Insights

Notes from building across disciplines.

First-hand lessons from inventing products, building production AI, leading companies, and working across software, studios, and stages.

Peter Schroeder
Production AI · Interactive scorecard

Did the AI actually solve the problem?

Look beyond closed conversations. Compare twelve teaching cases, inspect the evidence and measure verified customer outcomes.

Work backward from customer earnings to an affordable advertising budget
Entrepreneurship · Free calculator

Can your business afford ads?

Customer earnings, acquisition costs and a practical outdoor fitness example. Work out your numbers and download the calculation.

Architectural model of separate building modules being aligned on a shared foundation
AI development · Product leadership · 11 min

Managing AI coding agents like a product team

Lessons from building CourtAhead: task ownership, useful documentation, coordinated agents, and evidence that software is ready to release.

Diagram showing brand promise becoming product behavior, proof, and memory in a continuous loop
Brand · Product design · 12 min

Brand is part of the product

Why positioning, interface design, system behavior, operations, and perceived value have to work as one coherent product.

Diagram of an AI fraud-prevention system connecting signals, decisions, human review, and feedback
AI · Product case study · 12 min

Designing an AI fraud-prevention system people can trust

A practitioner’s framework for turning uncertain signals into proportionate decisions—and every reviewed outcome into a better system.

Peter Schroeder, founder and product lead at CourtAhead
AI product principles · CourtAhead · 10 min

Designing an AI product for the next step

Clear decisions, precise states, source-connected explanations, explicit uncertainty, and human control in high-stakes AI products.

Illustrated Tegnebordet product archive showing an early creator community interface
Product case study · Community · 12 min

Building a social product before social media

What the surviving Tegnebordet archive reveals about product loops, design, moderation, trust, and operating an online creator community as a teenager.

Data Unchained podcast episode artwork featuring Peter Schroeder
AI · Product systems · 8 min

AI that survives contact with production

Decision design, evaluation, human control, security, and the operational work that turns a capable model into a dependable product.

Peter Schroeder
Product · Innovation · 8 min

From unmet need to working product

How workarounds become evidence, prototypes become systems, and direct customer exposure creates better product judgment.

Peter Schroeder
Product design · 10 min

Building tools for experts

How to preserve capability while making complex software feel clear, predictable, reversible, and trustworthy.

Peter Schroeder as Pete Fox in his studio
Leadership · 10 min

What music production taught me about software teams

Taste, signal flow, shared language, decisive iteration, and why removing work can be the highest-leverage move.

Not Pete Sector X08 cover artwork
Product · 10 min

Constraints create product discipline

What real operating constraints teach a team about focus, automation, ownership, and sustainable execution.