From Project Engineering & Capital Markets to AI SaaS: I 'Vibe-Coded' my first product!
Hi IH community,
I’ve spent the last 20 years in Lagos, transitioning from Field Engineering in Oil & Gas to Portfolio Manager handling complex assets in the Nigerian capital markets. While I’ve managed massive physical and financial projects, I never considered myself a "coder"—until now.
I’ve just officially launched my first AI-driven SaaS tool, and here’s the kicker: it was 100% vibe-coded. I didn’t write a single line of manual syntax or handle the deployments traditionally; I used AI to translate my domain expertise directly into a functional product.
It’s a testament to how the barrier to entry is collapsing. I’m now looking for my first 100 beta users to help me stress-test the logic. I’m especially keen to hear from other builders or finance professionals who want to see what a non-dev can ship using these new workflows.
Since I’m new to the community, I’d love to hear from you: Is "Vibe Coding" the future of the solo-founder, or am I going to hit a wall soon?
If you're interested in being one of the first 100 to test the logic and give feedback, let me know in the comments and I'll send over the link and access details!
The capital markets background is the unfair advantage here, not the vibe-coding. Teams with 10+ years in a vertical ship to PMF about 3x faster than generalist first-timers. The model already has the problem space loaded from day one. Code velocity stops being the bottleneck. What's the wedge problem you picked first?
Makes sense — appreciate the clarity.
Since DMs are limited on my side, I’ll just leave this here —
if you ever want to revisit Exirra or need to secure it quickly, feel free to reach me at: [[email protected]]
Happy to keep things simple and founder-friendly when the timing aligns.
Big respect — going from capital markets to shipping an AI SaaS is not easy, especially without a coding background.
One thing I’ve seen though: at this stage, distribution matters — but brand matters just as much.
Early users trust faster when the product feels like something real, not experimental.
Curious — are you planning to keep the current name long-term, or still open to upgrading it as this grows?
Thanks for the perspective! You hit the nail on the head—moving from the 'experimental' feel to a 'trusted' brand is exactly the bridge I'm crossing right now.
To your question: I actually just rebranded my professional handles to PivotFounder. My vision is to build a portfolio of AI-driven products, and while the current product has its own name, I’m definitely open to 'upgrading' the identity as the user base grows and the logic is proven.
Coming from a regulated background like Capital Markets, I’m very aware that 'trust' is the ultimate currency. I'd love to know—from your experience, what’s the one branding 'green flag' that usually wins over early beta testers in the AI space?
That’s a smart move with PivotFounder — especially if you’re thinking in terms of a portfolio, not just a single product.
If I had to pick one green flag that consistently wins early users, it’s this:
the name feels like something that could already be trusted at scale.
In AI, people don’t evaluate deeply at first — they pattern-match.
If it sounds like a temporary experiment, they treat it like one. If it sounds like a real product, they engage differently.
The strongest early traction I’ve seen usually comes from names that are
short, clean, and not tied to one feature — something that can grow with the product.
Since you’re building multiple products, getting that layer right early compounds across everything.
If you want, I can share a couple of names that would actually fit this direction — I’m exiting a small set right now, so happy to show what’s relevant.
I'm glad you caught that! You're right—PivotFounder is the umbrella I'm building under to represent the portfolio.
Regarding the specific product name, you've actually confirmed a suspicion I had. Since I've been vibe-coding these tools, I've focused 99% on the logic and 1% on the 'brand' so far. If you think the current name feels a bit 'experimental' for a finance-logic tool, then I'm definitely open to hearing those clean, scalable alternatives you mentioned.
What names in your set do you think carry that 'Institutional' weight I'm looking for?
Got it — that helps.
For something leaning institutional + finance logic, I’d avoid anything trendy or descriptive. It needs to feel neutral, stable, and like it could sit next to enterprise tools.
From what I have, these 3 would fit that direction well:
Exirra.com — strongest fit here, feels like a real platform you’d trust with financial logic
Vroth.com — very short, more “infra/system” feel, works if you want something serious and distinctive
Lyriso.com — slightly softer, but still premium and scalable across multiple products
All are clean .coms, no baggage — built for exactly this kind of positioning.
I’m actually exiting this set right now, so I can be flexible if one of these aligns with what you’re building.
These are sharp. You clearly have an eye for institutional 'pattern-matching'—Exirra in particular has that solid, exchange-like feel that fits the logic I’m running.
However, since I’m currently focused on the first 100 - 200 beta users to stress-test the actual engine, I’m holding off on a major brand acquisition until the feedback is in. That said, I’m saving this thread. Once we move from 'vibe-coded experiment' to 'vetted system,' having a name like that will be the next logical step.
I'd love to stay connected—do you have an X handle where I can follow your 'exits' and insights?
Makes sense — focusing on the engine first is the right move.
The only thing I’d add (from what I’ve seen): early users don’t just test the logic — they also decide subconsciously if this feels like something worth trusting long-term. The name quietly plays into that from day one.
Since you liked Exirra — I can hold it for you at a founder-friendly level if you want to secure it early and remove that variable later.
No pressure — just didn’t want you to come back to it later and find it gone.
I appreciate the offer to hold it—that’s a classy move.
You’re right that names play into trust, but coming from a risk-management background, my priority is eliminating the 'technical risk' before I solve for the 'brand variable.' I’ve seen too many great names attached to products that didn't find their footing.
If Exirra is meant to be the home for this logic, it’ll align when the time is right. If someone else grabs it in the meantime, I’ll take that as a sign to find the next iteration!
Let's definitely stay connected on X. What’s your handle? I’d love to keep an eye on your portfolio as I scale this out.
Totally fair — I respect that approach.
Just so you have context when the timing is right — names in this range usually sit in the low-mid four figures depending on fit and timing.
If you ever want me to hold Exirra for a short window while you’re deciding, just let me know.
Also, I’m not active on X — easier to stay in touch on LinkedIn.
I'm currently streamlining my professional socials, so Direct Message here on Indie Hackers or Email is actually the fastest way to reach me for now.
Let's keep the door open. Feel free to send me a DM with your contact info, and I’ll make sure you're the first person I reach out to when the 'Exirra' phase of the roadmap arrives.
In the meantime, I'm heading back into the beta feedback—thanks again for the sharp insights!