Voitta

What is Voitta?

Voitta is a self-hosted layer that connects the systems a company already uses to the AI agents it runs, so answers come from the business's own records instead of a model's general knowledge. It indexes sources such as Atlassian, Microsoft 365, Google, GitHub, AWS and data lakes once, then serves that index to tools like Claude, Cursor and in-house copilots over an MCP surface. Deployment stays inside your network with your own keys and audit log, permissions follow the data, and Voitta is never the inference path, so you bring your own model provider. Parts such as voitta-rag, shmobster, skillz, voitta-yolt and safeclaude are published as open source, and a person approves every change an agent proposes. Voitta Community is the free open source route with community support. Voitta Enterprise adds deployment, identity and ACL integration, custom connectors and SLA-backed support under an annual contract, and its price is not published. Voice intake is described as a prototype.

Use cases

• Search company documents from an AI agent
• Answer questions across Jira and Confluence
• Brief account executives before calls
• Share one knowledge index across copilots
• Keep coding agents safe and consistent
• Find contract and invoice files in Slack
• Require approval for agent actions

Who it's for

• Enterprise IT and security teams
• Product and sales teams
• Engineering teams
• Small businesses

Why use Voitta

• Agents answer from your own records with sources, instead of guessing from general knowledge.
• Data stays on your machines and in your network, which eases security review.
• You are not tied to one AI vendor, since Voitta is never the inference path.
• One index serves every agent in the company, so teams stop paying for separate knowledge bases.
• A person approves every change an agent proposes.

Voitta features

• Index once and serve every agent
• Connectors for Atlassian, Microsoft 365, Google, GitHub and AWS
• MCP surface for Claude, Cursor and custom copilots
• Self-hosted with your keys and audit log
• Permissions that follow the data
• Human approval for every agent change
• Open source retrieval, tool routing and agent safety parts
• Identity, ACL and IAM integration for enterprise
• Custom connectors built to your stack

Voitta integrations

• Atlassian
• Microsoft 365
• Google
• GitHub
• AWS
• Claude
• Cursor
• Slack
• Teams
• Jira
• Confluence

How to get started with Voitta

1. Deploy Voitta inside your network, either yourself from GitHub or with the vendor's help.
2. Connect the systems your team already uses, such as Atlassian, Microsoft 365, Google and GitHub.
3. Voitta indexes them once and keeps permissions aligned with your identity provider.
4. Agents such as Claude, Cursor or in-house copilots query the shared index.
5. Answers come back with their sources, and any proposed change waits for a person to approve it.

Voitta limitations

• Voice intake is a prototype with no production user
• No customer case study is published yet
• Enterprise pricing is not published, and the agent framework is still internal

Voitta pricing

Voitta is open source, so you can use and self-host it for free.

Voitta plans

• Voitta Community

  Free

  self-hosted, community support

  • Open source parts
  • Self-hosted deployment
  • Community support

• Voitta Enterprise

  Custom

  annual contract

  • Deployment and configuration services
  • Identity, ACL and IAM integration
  • Custom connectors
  • SLA-backed support
  • Security review collaboration

Plans as listed on the official pricing page on 24 Oct 2026. Prices can change and may vary by country or exclude tax. Check the official pricing page.

Voitta alternatives

The main Voitta alternatives listed on Debuly are Glean, LlamaIndex, CUGA, Agent Swarm, Amazon Bedrock Agents and Kapa. The table compares pricing and platforms; order is A–Z.

1. 

   Agent Swarm

   Self-hosted, MIT-licensed system where a lead agent hands work to Docker-isolated Claude Code, Codex and other coding workers.

   Automation and agentsCodingDeveloper platforms
   Open sourceVisit Agent Swarm (official site)
2. 

   Amazon Bedrock Agents

   AWS service for building agents that use foundation models, company APIs and data to complete multistep tasks, with memory and multi-agent teams.

   Automation and agentsDeveloper platforms
   PaidVisit Amazon Bedrock Agents (official site)
3. 

   CUGA

   Open-source IBM Research agent harness that runs policy-controlled enterprise automation on your own infrastructure.

   Automation and agentsDeveloper platforms
   Open sourceVisit CUGA (official site)
4. 

   Glean

   Enterprise AI platform that searches company apps, answers questions with permissions respected, and runs agents on your own data.

   ProductivityResearch and searchAutomation and agents
   Contact salesVisit Glean (official site)
5. 

   Kapa

   Ingestion and retrieval platform that turns docs, tickets and wikis into cited answers, prebuilt support agents, an API and an MCP server.

   Automation and agentsDeveloper platformsChat assistants
   Free trialVisit Kapa (official site)
6. 

   LlamaIndex

   Open-source framework plus the LlamaParse platform for parsing, extracting and indexing documents so LLM apps can use them.

   Developer platformsResearch and searchAutomation and agents
   FreemiumVisit LlamaIndex (official site)

Voitta FAQ

Sources & verification

Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.

Image credits

• Logo: from voitta.ai · fetched 24 Oct 2026 · Vendor trademark, used only to identify the product; removed on request
• Cover: none collected yet, so a generated tile is shown.

Spot an error? Report an issue with this listing. We also remove a logo or image on the owner's request.