AI-Driven Incident Analyzer & Response Assistant using Gem

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  Task Manager Screenshot - submitted with prompt and event log

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Inspiration

Meet your new AI-powered InfiTech Tier 3 partner. Our tool doesn't just monitor logs - it understands them and provides comprehensive remediation steps in under a minute.

We’ve all been there: A mission-essential system goes down. Alerts are screaming, customers are angry, and the engineering team is staring at a 5-gigabyte log file that is impossible to read manually. Standard AI tools fail here because the data is simply too big to fit in their memory

That’s why I built AI-Driven Incident Analyzer & Response Assistant using Gemini 3. It leverages Gemini’s massive context window to ingest entire analytics exports and server logs at once. Instead of searching for keywords, it understands the holistic timeline of the crash. It doesn't just read the logs; it performs instant Root Cause Analysis on data that used to take human teams days to sift through. We are turning 'Mean Time to Resolution' from hours into seconds."

What it does

I had Gemini brainstorm with me - we enhanced the IncidentLens AI by integrating Google Search Grounding. This is a high-value feature for SREs and DevOps engineers because many incidents are caused by external factors (e.g., a regional AWS outage, a known bug in a newly released NPM package, or a widespread Cloudflare DNS issue).

A helpdesk analyst, tech, or end-user can upload screenshot of their task manager details tab, along with corresponding event log to troubleshoot a system performance quickly. (Gemini)

How we built it

VertexAI, Gemini 3 Pro Api's enabled. #gemini3 #goolecollab

Accomplishments that we're proud of

Gemini responded with a comprehensive troubleshooting guide regarding the degraded performance in the logs I uploaded with the prompt. The troubleshooting and comprehensive remediation steps are incredibly impressive. I did help desk support starting in 1998, as a Local Systems Manager in the US Coast Guard; and have a vast appreciation for this feature!! Best practices: Always trust but verify your troubleshooting steps of course especially when live/production changes are involved, create a backup etc.

What we learned

API management is unique to me; knowing what services are required is new for me and wouldn’t had been able to create these steps without Google suggesting what APIs to start. That makes me a little nervous - it feels a bit disorganized for me - I likely need to analyze a real flow chart for Google APIs from a network admin perspective.

What's next for AI-Driven Incident Analyzer & Response Assistant using Gemini

Shipping! If it is of use to the community of course. :)

Built With

• gemini3
• vertexai