# Unnecessary & Special Projects (U&SP)

> U&SP is a network of independent senior software and technology specialists. We help founders and teams improve existing software products, validate new ideas through prototypes, design practical AI systems and workflows, and safely build products with AI coding tools.

Website: https://www.unnecessaryandspecialprojects.com/
Writing: https://unnecessarythoughts.substack.com/

## Services

- [Improve an Existing Product](https://www.unnecessaryandspecialprojects.com/?service=improve-existing-product): Product and UX consultation for existing products, prototypes and workflows. We identify confusing experiences, weak user flows, missing trust signals and the highest-value improvements a team can ship next.
- [Prototype a New Idea](https://www.unnecessaryandspecialprojects.com/?service=prototype-new-idea): Product discovery, technical direction and rapid prototyping for ideas that need to become tangible enough to test, discuss, fund or validate before a full build.
- [AI Systems & Workflow Automation](https://www.unnecessaryandspecialprojects.com/?service=ai-systems-workflow-automation): Practical AI system design for internal assistants, knowledge retrieval, reporting, document processing, decision support, structured extraction, classification, RAG and human-reviewed automation.
- [Vibe Coding Mentorship](https://www.unnecessaryandspecialprojects.com/?service=ai-builder-mentorship): Monthly senior technical mentorship for non-technical founders building real products with Cursor, Claude, Lovable, Replit, v0 and similar AI coding tools. Covers architecture, authentication, databases, security, API keys, permissions, deployment and cost risks.

## Who we help

- Founders validating or building software products.
- Product and engineering teams improving an existing product or workflow.
- Organisations exploring useful AI automation around real operational work.
- Non-technical founders who want senior technical oversight while building with AI coding tools.

## Approach

U&SP starts with the user, product decision or operational workflow rather than forcing a predetermined technology. Recommendations account for usability, reliability, privacy, security, maintainability, integration complexity and operating cost. The network has experience across startup and enterprise environments and documents practical production lessons through Unnecessary Thoughts.

## Evidence and further reading

- [Client projects](https://www.unnecessaryandspecialprojects.com/?section=client-projects)
- [Unnecessary Thoughts](https://unnecessarythoughts.substack.com/)
- [LinkedIn](https://www.linkedin.com/in/jonathancopperstone/)
- [Toptal profile](https://www.toptal.com/developers/resume/jonathan-copperstone#qKy40Q)

## Contact

Open any service page above and use its contact form to share the product, idea, workflow or build context.