Blog
Field notes on building a billion-dollar company alone — Company-as-a-Service strategy, agentic engineering case studies, and engineering deep dives from Soleur.
What is Company-as-a-Service?
Soleur vs. Competitors
Skill Libraries vs. Workflow Plugins: Two Shapes of Claude Code Extension
Portable skill libraries and workflow plugins both extend Claude Code. They answer different questions. Here's how to know which fits your workflow.
Soleur vs. CrewAI: AI Agent Framework vs. AI Organization
CrewAI is a Python framework for building custom multi-agent systems. Soleur is a ready-made AI organization with agents across 8 departments. Choosing between them is choosing between building infrastructure and deploying one.
Soleur vs. Tanka: Memory AI vs. Execution Intelligence
Tanka remembers what your team said. Soleur executes across 9 departments and remembers what was decided. The difference determines what memory-native AI actually means for solo founders.
Soleur vs. Devin: AI Software Engineer vs. AI Organization
Devin automates software engineering at $20/month. Soleur deploys a 9-department AI organization. When you need an engineer vs. when you need an org.
Soleur vs. Paperclip: Domain Intelligence vs. AI Company Orchestration
Soleur (source-available, BSL 1.1) vs. Paperclip (open-source, MIT): two AI company platforms from opposite directions. One provides infrastructure, the other provides intelligence.
Soleur vs. Polsia: Two Architectures for Running a Company with AI
Polsia runs your company autonomously for $29/month. Soleur keeps the founder in the decision seat. A comparison of two CaaS architectures for solo founders.
Soleur vs. Cursor: When an AI Coding Tool Becomes an Agent Platform
Cursor shipped Automations in March 2026, becoming an agent platform. A direct comparison with Soleur on workflow depth, knowledge architecture, and pricing.
Soleur vs. Notion Custom Agents: Company-as-a-Service vs. Workspace Automation
Notion Custom Agents automate recurring workspace tasks. Soleur runs a full AI organization with compounding knowledge. A direct comparison for solo founders.
Soleur vs. Anthropic Cowork: Which AI Agent Platform Is Right for Solo Founders?
Soleur and Anthropic Cowork both deploy multi-domain AI agents. A comparison of knowledge architecture, workflow depth, cross-domain coherence, and pricing.
Case Studies
Building an Operations Department for a One-Person Company
AI agents built a full operations function -- expense tracking, domain management, infrastructure security -- with documentation that survives context switches.
How We Generated 9 Legal Documents in Days, Not Months
AI agents produced 9 legal documents -- Terms, Privacy Policy, GDPR, CLAs -- totaling 17,761 words with dual-jurisdiction coverage in days, not months.
Tracking 17 Competitors in One Session -- With Battlecards
Tracking 17 competitors while shipping is a full-time job. Soleur's AI agents produced a competitive intelligence report with tier analysis and battlecards.
Running a Business Validation Workshop With AI Gates
A technical founder cannot tell if the market needs their product. A 6-gate AI validation workshop produced a PIVOT verdict that changed the project direction.
From Scattered Positioning to a Full Brand Guide in Two Sessions
An interactive brand workshop turned scattered READMEs into a brand guide covering identity, voice, visual direction, and channel guidelines.
Engineering Deep Dives
Claude Code Plugin vs Skill vs MCP: A Clear Disambiguation
Plugins, skills, and MCP servers are the three ways to extend Claude Code, and they are constantly conflated. A clear table of scope, lifecycle, and distribution.
How to Run Every Business Department with AI Agents: A Solo Founder's Playbook
Solo founders can delegate marketing, legal, finance, ops, and more to AI agents that share context. Here's how to run every department without hiring anyone.
What Is Company-as-a-Service?
Company-as-a-Service is the AI platform architecture that gives a solo founder a full organization — not just a coding tool. Here's what it is, how it works, and why it exists.
Best Claude Code Plugins 2026: The Extensions Worth Installing
A ranked guide to the best Claude Code plugins and extensions in 2026 — what to install, what to skip, and the organization-layer extension that raises the ceiling.
Knowledge Compounding in AI Development: How Compound Engineering Beats Point Solutions
Knowledge compounding separates compound engineering organizations from stateless AI tools. Here's how it works and why it outperforms point solutions.
Agents That Use APIs, Not Browsers (2026)
Service automation for solo founders, built on direct APIs instead of server-side browsers. Source-available (BSL 1.1). Encrypted tokens. 3 live integrations shipped.
The Billion-Dollar Solo Founder Stack (2026)
How one person builds a billion-dollar company in 2026 — the stack by function, the Medvi + Amodei proof, and what still requires the human.
The One-Person Billion-Dollar Company: Why It's an Engineering Problem
The one-person billion-dollar company isn't science fiction. Compounding AI organizations make it an engineering problem — here's how to build one.
Your AI Team Now Works From Your Actual Codebase
Connect your GitHub repo at onboarding and every Soleur agent conversation starts with real project context. No blank workspaces, no lost context.
Credential Helper Isolation: Secure Git Auth in Sandboxed Environments
How Soleur authenticates git in sandboxed AI agent sessions: temporary credential helpers, GitHub App installation tokens, and randomized paths.
Vibe Coding vs Agentic Engineering: What Solo Founders Need to Know
Vibe coding gets solo founders building fast. Agentic engineering keeps them building better. The difference and why it matters for founders scaling with AI.
Why Most Agentic Engineering Tools Plateau
Most AI coding tools plateau after week two. Compound knowledge fixes this: a system that learns from every task and routes those learnings back into its rules.