Argon Ventures
Topogy
AI-Powered Cloud Cost Optimization

Infrastructure that optimizes itself

In today’s cloud-native world, organizations struggle to connect engineering decisions with financial outcomes. Topogy bridges that divide: empowering engineering and finance teams to collaborate, gain deep visibility into cloud cost flows, and optimize spend in real time — not after the fact.

Topogy turns fragmented cost data into a clear view of infrastructure. Visualizing how services, data, and AI workloads drive spend and receive proactive guidance on what to optimize next.

> Track and optimize LLM costs across all providers in real-time. Get granular visibility into token consumption, model performance, and unit economics to scale AI confidently.

> See real-time network topology with automated tagging. No manual labeling – just instant clarity into dependencies, services, and cost attribution with interactive infrastructure maps.

> Comprehensive FinOps insights out of the box. From COGS to vendor spend, our pre-built dashboards align technical metrics with business outcomes in minutes.

> Reimagine bill breakdowns and usage patterns to make confident efficiency decisions. AI-powered forecasts alert you to upcoming cost spikes before they hit, eliminating surprises.

With cloud-native deployments scaling rapidly and AI/ML workloads driving unpredictable spending patterns, organisations are losing control of infrastructure economics. Many legacy FinOps and cost dashboards were built for static infrastructure; they cannot address the dynamic relationships between architecture, run-time behaviour and cost. Topogy is purpose-built for this era — enabling cost intelligence that’s architectural, behavioural and real time.