What dialekt does.
Knowledge base, ready-made roles, integrations, sandbox, multi-tenant — all in one workspace. No coding, no drawn-out rollouts.
Agents that know your company.
Upload your policies, price lists, product specs, conversations — everything that defines how you operate. GraphRAG retrieval surfaces the relevant context, and the agent answers with citations and links back to the source.
- PDF, DOCX, XLSX, CSV, TXT, Markdown
- Apache AGE + pgvector — graph-RAG cascade
- Citations: every fact linked to its chunk
- Document versioning
6 roles. Live in a day.
Analyst, content editor, social media, HR, accountant, planner — each with its own character, skills and instruction preset. Nothing to configure from scratch. On Professional, build your own.
- Prompts tuned for real business workflows
- Duplicate and adapt to each department
- Custom agent builder on Professional
- Custom tools via the MCP protocol
Generate and process documents.
Upload PDF, DOCX, XLSX — the agent extracts the content and uses it as context. With the execute_python tool it assembles Excel reports, crunches tables and renders charts.
- Text extraction: PDF, DOCX, XLSX, CSV
- ClamAV antivirus scanning
- MinIO storage with encryption
- Generate Word, Excel, presentations
Connections through one protocol.
Telegram, Notion and Google Drive are end-to-end ready. Bitrix24, Gmail, Calendar — in beta. amoCRM, WhatsApp, BCC — on the way. Plug in your own MCP server in a minute. OAuth tokens are encrypted server-side.
- 9 in the catalog, 3 ready end-to-end (see /integrations)
- Your own MCP servers via the standard protocol
- OAuth + API tokens, AES-256-GCM encryption
- Revoke access in one click
Agent code runs in isolation.
When an agent runs Python — to compute an Excel sheet or build a chart — the code executes in a read-only Docker container with CPU, memory and network limits. Zero risk to your data.
- read_only=True, cap_drop=ALL, no-new-privileges
- CPU + memory limits + tmpfs mounts
- Tool execution loop with timeouts
- Full audit of every call
Isolation and data-protection compliance.
Every workspace is an isolated database with RLS. Servers in Kazakhstan. Passwordless magic-link. AES-256-GCM session encryption. Audit log for the super admin. Aligned with the personal-data law of 18 Jan 2026.
- Workspace isolation through RLS
- Servers and storage in Kazakhstan
- JWT + Redis jti blacklist
- Audit log with export for review
Eight more capabilities
The small things that often crack the big problem.
Charts and tables
The agent builds charts from any data and returns a PNG.
Kazakh language
Kazakh support — both Cyrillic and Latin.
Snippet commands
Save frequently used prompts as /commands.
Code sandbox
Isolated Docker for safe execute_python.
Document templates
Contracts, specs, offers — with data merge.
API access
REST API for integrations — on the Enterprise plan.
Notifications
In Telegram, by email, in the browser.
Export
Pull everything out to JSON or CSV anytime.
Ready to try it?
Spin up a workspace in a minute, connect your knowledge base and start talking to agents.
Start a pilot