Madu Good

Entrepreneur | Tech Startup | Network Marketing

[Madu Good @madugood]

The best AI won't win. The best distribution will. Most AI startups are building the wrong moat. https://t.co/vaWA7Y5PLK

[Madu Good @madugood]

That's not a product insight. It's a distribution insight dressed up as one. Stop optimizing the model. Start asking: how close am I to the actual decision? More on building in the right rooms → https://t.co/nS4GMTjcSv

[Madu Good @madugood]

75% of AI startups that raised in 2022–2023 haven't hit meaningful revenue. The ones surviving didn't build a better model. They embedded into a workflow people already hated. Proximity to the decision is the moat. Distribution beats demo every time.

[Madu Good @madugood]

CB Insights data shows 75% of AI startups from 2022–2023 missed revenue milestones. The pattern: brilliant demo, weak distribution, zero retention. Winners embedded into existing painful workflows. They're in the room when decisions get made.

[Madu Good @madugood]

Policy isn't the enemy of velocity. Ignoring it is. If you're building compliant, interoperable health tech for the Canadian market, this is exactly what Doktochain was designed for. https://t.co/EPZTTEGlNb

[Madu Good @madugood]

Building health tech in Canada without knowing PHIPA, FHIR R4 scope, or the pan-Canadian Health Data Charter isn't moving fast — it's moving blind. The hospital procurement table will find out before you do.

[Madu Good @madugood]

FHIR R4 isn't uniform across provinces. What clears Ontario won't necessarily clear BC. That delta is technical debt you inherit the moment you skip the policy layer. Health Canada's pan-Canadian Health Data Charter isn't bureaucratic noise — it's your system constraints doc.

[Madu Good @madugood]

Your side project is trying to tell you something. The question is whether you're paying attention — or waiting to feel ready. https://t.co/goc7tgaD9u

[Madu Good @madugood]

The real signal it's a product isn't traction, a pitch deck, or market research. It's when a stranger asks if they can pay for it, and you have no way to take their money. That moment tells you more than any roadmap ever will. More on building in public → https://t.co/nS4GMTjcSv

[Madu Good @madugood]

The side project worth building is the one you're embarrassed to show people. Polished demos die quietly. Ugly scripts that solve real problems don't. You're not waiting to feel ready — you're waiting for permission nobody is going to give you.

[Madu Good @madugood]

Most side projects stay side projects because the builder is waiting to feel ready. That feeling never comes. Ship the ugly version anyway.

[Madu Good @madugood]

Building health tech in Canada without mapping your regulatory environment first? You didn't avoid the problem — you inherited it as technical debt. https://t.co/xY9PmZy4eq

[Madu Good @madugood]

Status is making your architecture worse. AI feels like building the future. A bash script feels like admitting you didn't need the fancy thing. Kill that instinct. More on how I think about this at https://t.co/nS4GMTjcSv

[Madu Good @madugood]

Reaching for an LLM when a 40-line Python script works is its own kind of technical debt. AI feels like progress. A bash script feels like admitting you didn't need the fancy tool. That status game is costing your team weeks.

[Madu Good @madugood]

The honest engineering question was never "can AI do this?" It's "what does this task actually require?" Ambiguity, judgment, unstructured language → AI earns its compute. Deterministic inputs with deterministic outputs → write the script.

[Madu Good @madugood]

Slapping an LLM on every problem isn't innovation — it's laziness. The actual skill? Knowing when to use AI and when to just write the script. https://t.co/oC5ytMR99J

[Madu Good @madugood]

Policy isn't the enemy of velocity. Ignoring it is. If you're building compliant, interoperable health tech for the Canadian market, this is exactly what Doktochain was designed for. https://t.co/EPZTTEGlNb

[Madu Good @madugood]

Building health tech in Canada without knowing PHIPA, FHIR R4 scope, or the pan-Canadian Health Data Charter isn't moving fast — it's moving blind. The hospital procurement table will find out before you do.

[Madu Good @madugood]

FHIR R4 isn't uniform across provinces. What clears Ontario won't necessarily clear BC. That delta is technical debt you inherit the moment you skip the policy layer. Health Canada's pan-Canadian Health Data Charter isn't bureaucratic noise — it's your system constraints doc.