Notes fromthe work itself.
Practical writing on AI operations, automation and running a business with systems that actually work. Case studies from our own builds, plus plain-language explainers with sources you can check.
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PPT Master: Turn Documents into Real, Editable PowerPoint Decks
An open-source tool that creates native, editable PowerPoint decks from documents or topics.
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VoxCPM: Real‑Time, Expressive TTS with Voice Cloning for Small Business Audio
Real‑time, expressive TTS with voice cloning for small business audio.
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BoxLite: A Micro-VM for AI Agents That Small Businesses Can Actually Use
BoxLite is a lightweight, open-source micro-VM that runs any Docker image, built for AI agents.
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How Sellbird Automates Outreach for Small Businesses
Sellbird uses your existing AI subscription to find local prospects, verify emails, and draft personalized cold outreach without extra API costs.
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J.A.R.V.I.S. Voice for Your Small Business: Ultra-Fast, Offline TTS That Runs on Any CPU
An ultra-fast, offline TTS voice that runs on any CPU or Raspberry Pi, replacing expensive cloud services.
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Postraid: Automate Your Social Media Content Creation
Postraid turns your website into UGC videos, carousels, and memes, then schedules them automatically.
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AgenticX: A Unified Multi-Agent Platform for Small Business
AgenticX is a unified multi-agent platform with Python SDK, CLI, and desktop app for orchestrating AI agents.
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Run AI Agents in Secure Sandboxes on Your Own Infrastructure
OpenSandbox lets small businesses run AI agents in isolated environments on their own servers, keeping data safe.
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Mercury Agent: The AI That Works While You Sleep
An open-source AI agent that runs 24/7, remembers you, and asks before acting—built for small businesses.
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AgentConnect: Open-Source Multi-Agent Automation for Small Teams
AgentConnect lets small businesses tag AI agents in Slack, Discord, and GitHub for seamless team automation.
Find your most promising first project.
The free AI Opportunity Snapshot takes about two minutes and points at the places automation is most likely to pay off.