automated compliance & structural checks
Hallucination risk
ChatGPT & Co. High — no guardrails
Template Tools Low but inflexible
Rakenne Scoped knowledge + validation
Adaptability
ChatGPT & Co. Adapts but drifts off-track
Template Tools No adaptation
Rakenne Clarifying questions, stays on track
Error correction
ChatGPT & Co. None — errors persist until you catch them
Template Tools No self-correction
Rakenne Agent runs domain tools, detects errors, and fixes drafts automatically
Team scaling
ChatGPT & Co. Copy-paste prompts
Template Tools Admin-configured
Rakenne Reusable skill packages
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.
You
I need to update our AML program manual for a mid-size European bank. We also have a crypto custody subsidiary.
Agent
I’ll use the AML Program Manual skill. This covers KYC/CDD/EDD, transaction monitoring, sanctions screening, and SAR procedures per FATF and 6AMLD. First — what risk appetite has the board set: low, medium, or high?
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.
You
Medium risk appetite. Our MLRO is Sarah Keller, Head of Compliance. We have three lines of defence.
Agent
Documented. For transaction monitoring, I’ll pull red flags for your two business lines.
Agent
Running red_flag_library with banking and crypto…
Agent
Got 16 indicators across both industries (BK-01 through BK-10 for banking, CR-01 through CR-06 for crypto). I’ve organized them by category in the monitoring chapter. Now let me validate your sanctions screening frequencies.
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.
Agent
Running sanctions_list_frequency_check with risk appetite medium…
Agent
All checks passed. Sanctions screening: real-time ✓ | PEP rescreening: semi-annual ✓ | Adverse media: quarterly ✓ — all meet or exceed expectations for medium risk appetite.
Agent
The full manual is complete with all 11 chapters, including 6AMLD-specific provisions. Ready for your compliance review.
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
Outputs
- DOCX & PDF
- Text 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.
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