IndieStudio conducted a controlled study of 660 Claude Code trials across paired repositories, finding that clean code reduced token use by 7% to 8% and file revisitations by 34% compared to messy code.
Published
Signal category
Research & Knowledge
Quote
“A controlled study ran 660 Claude Code trials across paired repositories. Clean code did not materially change pass rate, but it reduced token use by 7% to 8% and file revisitations by 34.”
— Tyron Dolpire|IndieStudio team
Company
IndieStudio
A studio dedicated to creating impactful tailored automations for small to medium sized companies.
- Industry
- Technology, Information and Internet
- Location
- Brussels, BE
- Company size
- 1 employees
At IndieStudio, we help organizations increase AI adoption and maximize the value of their AI investments. Our approach includes conducting organizational readiness assessments, identifying where AI can drive the most impact, and designing practical AI adoption roadmaps that align with both technical capabilities and human workflows. IndieStudio specializes in developing business cases and ROI models to justify AI investment, ensuring companies have a clear understanding of the cost-benefit before implementation. We also perform workflow audits to uncover AI-driven efficiencies and redesign processes to integrate automation and AI tools effectively, delivering measurable improvements in productivity and decision-making. Beyond strategy, Indie Studio supports organizations in running AI pilots and scaling full deployments, working closely with internal teams to ensure smooth integration and adoption. By bridging the gap between AI technology and business operations, Indie Studio enables companies to make AI a core part of their workflows, driving efficiency, automation, and innovation.