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system hackathon · ai builder cup 2026 Oct 2026

CarbonPilot

An AI carbon decision engine for companies in Asia-Pacific. It turns messy operational data into ranked, costed actions. Gemini plans the analysis; a calculation engine produces every number.

Built for the AI Builder Cup 2026 by Google Cloud JAPAC (Sustainability & Social Impact theme) as team Growthr Alpha.

The problem

Companies can measure their carbon footprint, but a carbon report ends at a number. The person who owns that number still has to decide what to do: which actions, in which combination, at what cost, and how sure they can be.

What it does

One loop: measure → diagnose → simulate → act.

  • Overview and inventory: the footprint by scope and stream, with the emission factor, source and uncertainty behind every tonne.
  • Diagnose: flags the months that moved against their own baseline and traces each spike to the activity behind it.
  • Simulate: what-if levers, plus a search that finds every combination of actions that hits a target, like "cut at least 15% at no extra cost".
  • Act: actions ranked on carbon, cost, effort and confidence, with a marginal abatement cost curve and an exportable plan.
  • Ask CarbonPilot: a Gemini agent that picks from 13 engine tools to answer a question, and shows every tool call it made.
  • Your own data: upload a CSV. Rules map the columns they know, Gemini maps the rest, and nothing is calculated until you confirm.

The AI never writes a number

Gemini plans and explains. Every tonne and every dollar comes from the calculation engine: activity × emission factor under the GHG Protocol, with the factor's source attached. A budget guard switches the AI off on its own if spending hits the budget, and the engine keeps serving every page.

Built with

A Laravel web app and a FastAPI engine on Cloud Run, Gemini on Vertex AI, Cloud SQL for PostgreSQL, Secret Manager and Pub/Sub. The demo company is a synthetic 12-month dataset.

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