Inspiration The Indian fishery sector is a massive yet fragmented economy. Farmers often lack visibility into market prices, while distributors struggle with unpredictable harvest cycles. Inspired by the transparency of platforms like Tracxn, we built FishIntel to illuminate the "Blue Economy" using generative AI, ensuring that data-driven decisions reach the pond-side.
What it does FishIntel is an AI-Powered Supply Chain Hub. It uses Gemini 3 Pro to forecast fish populations and prices across different Indian states while accounting for regional tariffs. It bridges farmers, collectors, and distributors through a "Trust Score" system and provides a RAG-enabled AI agent for real-time market intelligence grounded in Google Search.
How we built it The stack features a React frontend with a Supabase backend. The core intelligence is a multi-model Gemini 3 pipeline. We used Gemini 3 Pro for complex JSON-based forecasting, Gemini 3 Flash with Search Grounding for the intelligence agent, and Gemini 2.5 Flash-TTS for localized audio reports.
Challenges we ran into Synthesizing historical statistics (2021-22) with real-time price fluctuations was a hurdle. We overcame this by implementing a custom RAG (Retrieval-Augmented Generation) layer that feeds document context to Gemini alongside live search results to ensure accuracy.
Accomplishments We successfully created a reasoning-capable supply chain agent that doesn't just "chat" but actually computes potential profit margins and identifies reliable trade partners based on regional tariff data and historical performance.
What we learned We gained deep insights into the Gemini 3 Pro reasoning capabilities, specifically how to use structured JSON schemas to force the model to act as a precise forecasting engine rather than a creative writer.
What's next for FishIntel 1 IoT Integration Real-time pond oxygen and temperature sensor sync.
2 Multi-Lingual Support Expanding TTS and Chat to Bengali, Telugu, and Odia.
3 Predictive Logistics AI-driven route optimization for cold-chain trucks.
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