Product
GIIP is an AI operations platform
GIIP FDE Ops: AI agents automate infrastructure, deployment, LLM cost calculation, and Azure cost optimization — from a single request to production. It combines a dashboard and API you can use directly with an operating team that keeps your infrastructure running after launch.
Core features
Dashboard & infrastructure visibility
A single dashboard for servers, databases, racks and network topology — see the state of your infrastructure without stitching together multiple cloud consoles.
API integration
A documented REST API surface (issues & tasks, KVS, servers, databases, GitHub Actions, Vercel, network topology and more) for wiring GIIP into your own tools and automation.
LLM & cloud cost calculation
Purpose-built calculators for two of the biggest recurring costs in AI operations: LLM API spend versus self-hosted GPU (/llm-calculator) and Azure cloud cost breakdowns (/azure-cost).
Automated deployment & operations
AI agents handle infrastructure provisioning, deployment, monitoring and incident response as an ongoing operating team, not a one-off project handoff.
Use cases
GIIP is used across a range of situations that share the same underlying problem: infrastructure and operations that need to run reliably without a large dedicated team.
- Turning an AI-built application prototype into a service that can actually take sign-ups, payments, and traffic.
- Running day-to-day operations for existing cloud infrastructure and databases — monitoring, incident response, and cost control.
- Keeping growing LLM and cloud costs under control as usage scales, without hiring a dedicated FinOps team.
- Giving a small team enterprise-grade governance and auditability without a large in-house operations org.
How GIIP is different
- Not just a dashboard. Most cost or infrastructure dashboards only show you data. GIIP pairs the dashboard and API with AI agents and human experts who act on what the data shows.
- Not just a one-time build. A typical development engagement ends at launch. GIIP is built around continued operation — monitoring, incident response, and cost optimization keep running after go-live.
- Not a pile of point tools. Instead of separately managing infrastructure tooling, a cost dashboard, and an API gateway, GIIP brings them together as one connected platform and operating team.
Quick start
The fastest way to see what GIIP does is to use it. Create an account, connect a server or cloud account, and open the dashboard — or start from the guides if you prefer to read through the concepts first.
Frequently asked questions
What exactly is GIIP?
GIIP is an AI operations platform: AI agents automate infrastructure, deployment, LLM cost calculation, and Azure cost optimization, working alongside a small team of engineers who review and approve their actions — from a single request through to production.
Do I need to migrate my whole stack to use GIIP?
No. GIIP is designed to sit alongside your existing cloud accounts and infrastructure — connecting to what you already run rather than requiring a rebuild.
How do I get started?
Create an account and explore the dashboard and guides yourself, or contact us for a walkthrough of what GIIP would look like for your specific infrastructure and cost profile.
Can I see a demo or talk to someone before signing up?
Yes — reach out through the contact page and we'll set up a walkthrough.
Want to talk it through first?
Request a demo or ask a question — we will walk you through what GIIP would look like for your infrastructure.
Request a demo →