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AI Assistants & Automation
Chatbots, copilots, workflow automation, browser and desktop control, tool-using agents, and human approvals.
Problems solved
- Teams want AI to help with actual work, not only produce text.
- Automations need clear tool boundaries and human review for consequential actions.
- Useful assistants must fit existing channels and operating workflows.
Representative deliverables
- Assistant workflow and authority design
- Tool registry, permission model, and approval queues
- Chat, copilot, browser, or desktop control interfaces
- Observable automation runs with logs and handoff points
Practical use cases
- Internal copilot for repeatable work
- Customer or community assistant
- Human-approved workflow automation
- Computer-control agent workstation
Typical topics
copilotsworkflow automationtool-using agentshuman approvals
How this fits an engagement
This group can be scoped as a focused pilot first: define the workflow, connect the minimum useful data and tools, keep human oversight visible, and improve from observed behavior before expanding the system.
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