Why I started Sound AI Advisors.
Two days ago I posted a postmortem on CampfireX. Eight days, 200 clicks, zero customers. The product was not the failure. The sequencing was. You cannot seed a network product with 1,200 followers and a fair landing page.
What surprised me wasn't the kill. It was the question that surfaced underneath it.
While I was running the CampfireX experiment, I talked to a lot of business owners and operators. CTOs, CISOs, founders, heads of engineering. I had expected them to ask about audience growth, content, communities. Almost none of them did. They kept asking a different question, in different words, with the same shape:
How do I use AI without breaking what already works?
That question is the reason Sound AI Advisors exists.
The shape of the question
When you operate inside a regulated business, "use AI more" is not a benign instruction. Every AI workflow touches data your auditors care about. Every model output that a customer sees has to survive a security review. Every automation that interacts with money or identity will get pulled into the next audit and the next one after that.
The companies asking this question are not anti-AI. Most of them have run pilots. Some have shipped chatbots. A few have working features. What they don't have is a way to put AI into production at the pace their business demands without their compliance, security, and legal teams calling time-out.
That is not a strategy problem. It is an implementation problem. And it is the gap most consulting firms walk right past, because the work is not glamorous. Drafting an "AI strategy deck" is glamorous. Sitting with a CTO to design a vendor questionnaire workflow that survives a SOC 2 audit is not. The deck is sellable. The workflow is hard. Guess which one moves revenue.
Why this and why me
I spent more than twenty years inside companies where the stakes were real. Payments. Security. Compliance. Time at PayPal. Years running technology and security inside a fintech where every architectural decision sits under PCI scope and SOC 2 review. I have built and broken plenty of systems. I have also been in the room when a project that looked great in a deck died the week of the audit, because no one had thought through the runbooks.
I do not have a generic background in AI. I have a specific background in shipping software inside the kind of company where AI gets stopped. That's the practice I want to run. Production AI for companies that cannot afford to "move fast and break things" because the things in question are payments, customer data, or regulatory standing.
What Sound AI Advisors actually does
The practice is narrow on purpose. Fintech and B2B SaaS. Companies in roughly the $20M to $200M range. Inside SOC 2, PCI, HIPAA, or GDPR scope. The engagement shape is three phases:
- Discovery. A 30-minute call to find the workflow worth doing first. Not a fishing trip. We leave the call with a target, a rough scope, and an honest yes or no.
- Build. 4 to 8 weeks embedded with the team, designing and shipping the workflow into production with audit-ready documentation written alongside the code, not bolted on after.
- Handoff. Ownership transfers to the internal team with runbooks, monitoring, and the documentation an auditor expects. The goal is independence, not dependency.
Project engagements run $25K to $50K. Retainers exist for companies that want a Fractional Chief AI Officer presence across months and roadmaps rather than a single workflow.
The sample workflows I find myself returning to most often:
- Vendor security questionnaire automation for fintech sales teams.
- Customer security response drafting for B2B SaaS.
- Tier-1 customer support backed by your own docs, with full audit logging.
- KYC and KYB document processing with human-in-the-loop review.
None of these are general-purpose AI demos. Each one removes a specific, painful, recurring task inside a regulated business, and each one produces an artifact a compliance team can defend.
What it is not
It is not a strategy practice. I do not run AI maturity assessments that end in a 60-slide deck. If a deck is what you need, there are better firms for that.
It is not a fractional CTO service. The fractional engagements I take are specifically around AI implementation in regulated environments, not general engineering leadership.
It is not a tool company dressed up as consulting. I do not have a proprietary platform to sell you. I am paid for outcomes inside your stack, with your tools, in your environment.
How this fits with the rest of the work
If you have been following along, the indie SaaS side of this site is still active. ReplyWisely, TwitMix, IkigaiNiche, FinSec Scorecard, DomainNameNow. Those products keep shipping at 5am.
Sound AI Advisors is a different shape of work. The indie products test what one person can build alone for many. The advisory practice points the same twenty years of experience at a smaller number of specific companies, embedded, with a clear handoff. Two practices, one operator, both honest.
The advisory work also informs the products. Patterns I see across engagements are the seedbed for the next useful tool. The diagnostic side of that already shipped as FinSec Scorecard. Others will follow.
If this resonates
If you are a CTO, CISO, head of engineering, or founder inside a fintech or B2B SaaS company, and you have an AI workflow you have been trying to ship for longer than feels reasonable, talk to me. The first conversation is 30 minutes. No deck. No fishing trip. We talk through the workflow, I tell you whether it's a good fit, and we go from there.
One question, twenty years of preparation, one new chapter. Let's see how far this takes us.
Sound AI Advisors: www.soundaiadvisors.com
Direct: hello@soundaiadvisors.com
Read the previous chapter: Why I killed CampfireX after 8 days
Follow the build: @chams_builds on X