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The highest-value place to put internal AI is in the tool your team already uses for communication. For most companies, that is Slack or Microsoft Teams. An AI bot that lives in your workspace reduces the overhead of answering repetitive questions, routing requests, and searching internal documentation, without asking anyone to open a new application.
A bot connected to your Notion, Confluence, or SharePoint means employees can ask questions about internal processes, policies, and systems in plain language and get answers sourced from your actual documentation. The alternative, asking a colleague, filing a ticket, or spending 20 minutes searching Confluence — is what your team currently does.
We build Slack and Teams bots that connect to your internal documentation, your issue tracker, your monitoring systems, and your HR platform. Each bot is custom software scoped to your specific workflows, not a generic AI assistant with a Slack icon.
Tell us about your team's internal workflow.
Four categories of internal AI bot, each targeting a different operational drain.
Connect the bot to Notion, Confluence, Google Drive, SharePoint, or a combination of all four. Employees ask questions in plain language and get answers sourced from your actual internal documentation, with links to the source pages so they can verify and read more.
Classify incoming IT requests by category and urgency, answer common setup questions automatically, and create tickets in Jira Service Management, Zendesk, or Linear for issues that need human attention, with the conversation transcript and affected system attached.
New hires ask questions about benefits, policies, equipment requests, and first-week logistics. The bot answers from your HR documentation and routes anything sensitive or ambiguous to the right HR team member. Onboarding questions stop landing in the same person's DMs every week.
When an alert fires, the bot pages the on-call team, creates an incident channel, posts the relevant monitoring context, and starts collecting status updates via a structured thread. At the end of the incident, the bot drafts a preliminary post-mortem from the conversation history.
How teams use custom Slack and Teams bots to reduce internal overhead.
Engineers ask the bot questions about internal systems, architecture decisions, runbooks, and incident history. The bot searches across Notion, Confluence, and a GitHub repository of ADRs (architecture decision records) and returns a cited answer. Onboarding time for new engineers drops because the information is findable without knowing who to ask.
Any Slack message can be turned into an IT ticket with a single emoji reaction or slash command. The bot extracts the issue, assigns a category and severity, creates the ticket in Jira Service Management, and replies in the thread with the ticket number. The requester gets automatic status updates when the ticket progresses.
As a company scales past 100 employees, the same policy questions arrive in HR DMs daily. How does PTO accrue, what is the laptop budget, when does vesting start. The bot handles these from the employee handbook so the HR team focuses on work that actually requires their judgement.
The bot monitors multiple data sources (Salesforce deals, Jira sprint progress, AWS cost dashboards) and posts a structured daily or weekly summary to a designated channel. Instead of chasing each system for status, leadership reads one message.
Internal bots have a clear ROI profile. We are honest about when a custom bot makes economic sense.
Teams under 50 employees
For small teams, the overhead of building and maintaining a custom internal bot often outweighs the time saved. Below 50 employees, the most common questions land in front of the same two or three people and are answered in minutes. The ROI of a custom bot starts to appear at 50–100+ employees, where the question volume creates a real drain on senior staff time.
Companies whose primary communication tool is email
If your team does not use Slack or Teams as their primary async communication channel, putting an AI bot there will not get used. The tool needs to be where the conversations already happen. If your team is primarily on email, we build in a different channel.
Teams looking for Slack or Teams app marketplace plugins
We build custom bots, not Slack app marketplace listings. If you want a bot that multiple companies can install from the marketplace, the build and review requirements are different, contact us and we can discuss. For internal bots deployed to a single Slack workspace or Teams tenant, we are the right fit.
Tell us which questions your team currently wastes time answering and where your internal documentation lives. We'll reply within one business day with a scope and price range.