Most AI helps you build software.GIIP helps you operate it.
GIIP is not another AI model. It is the FDE Ops platform where AI runs real infrastructure and production services — from provisioning to incident response — under enterprise governance.
The missing layer between AI and Enterprise Operations.
Which problem brought you here?
Thinking about hiring a developer
See how we solve itConcernDrowning in production firefighting
See how we solve itConcernCloud bill keeps climbing
See how we solve itConcernManaging outsourcing became a second job
See how we solve itConcernWeighing whether to run a local LLM
Calculate the costHow a single request becomes Production
See how far GIIP executes — from one example request to a real, operated service.
"Build a new portal for our Korean and Japanese customers. Keep personal data in the Korea region and send incident alerts to Slack."
- 1Requirements analysis
- 2UI & API development
- 3Commit to GitHub
- 4Dev/Stg/Prod provisioning
- 5DB · WAF · CDN setup
- 6Testing
- 7Approval
- 8Production deployment
- 9Monitoring & incident response
- 10Performance & cost optimization
Where a general AI stops at producing an artifact, GIIP keeps executing until that artifact runs as a real, operated service.
AI executes, but control stays with your company
Every action is recorded with its policy, approval, execution log and rollback information.
AI runs automatically
- State collection
- Analysis
- Testing
- Approved runbook execution
- Monitoring
- Documentation & reporting
Requires prior approval
- Production deployment
- Data deletion
- Permission & firewall changes
- Cost limit overrun
- Irreversible changes
Handled by human experts
- New incident judgment
- Architecture decisions
- High-risk change review
- Priority & business judgment
- Emergency escalation
Each action is kept in an auditable form together with its policy, approval, execution record and rollback information.
Building software is solved. Operating it is not.
AI can now generate code in minutes. But turning that code into a reliable, secure, cost-controlled production service still falls back on people.
Code ships, operations don’t
AI writes the application, but provisioning, deployment, scaling and monitoring are still handled manually by your team.
Infrastructure is still human work
Cloud, Kubernetes, databases and networks require specialists — and that expertise concentrates in a few people.
Incidents wait for on-call
When production breaks at 3 a.m., detection, triage and response depend on who happens to be awake.
Cost and governance drift
Without continuous operation, cloud spend grows unnoticed and compliance controls fall out of date.
General AI stops where production begins
Today’s AI assistants are excellent at helping individuals create. They are not designed to run your infrastructure. We compare fairly — base features vs. platform scope.
What general AI assistants do well
Individual productivity and creation
- Chat
- Coding
- Documentation
- Research
- Personal Productivity
These tools accelerate how a person writes, codes and researches. Excellent — but the output still needs somewhere to run.
What production still requires
Everything after the code is written
With general AI, all of this remains manual work for your team. GIIP is built to operate exactly this layer.
AI for Production. Not AI for Demo.
FDE Ops is the core of GIIP
Forward Deployed Engineering, executed by AI. Not an assistant that suggests — an operations layer that runs your services end to end.
AI that operates, not just advises
GIIP’s multi-agent system executes real operational work across infrastructure and production, not just chat responses.
Infrastructure under control
From provisioning to Kubernetes and multi-cloud, infrastructure is automated as code and operated continuously.
Production that stays healthy
Monitoring, alerting, scaling, tuning and incident response run around the clock, not only during business hours.
Enterprise-grade by default
Governance, security and auditability are built in, so operations meet the standards CTOs and CIOs require.
One platform, from infrastructure to production
From Infrastructure to Production
Every layer is operated by the FDE Ops engine — which uses existing AI models rather than building its own.
Claude · Gemini · GPT · …
GIIP uses existing AI models as engines. GIIP is not an AI model company — it is the platform that puts AI to work in operations.
Infrastructure that provisions and runs itself
GIIP turns infrastructure into an automated, code-driven layer — provisioned, deployed and operated by AI agents.
Infrastructure Provisioning
Stand up servers and environments on demand, defined and repeatable.
Cloud Deployment
Ship applications to the cloud with automated, controlled rollouts.
Database Provisioning
Provision and configure databases with operational best practices applied.
Kubernetes
Deploy and operate container workloads on Kubernetes clusters.
Load Balancer
Distribute traffic reliably with managed load balancing.
CDN
Serve content globally with fast, cached delivery at the edge.
Infrastructure as Code
Every change captured as code — versioned, reviewable, reproducible.
Multi-Cloud
Operate consistently across AWS, Azure, GCP and on-premise.
Where the business actually runs
Development is only the beginning. Operation is where business starts.
Once a service is live, GIIP keeps it fast, secure and cost-efficient — continuously, not just at launch.
Security
Continuous threat detection and hardening across your fleet.
Monitoring
Real-time visibility into infrastructure and service health.
Alerting
Actionable alerts that surface problems before users feel them.
Auto-Scaling
Capacity adjusts automatically to demand, up and down.
Performance Tuning
Ongoing performance analysis and optimization of live systems.
Cost Optimization
Continuous cost analysis to remove waste and control spend.
Incident Response
Detect, triage and respond to incidents around the clock.
Enterprise Governance
Operations that stay within policy, audited and compliant.
The FDE Box
Enterprise AI Operations Appliance
FDE Box is not an AI server. It is an enterprise appliance that lets AI operate your infrastructure — safely inside your own boundary.
Don't confuse it — FDE Box is not an AI model server
- GIIP FDE Ops — the service and operating system
- GIIP FDE Box — the in-house execution environment
- Claude · GPT · Gemini, etc. — connectable AI models
- GIIP FDE Squad — the expert team for operations and high-risk judgment
On-premise appliance
A dedicated appliance deployed inside your enterprise, not a shared cloud service.
AI controls infrastructure
From within your network, AI can operate infrastructure down to servers, databases and clusters.
Security & governance built in
Data and control stay within your boundary, with audit and policy enforced by design.
Integrates existing AI
Connects to the AI models you already use — GIIP orchestrates them for operations.
What GIIP operates in the real world
Representative operational scenarios GIIP is built to run. Outcomes depend on each environment.
Provisioning and environment build-out
Standing up new environments — servers, databases, networking and Kubernetes — defined as code and provisioned by AI agents instead of manual tickets.
24/7 monitoring and incident response
Continuous monitoring of live services with automated detection, triage and first-line response, reducing dependence on who is on call.
Multi-cloud cost optimization
Ongoing analysis of cloud usage across providers to identify waste and keep spend under control, within governance policy.
Fleet-wide security operations
Threat detection and hardening across Windows and Linux servers, centralized and continuously operated rather than periodically reviewed.
What is GIIP FDE Ops
What is GIIP FDE Ops?
GIIP FDE Ops is an enterprise AI development and operations service in which AI agents and professional engineers carry out a customer's planning, software development, infrastructure provisioning, deployment, monitoring, incident response and cost optimization as one continuous operating system.
What is GIIP FDE Box?
GIIP FDE Box is an enterprise-only execution appliance installed so that GIIP FDE Ops connects securely with a company's internal servers, databases, cloud and development tools.
How is it different from a general AI tool?
Where general AI tools center on code generation and advice, GIIP FDE Ops deploys development results to real infrastructure within approved policy and operates them continuously.
General AI assistant vs. GIIP FDE Ops
A fair comparison of base capabilities. General AI tools are excellent at what they do — GIIP covers a different layer.
| Dimension | General AI Assistants | GIIP FDE Ops Platform |
|---|---|---|
| Primary focus | Chat, coding, research, personal productivity | Operating real infrastructure and production services |
| Infrastructure | Suggests configuration; execution is left to you | Provisions and operates infrastructure as code |
| Production operation | Not part of the tool’s scope | Monitoring, scaling, tuning and cost control, continuously |
| Incident response | Can explain an error when asked | Detects and responds around the clock |
| Governance & compliance | Depends on how the user applies it | Policy, audit and security built into operations |
| Deployment model | Shared cloud service / assistant | Platform, with on-premise FDE Box appliance option |
Comparison reflects typical base capabilities of general-purpose AI assistants versus GIIP’s platform scope. It is not a claim that these tools cannot be extended; it distinguishes default focus from operated scope.
Get Started
See what GIIP can operate for you
Bring your current infrastructure and production challenges. We’ll show where FDE Ops fits — under your governance and control.