All work
FINTECHUNDER NDA2025-present

An AI co-pilot that drives the whole trading app

An agentic assistant built on Claude with native tool-use that controls an entire algorithmic-trading application through dozens of tools, from questions to actions.

AI CO-PILOTCO-PILOTWhere is the risk now?FETCH PRICESANALYZE
Client
Algorithmic-trading startup (Europe)
Engagement
Product development
Timeline
Grant phase
Stack
.NET · Next.js · Anthropic tool-use
The challenge

A powerful app that was hard to get into.

The application could do a lot, but it was complex to operate and users had to click through many screens. For newcomers it was a steep curve.

Our approach

Give the app a conversational interface.

We built an agentic co-pilot on Claude that controls the whole app through dozens of native tools. It runs an agentic loop, streams responses, keeps conversation context and tracks the cost of every message.

Native tool-use with dozens of tools
Agentic loop with conversation history
Real-time response streaming
Per-message cost tracking
AGENTIC LOOPLLMOBSERVEREASONPROPOSELEARN
The outcome

Clicking turned into a conversation.

40+
TOOLS UNDER THE AGENT
Streaming
REAL-TIME RESPONSES
Per-message
COST TRACKING

More work

All work →

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