GIIP FDE does not sell slides. We deliver production outcomes by embedding into your engineering org and executing AI Agents, RAG, Fine-Tuning, and MLOps end-to-end.
Most companies already have models and cloud. They do not have a team that can wire AI into real workflows and run it under production constraints.
Hard to hire AI Architect, Agent Engineer, MLOps, and Fine-Tuning talent at once.
Demos work, but permission, data flow, and operations block production rollout.
AI does not naturally understand company-specific instructions and terminology.
AX capability is not a resume keyword game. It is proven only by end-to-end execution across prompt systems, agent workflows, data governance, operational automation, and quality control.
"I know AI" in an interview is not production execution. One bad hire can cost quarters in delays, architecture rewrites, and expanded security/data exposure.
Top AX talent can deliver x20 to x100 productivity over general engineering roles. You will not secure that level with standard compensation assumptions, and hiring without AX expert screening is reckless.
FDE is not advisory overhead. It is an execution unit that converts requirements into code, agent workflows, and production operations inside your environment.
AI Architect, Agent Engineer, Fine-Tuning Engineer, Data/RAG Engineer, MLOps Engineer, Infra Engineer as one squad.
Fine-tuning is not only about model scores. It captures customer instructions, review style, incident handling, and reporting norms.
Users adapt their process to AI.
AI adapts to the customer's real process.
Not a long consulting report. We deliver concrete outcomes every 30 days.
AI work map, data integration, first agent, success criteria.
Production pilot with permissions, logs, evaluation, and operations process.
Scale to multiple departments and institutionalize internal operation.
GIIP FDE cuts out hiring roulette and platform trial-and-error so you can move to production before competitors do.