All work

AI • Agents • Automation

AI-Powered Business Workflows

AI-powered agents that connect business systems, understand context, and automate multi-step operational workflows.

  • AI Agents
  • LLMs
  • APIs
  • Workflow Automation

Overview

An agent runtime built for a business running approvals and handoffs across half a dozen disconnected tools — email, spreadsheets, and a few internal systems that didn't talk to each other. The agents plan multi-step operations, call the right tool for each step, and hand off to a person only when a decision actually needs one.

The challenge

The team spent more time moving information between systems than acting on it — copying data from one tool into another, chasing approvals over email, re-checking work that had already been done somewhere else. None of it required judgment; it just required someone to notice and do it.

Our approach

  • Tool-calling agent architecture with scoped permissions
  • Deterministic guardrails around every write operation
  • Observability for every agent decision and tool call
  • Gradual rollout behind approval workflows

Outcome

The busywork disappeared from the team's day — approvals route themselves, data moves between systems without anyone re-entering it, and the people who used to do that work now spend their time on the decisions that actually need a human.

Project details

Category
AI • Agents • Automation
Technologies
AI Agents, LLMs, APIs, Workflow Automation
Engagement
End-to-end delivery
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