Which problem brought you here?
Every team arrives with a different pain — a risky first hire, endless firefighting, a runaway cloud bill. Pick yours. Each path shows how GIIP’s AI multi-agent engineering & operations team, specialized infrastructure, and expert consulting solve it.
One wrong senior hire costs more than an entire AI engineering team.
For teams drowning in on-callStop firefighting production. Let an AI operations team hold the pager.
For teams watching the cloud bill climbRight-sizing trims the surface. We cut the work that built the bill.
For teams drowning in vendor managementYou outsourced the work. You did not outsource the managing.
The enterprise AI operations platformAI can write the code. GIIP FDE Ops runs it in production.
The on-prem AI operations applianceFDE Box: run AI operations inside your own perimeter.
GIIP FDE EXPERIENCE HARNESSWhy the same AI gives different results
It’s not the model — it’s the Harness. See the experience behind GIIP FDE.
Coding agent vs AI development teamHanding coding to an AI and running an AI development team are not the same problem.
AI infrastructure operationsYour infrastructure, provisioned and operated by AI — as code, under governance.
AI production operationsProduction that operates itself — monitoring, scaling and incidents, run by AI.
AI database performance tuningThe slow query is never just a slow query. GIIP finds the root cause.
AI operations security & governanceAI executes. You stay in control — approval, audit and rollback on every action.
Sovereign AI operationsOperate with AI without your data ever leaving its jurisdiction.
Not another SEO/GEO report generatorStill just receiving SEO/GEO reports and stopping there?
Turn your AI-built app into a real serviceBuilt an app with AI but can’t turn it into a service?
From launch to payments, security, monitoring, and improvement — GIIP builds the parts a real service needs to keep running.
Guide: launching an AI-built appGuide: what it actually takes to launch an AI-built app
Where setup, testing, and release repeatedly go wrong — and how a standardized, cloud-agnostic process fixes it.
AI GPU SERVER MANAGED OPERATIONSOperate NVIDIA GPU servers (DGX/HGX)
AI monitoring, incident analysis and approval-gated operations for GPU, NVLink, BMC and Linux — with DCGM, Prometheus and Redfish.
AI Execution & Operations LayerBuilt something with ChatGPT but can’t make it real?
GIIP deploys and operates what AI helps you build — application, database and infrastructure, monitored and running.
AIDC OPERATIONSAIDC Operations
GPU Cluster, AI Storage, network and power & cooling — designed, operated and optimized as one AI infrastructure stack.
Large-scale database migrationLarge-scale database migration & operations
SQL Server, Oracle, TiDB, Aurora MySQL and PostgreSQL — migrated, then monitored and operated.
AI database monitoring & operationsAI database monitoring & managed operations
Databases on AWS and Azure plus ~30 web services, watched continuously by AI agents and human experts.