AI / Automation

AI Opportunity Hunter Agent

The Challenge

A consultancy wanted to surface new business opportunities from unstructured sources — news, tenders, LinkedIn, procurement portals — before competitors noticed them.

Our Approach

Built an AI agent pipeline that ingests, classifies, scores, and delivers curated opportunities to the team via a custom dashboard and Slack digest.

What we built

—Multi-source web scraping and ingestion
—LLM-based relevance scoring and classification
—Personalised opportunity feed dashboard
—Daily Slack digest with opportunity summaries
—Feedback loop for model fine-tuning

Outcome

Team reviews 15 qualified leads per day instead of 0. First client contract sourced through the platform within 6 weeks of launch.

Tech stack

PythonNext.jsOpenAILangChainPostgreSQLRedisSlack API

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