AI agents that run
your operations
We build production AI systems that connect your tools, watch everything, and act with human approval. Not chatbots — autonomous agents your team actually trusts.
Connects to everything you already use
Everything a business needs to stay in control
Agent Brain
Intent classification in under 200ms with confidence scoring. The system knows when it is not sure — and asks instead of guessing.
Approval Queue
AI proposes, human decides. Every action shows reasoning, confidence and sources checked. One click to approve or reject.
Multi-Model Consensus
Claude, GPT and Gemini argue before answering. When models disagree, a human is flagged. Critical decisions never ride on one model.
Unified Search
One question searches across email, tasks, documents and chat. Vector search over 38,000+ embeddings with cited sources.
Chat Interface
Structured response cards, file uploads, voice input, and a visible thinking trace. A research tool, not a text box.
Data Pipeline
Sync workers and webhooks keep every source fresh around the clock. Tasks every 10 minutes, email every 15, documents every hour.
How it works
Map
We audit your systems and workflows. Where does context get lost? Where do people copy data between tabs? That becomes the action list.
Build in shadow mode
The agent connects to your tools and watches — reporting what it would do, without doing it. Trust is built before any action runs.
Ship with approvals
The approval queue goes live. Low-risk actions auto-complete, high-risk ones wait for a human. Your team stays in charge.
Writing
All articles →How We Built a 30-Action AI Agent Platform in 6 Months
The complete architecture of a production AI agent platform: intent classification, graph-based routing, multi-model consensus, and an approval queue. Real numbers from 6 months in production.
AI Agents vs Chatbots: What Your Business Actually Needs in 2026
Most companies buying "AI" in 2026 get a chatbot when they need an agent. The difference: chatbots answer questions, agents do work. A practical guide to telling them apart before you spend the budget.
Revenue Leak Detection: How AI Finds Work You Never Billed
Unbilled work is the quietest leak in professional services. How an AI agent cross-references tasks, email, and invoices to find money that was earned but never billed.
Your systems don't talk to each other.
We fix that.
Tell us what your team does by hand. We'll show you what an agent can take over — in weeks, not quarters.
hello@eucalipse.com