Kodeark field notes

Clearer thinking forbetter products.

Practical notes on what to build, what to improve and what to leave alone.

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Choose the problem you are solving.

Short, specific guidance for founders and product teams who need a useful next move.

AI & automation  ·  3 min read  ·  August 2026

Why clinicians quietly abandon software that adds work

A health tool can be good and still go unused. If it adds clicks to a clinician day, it gets worked around.

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Product strategy  ·  4 min read  ·  July 2026

Before you rebuild your product, check these five things

A rebuild can feel decisive. Often, the real problem is smaller, more specific, and much cheaper to fix.

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CRO  ·  3 min read  ·  August 2026

A shorter form will not fix a trust problem

In digital health the visitor is not weighing convenience. They are weighing safety. Conversion moves when the page earns trust.

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AI & automation  ·  3 min read  ·  June 2026

What is actually worth automating with AI?

The best automation removes repeatable drag while keeping judgement exactly where it matters.

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Product design  ·  3 min read  ·  August 2026

Why most health apps lose the patient in the first week

In digital health the sign up is the easy part. The product has to earn the second visit, and most never do.

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CRO  ·  3 min read  ·  June 2026

More features will not fix a conversion problem

When people hesitate, the answer is usually clearer value and lower risk—not a longer feature list.

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CRO  ·  4 min read  ·  August 2026

The B2B conversion mistakes that quietly cost you pipeline

A higher conversion rate can still lose you money. The costly mistakes hide in what you measure and how fast you follow up.

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Product design  ·  3 min read  ·  July 2026

The onboarding problem hiding inside your product

Onboarding rarely ends after the welcome screens. The hardest part often appears one action later.

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Product strategy  ·  3 min read  ·  August 2026

Why a vague value proposition quietly loses you revenue

Thin leads often look like a traffic problem. Just as often the first line of the page is failing to say what you do and who it is for.

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MVP  ·  4 min read  ·  May 2026

How to scope an MVP without building the wrong thing

A useful MVP proves one risky assumption. It is not a smaller version of every idea in the roadmap.

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Product review  ·  2 min read  ·  May 2026

What a useful product review should actually tell you

The output should not be a pile of opinions. It should make the next decision easier.

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