Why Rakenne

Not another template engine.
A true AI agent for documents.

Other tools make you drag-and-drop, wrestle with YAML, or fill in rigid forms.
Rakenne lets domain experts write workflows in plain markdown and collaborate with an intelligent agent.

Write Workflows, Don’t Build Them

Define document-elaboration logic in plain markdown — no visual builder, no YAML, no code. Domain experts, not developers, in the driver’s seat.

An Agent That Thinks, Not Just Fills

Not a template engine that blindly merges data. Rakenne’s AI agent asks clarifying questions when input is ambiguous and adapts to context — delivering quality rigid automation can’t match.

Curated Skill Libraries

Ready-made Agent Skills with deep domain knowledge — contract review, compliance audits, research reports, and more. Use as-is or customize to your needs.

Reliable at Scale

Spec-driven document generation makes AI drafting of large, complex documents far more reliable. Every output follows your exact structure, style, and validation rules — consistently.

Build & Share Your Own Skills

Bundle institutional knowledge into reusable skill packages. Share proven workflows across teams to standardize quality and grow a library of expertise over time.

Step 1 — Define

Describe Your Workflow in Markdown

Write your document-elaboration process as a series of steps in plain markdown. Specify structure, required sections, style guidelines, and validation rules. No programming, no proprietary syntax — just your expertise, expressed naturally. Rakenne turns it into an executable workflow.

Step 2 — Collaborate

Your Agent Asks the Right Questions

Launch your workflow and interact with a dedicated AI agent through the browser. Unlike template engines that simply merge data, the Rakenne agent understands your workflow context. If an answer is vague, it asks follow-up questions. If a section needs more detail, it prompts you — just like a skilled colleague would.

Step 3 — Produce

Get Polished Documents, Every Time

The agent drafts each section following your workflow’s structure and rules, then lets you review and refine. The result is a professional, consistently formatted document produced in a fraction of the time — with the nuance and quality that only an intelligent agent can deliver.

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.

Generic chatbots and Custom GPTs are great for open-ended Q&A but not for structured document workflows. Rakenne gives you an AI agent that follows your process: you define steps, structure, and validation rules in markdown. The agent asks clarifying questions when input is ambiguous and produces consistent, on-spec documents—contracts, reports, compliance drafts—instead of ad-hoc text. You stay in control; the agent executes your expertise.

Rakenne uses a mix of multiple state-of-the-art language models from Anthropic, Google and OpenAI exclusively to provide the best adherence to your workflow and expected output quality. If you provide a custom API key, you can use your own model of choice.

Rakenne Skills are reusable workflow packages: markdown instructions plus context (supporting reference files) that tell the AI agent how to elaborate a specific type of document. Rakenne ships with a curated skill library (e.g. contract elaboration, LKSG due diligence, internal comms). You can use them as-is, customize them, or author your own and share them across teams.

Many Skills in Rakenne offer extension tools (TypeScript code) in addition to domain-specific workflows and instructions for the LLM agent. These tools are invoked by the agent and run skill-specific validations on the generated output; when validation fails, they return text that the agent uses to refine and automatically fix the draft. That feedback loop often yields better consistency and quality than using pure Opus (or similar models) with custom prompts alone.

Yes. You describe your document-elaboration process in plain markdown—steps, required sections, style guidelines, validation rules. No visual builder, no YAML, no code. Domain experts write the workflow; Rakenne turns it into an executable skill the agent runs on your behalf.

We use secure, compliant infrastructure from Google Cloud, with data residency in the US, daily backups and high availability.

Each project gets its own virtual filesystem workspace; the agent process is scoped to that workspace. There is no cross-tenant or cross-project access. We follow security best practices and, where applicable, align with regulations such as GDPR.

Rakenne is built for global use. We support multiple languages in the product and documentation.

Anything you can specify in a workflow: contracts, SOWs, compliance and due-diligence reports, internal comms, research briefs, and more. The agent follows your structure and style, so output is consistent and auditable. The skill library includes ready-made workflows for common use cases; you can extend or replace them with your own.

Yes. Rakenne supports project templates (e.g. contract-elaboration, SOW–SLA, NDAs etc) that seed a new project with the right folder layout and skills. You can add custom templates and reuse them so every project starts from your standard setup.

Yes. TLS in transit and encryption at rest for uploaded documents and generated outputs.

No. Your documents are not used to train models. They are only used to provide context for the AI agent to use when elaborating your documents.

Yes. Organization admins can request an export of all workspace data (projects, documents, uploads, session metadata) at any time from Settings → Data in the app. The request is fulfilled manually; we will follow up via email.

Ready to let your expertise drive the workflow?

Stop wrestling with rigid templates and complex tooling. Write your process in markdown, let the agent handle the rest.

Get Started