--- title: "From Noise to Insight: How LLMs Are Transforming Threat Intelligence Analysis" url: https://daily.dev/posts/from-noise-to-insight-how-llms-are-transforming-threat-intelligence-analysis-uajq44mzh source_url: https://blog.flipkart.tech/from-noise-to-insight-how-llms-are-transforming-threat-intelligence-analysis-17dae388808e type: article source: "Flipkart Tech" published: 2026-03-03T08:31:59.008Z updated: 2026-03-03T08:32:22.889Z tags: ["cyber", "llm", "prompt-engineering"] reading_time: 5 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # From Noise to Insight: How LLMs Are Transforming Threat Intelligence Analysis **[Flipkart Tech](https://daily.dev/sources/flipkart)** · 5 min read · 0 upvotes · 0 comments ## Summary Flipkart's security team built DeepInsight, an LLM-powered platform to automate threat intelligence analysis across 200+ daily alerts. The system ingests unstructured data from multiple sources, normalizes it, and uses Gemini (chosen over GPT-4o and an internal model for its large context window and pricing) to generate structured summaries with true/false positive indicators and recommended actions. Prompt refinement was critical, improving critical data extraction from 60% to 85%. The platform reduced manual triage time by ~75%, enabling analysts to focus on investigation rather than formatting. Future plans include benchmarking Claude and newer Gemini models, and expanding to additional alert types. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Optimizing Cost per Insight in AI Data Analytics Systems](https://daily.dev/posts/optimizing-cost-per-insight-in-ai-data-analytics-systems-9skawywiz) · SitePoint · 0 upvotes · 0 comments --- Tags: [#cyber](https://daily.dev/tags/cyber), [#llm](https://daily.dev/tags/llm), [#prompt-engineering](https://daily.dev/tags/prompt-engineering) [View this post on daily.dev](https://daily.dev/posts/from-noise-to-insight-how-llms-are-transforming-threat-intelligence-analysis-uajq44mzh)