AI SaaS Ops Copilot

Elevator Pitch

AI SaaS Ops Copilot helps companies understand and manage how people use AI tools like Gemini. Instead of just showing dashboards, it answers questions like “Why did costs go up?” and “Who’s using what?” and then suggests what to do next like spotting unused access or explaining a spend spike.

It’s built to be reliable by using a set of trusted analytics queries and having AI explain the results in plain language.

Problem Statement

Organizations are rapidly adopting AI tools (Gemini, ChatGPT, Cursor), but:

• Usage data is fragmented
• Dashboards show numbers without explanations
• Cost spikes and license waste go unnoticed
• Admins lack decision support

One recurring question that comes up is “what happened” which existing tools often focus on answering but not “why” or “what should we do next.”

Solution

AI SaaS Ops Copilot ingests AI usage data and transforms it into explanations and recommendations.

Instead of static dashboards, users can ask:

• Why did AI costs increase?
• Which teams are driving usage?
• Are we paying for unused access?

The system combines structured analytics with Gemini’s reasoning to deliver:

• Plain‑English explanations
• Key drivers behind trends
• Governance and cost‑optimization recommendations

Built With

• gcp
• nextjs
• react
• vertexai