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Gilbert Miralo//AI Workflow Operator

Anyone can prompt. I build the pipeline.

I turn AI from a one-off trick into a production system — ideation to delivery, running on rules you can read, with a human checkpoint exactly where it matters.

Walk a live pipeline → Bring me a bottleneck

Live workflows

Pick a system.
Walk the pipeline.

Three real engagements. Five stages each. Tap any stage to see what happens there — and where a human is non-negotiable.

Stage 1 / 5

Receipts

What the system did

Real client engagements. Not a demo.

0
Production time, after restructuring how simultaneous projects moved through the pipeline
Norott
0
Client post engagement, from one repeatable AI-assisted content pipeline run across several clients at once
Content design
0
Click-through & conversion, from a structured A/B testing workflow
Scott Global Vending
0
Sales performance on the same A/B loop
Scott Global Vending
0
Human review rate. Nothing leaves a pipeline of mine unvalidated — that's a standing rule, not a metric
Every engagement

The discipline

Three tiers
of what I operate

It's a new title. Here's exactly what it covers.

One task that happens over and over gets a defined input, a defined output, and a written standard — so it stops depending on who's doing it that day.Batch creative to a fixed spec · templated variants from a single brief
Several tools handed off in sequence — ideation, generation, editing, review, export — with every handoff documented so the chain doesn't break when one step changes.Claude / ChatGPT → Google Flow → Adobe → checklist QA → delivery
Guideline-driven work at scale, where the guidelines change mid-flight. The work is half the job; catching edge cases and feeding corrections back is the other half.Polygon segmentation · 3D bounding boxes · LiDAR labeling

Non-negotiables

Hire an operator,
not a prompt

The real fear about AI work is that it fails quietly. These are the rules I don't break.

01

Human checkpoint, every pipeline

Generation is a draft. Never a deliverable.

02

Written down, so it survives me

You keep the system whether or not you keep me.

03

Edge cases get flagged, not guessed

Anything outside the guideline comes back as a question.

04

It still has to be good

Speed that produces work I wouldn't sign isn't speed.

Working toolset

In the pipeline

Production tools — not a list of things I've opened once.

ClaudeChatGPTGoogle Flow Premiere ProAfter EffectsDaVinci Resolve CapCutPhotoshopIllustrator FigmaCanvaWordPress Elementor

Start here

What are you
doing twice?

If it happens weekly and follows rules you could write down, it's a pipeline waiting to happen. Tell me the bottleneck — I'll tell you honestly whether it's worth systemizing.

contactme@gilbertmiralo.com