---
type: FAQ
title: Is AI doing the work?
description: "Delivery is AI-powered and human-led: AI agents build, a person reviews screenshots and tests at every step, and nothing goes live without the client's sign-off."
resource: https://techfocus.biz/#faq-is-ai-doing-the-work
tags:
  - ai
  - human-sign-off
  - screenshots
  - tests
  - okf
timestamp: 2026-11-06T00:00:00Z
generated:
  by: techfocusbiz-site/1.0
  at: 2026-11-06T00:00:00Z
status: stable
stale_after: 2027-11-06T00:00:00Z
order: 6
question: Is AI doing the work?
answer: "Delivery is AI-powered and human-led: AI agents build, and a person reviews every step. In the AI coding pipeline, the AI operator ships to GitHub with preview links, a human checks the screenshots and test results, and nothing goes live without your sign-off. The same gate holds when the operator drives a legacy system, as in the MLS listing case study: a screenshot at every step and a human sign-off before submission. This site practices what it describes: its content ships on every build as an OKF knowledge bundle at https://techfocus.biz/okf/, so AI agents can read and cite it without scraping."
---

Delivery is AI-powered and human-led: AI agents build, and a person reviews every step. In the [AI coding pipeline](../services/ai-operations.md), the AI operator ships to GitHub with preview links, a human checks the screenshots and test results, and nothing goes live without your sign-off. The same gate holds when the operator drives a legacy system, as in [the MLS listing case study](../case-studies/mls-listing-automation.md): a screenshot at every step and a human sign-off before submission. This site practices what it describes: its content ships on every build as [an OKF knowledge bundle](../portfolio/okf-knowledge-bundle.md) at https://techfocus.biz/okf/, so AI agents can read and cite it without scraping.