Saw a random Upwork job asking for an LLM text analyzer. They wanted someone with years of experi...Saw a random Upwork job asking for an LLM text analyzer. They wanted someone with years of experi...
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Saw a random Upwork job asking for an LLM text analyzer. They wanted someone with years of experience (that I don't have yet), so I thought, "Why not just build it?" 
So, I built a Python tool that uses Google's Gemini API to analyze customer reviews and feedback automatically. Feed it text, get back sentiment scores, key themes, and summaries, without manually reading anything.
It also handles batch processing, fetches content from URLs, and exports to Excel/Google Sheets. Aside from integrating the AI, another interesting part was that it was handling messy real-world data, rate limits, and making it actually usable.
This solution reduces hours of analysis to minutes. Fully documented and production-ready.
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The network for creativity
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Creatives on Contra have earned over $150M and we are just getting started