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Case 04 · cyrcID

AI Prospect Analyzer

Managed Agent that crawls brand websites and generates DPP readiness reports in under 3 minutes.

Anthropic Managed AgentsPythonSSE StreamingClaude Code

20 → 3 minper prospect research

Problem

Before reaching out to fashion brands, the sales team had to manually research each prospect’s website. Assess DPP readiness, sustainability claims, product range, compliance gaps. 20 to 30 minutes per prospect.

What I built

A Managed Agent on Anthropic’s Managed Agents API with SSE streaming. The agent autonomously crawls a fashion and textile brand’s website, analyzes their product data, sustainability positioning, supply chain transparency, and regulatory readiness, then generates a structured DPP readiness report. Deployed as a Python CLI tool with threaded stream handling.

Brand URL

target

Managed Agent

analysis

DPP Readiness Report

output

Result

Prospect research dropped from 20 to 30 minutes to under 3 minutes per brand. Structured output feeds directly into outreach personalization. A reusable pattern for other vertical analysis agents.

Key metrics

20→3 min

per prospect

Autonomous

web crawling

Structured

output format

Key details

  • Anthropic Managed Agents API with SSE streaming
  • Autonomous website crawling and analysis
  • Structured DPP readiness report output
  • Direct integration with outreach personalization

Try it yourself

The agent code, HTML report generator, and deployment scripts are on GitHub. Point it at any industry vertical — swap the analysis prompts and output template for your use case.

Contact

Let’s talk.

Currently open to

  • Founding roles at early-stage B2B SaaS (Europe, remote)
  • Fixed-scope AI agent sprints (4 to 8 weeks)
  • Advisory for non-technical founders building with AI

or email jakub.jamny@cyrcid.com