Teamday in a Nutshell

Company

Vision

We enable teams to succeed with AI that works for them.

Mission

To build autonomous AI agents that deliver real work and business value.

Values

  • Responsibility - we own 100% responsibility for our success or failure.
  • Optimism - we focus our attention of positive outcomes and solutions.
  • Transparency - no black boxes, AI workers need to be fully transparent about their work.
  • Security & Privacy - AI works with sensitive data that needs to be protected.

Product

Problem -> Solution

There's never enough workforce for all the work in organizations -> In future 99% of all work will be done by AI.

Our approach

Frontier models usefulness depends on tools available to them and goals they are set to achieve.

  • Without any tools AI GPT model can only chat...
  • The tools give AI eyes and hands - as enabler of AI to do a valuable work.
  • AI agents need a proper environment to work in a reliable way.

We partner up with top organizations to collaboratively build the best environment for AI work.

A nature of work

  • Ad-hoc work - chat with AI to get answers. Quality of question drives results.
  • Long term work - set goals and let AI work on them. Quality of goal and resources available drive results.

AI Agents

Models

We use the most powerful frontier models available. Every new model release is a step change for agent capabilities. Currently the best models are:

  • Claude Sonnet, Opus - Anthropic models are great conversation partners and fantastic at calling tools properly.
  • Google Gemini - Google Gemini models are great at reasoning and have a great ability to understand and execute complex tasks.
  • OpenAI GPT-5 - OpenAI models compete neck to neck with Gemini and Claude
  • Mistral - European Mistral

Hardcoded tools

Basic platform tools that are selectively available to all AI agents.

  • Web Search - search the web for information.
  • Email - send emails to human supervisor.
  • Generate images - generate images based on the prompt.
  • File tools - find, create, read, update and delete files.

MCP Servers

MCP is standard for communication between AI and external tools. Provides a way to connect any external API to AI, including databases, SaaS products, productivity tools, calendar and more. Specialized AI Agents need access tools required for their work via MCP servers.

Virtual Machine

AI benefits from having a virtual machine to create files, including code, running the code, performing calculations, etc.

Memory

Teamday leverage filesystem as memory for AI agents. Agents have computer with workspace folder that can be used to store files, notes, tasks and more.

Scheduler

  • One time
  • Daily, weekly, monthly, quaterly
  • Multiple shifts a day (morning, afternoon, evening, night)
  • Event triggered (e.g. email, webhook, etc.)