Sfj CodeVerse

Before you hire an AI developer — ask these three questions.
One: can you show me something you have built that is similar to what I need? Not a tool list. Not a description. A working example you can actually click. A developer who has done this before shows you without hesitation. One who has not talks around the question.
Two: what happens when something breaks? Every agent breaks eventually — APIs change, edge cases appear, workflows evolve. The question is not whether it will break. It is what happens when it does. A good developer has error handling, monitoring, and a maintenance plan designed before the build even starts. Reassurance is not a maintenance plan.
Three: what do you need from me to make this project succeed? The most revealing question of the three. A developer with real experience knows exactly what they need — clear brief, API access, sample data, a single decision-making contact. A developer who needs nothing is either hiding something or does not know enough to know what they are missing.
Underneath all three questions is one thing: have you actually done this and do you know what it takes?
I answer all three for every potential client before they commit to anything. DM me "questions" and I will walk you through my answers for your specific project. No pitch, just transparency.

Real project. Real numbers. No fluff.
I built a fully automated daily operations agent for an e-commerce brand that was spending 600 hours a year — 75 full working days — on a morning task that followed the exact same pattern every single day.
5 days to build. 340 lines of code. 5 API integrations.
Year one saving: $9,384. Break-even: 40 days. Errors since go-live: zero.
The founder told me 30 days in: "I did not realise how much mental load that daily report was carrying until it disappeared."
That is what good automation actually does. It does not just save time. It removes the invisible weight of repetitive work from the people carrying it.
Full breakdown is in the carousel. Every number is real.
If your business has a task like this — DM me "case study" and I will tell you what I would build for your situation.

Most bad AI projects do not fail because of the technology.
They fail in the first conversation.
A vague brief does not give a developer a starting point. It gives them permission to build their best guess at your problem — and their best guess and your actual need are almost never the same thing.
Here is the template I send every new client before I write a single line of code:
Section 1 — The problem in one sentence. No solution, no technology, just the problem.
Section 2 — What success looks like. Describe the outcome, not the features.
Section 3 — The current workflow. Who does what, when, using which tools, in what order.
Section 4 — Every tool and system the solution needs to connect with.
Section 5 — Volume and frequency. How often, how many records, what happens if it fails.
Section 6 — Edge cases. Every exception to the normal flow and what should happen.
Section 7 — Who owns and maintains it after the build.
Section 8 — Honest budget and timeline. Ideal date and hard deadline separately.
Twenty minutes to fill in. Prevents 90 percent of the problems I have seen on client projects.
DM me "brief" and I will send you the full one-page PDF version straight to your inbox. Free, no pitch, just the template.

For two years I paid a virtual assistant $600 a month.
She was great. But I let her go.
Because I built an AI agent that handles everything she was hired to do inbox monitoring, scheduling, lead follow-ups, CRM updates, weekly reporting, invoice chasing for $11 a month.
The honest truth? The tasks I was paying her to do were never really human tasks. They were repetitive, pattern-based processes I had dressed up as a job because I didn't know there was another way.
$589 saved every month. 12 hours back in my week. Zero leads falling through the cracks. And I stopped being the bottleneck in my own business.
This is not a post about replacing your team with AI. It is a post about asking which parts of your team's work actually need a human and which parts are just expensive automation waiting to happen.
If you want me to look at your current setup and answer that question honestly for your business DM me "VA" and I will tell you straight.