kitdev

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1. 11/1/2026

   Updated: best for, features, limitations, sources, summary, switching, walkthrough

   See recorded changes

   bestFor

   Before: []

   After: ["People with an idea but no technical co-founder who need a real product to show users or investors. Also customers or auditors needing security assessments."]

   features

   Before: []

   After: ["Free MVP including scoping, product plan, core screen design, build, deploy, and code handover.","Software development for web and mobile apps, APIs, internal tools, and integrations.","Cyber security consulting including security audits, penetration testing, cloud and infrastructure hardening, secure code review, and SOC 2 and ISO 27001 readiness.","AI and automation services such as LLM features, AI agents, workflow automation, and self-hosted models."]

   limitations

   Before: ["The lab does not accept vendor payments, affiliate fees, or resell user data, and does not build or run tools for users but only publishes research and templates."]

   After: ["Only one core workflow is built, not the entire product roadmap. They take a few projects a month and decline those they cannot ship well in about two weeks. Running costs like hosting and paid APIs are the client's responsibility.","Not suitable for those needing a full platform rather than a first version, wanting a detailed spec before building, or not ready to act on MVP learnings."]

   sources

   Before: [{"url":"https://kitdev.ai/","label":"KitDev | The AI Automation Lab"},{"url":"https://kitdev.ai/pricing/","label":"What the Workflow Decision Lab Costs: Nothing | Kitdev"}]

   After: [{"url":"https://kitdev.ai/","label":"KitDev | Free MVP, Software Development and Cyber Security"}]

   summary

   Before: "The Workflow Decision Lab tests AI and automation tools aimed at small teams by running real tests to measure costs and failure modes, then publishes unbiased verdicts and decision guides. It provides research, playbooks, and open-source templates to help small business owners and operators decide which AI tools to adopt or skip."

   After: "Kitdev.ai offers a free MVP development service where they scope, build, security-check, and hand over the first working version of a product in about two weeks. They also provide paid software development, cyber security consulting, and AI services after the MVP stage."

   switching

   Before: []

   After: ["After MVP delivery, clients can choose to continue with paid work for new features, scaling, maintenance, or security reviews, or take the code and proceed independently."]

   walkthrough

   Before: ["1. Pick the real decision scenario including who you are and your constraints. 2. Test the tool with real runs, pricing, and failure modes. 3. Publish the verdict with a keep-or-drop rule and a small experiment to confirm it."]

   After: ["1. Tell the idea in chat or form. 2. Scoping call to agree on one core workflow and definition of done. 3. Build in about two weeks with early working link. 4. Handover deployed app, code in GitHub, setup notes, and security checklist. 5. Client decides to continue paid work, take in-house, or stop."]

2. 9/14/2026

   Updated: features, limitations, summary, use cases, walkthrough

   See recorded changes

   features

   Before: ["Provides playbooks and cookbooks with step-by-step workflows and copy-paste recipes for business decisions.","Offers ready-made open-source software templates licensed under MIT for workflows worth coding, available on GitHub."]

   After: []

   limitations

   Before: []

   After: ["The lab does not accept vendor payments, affiliate fees, or resell user data, and does not build or run tools for users but only publishes research and templates."]

   summary

   Before: "The Workflow Decision Lab is a research platform that tests AI and automation tools aimed at small teams, providing unbiased evaluations of their effectiveness, costs, and failure modes. It publishes detailed decision guides, playbooks, and open-source templates to help small business owners and operators make informed choices without vendor influence."

   After: "The Workflow Decision Lab tests AI and automation tools aimed at small teams by running real tests to measure costs and failure modes, then publishes unbiased verdicts and decision guides. It provides research, playbooks, and open-source templates to help small business owners and operators decide which AI tools to adopt or skip."

   useCases

   Before: ["Evaluating AI and automation tools to determine their real-world effectiveness and cost for small business workflows.","Providing step-by-step workflows and open-source templates to implement tested automation solutions in small business contexts."]

   After: []

   walkthrough

   Before: ["Users submit their decision problems to the lab; if deemed valuable, the lab researches and publishes a Decision Guide with a verdict and a keep-or-drop rule.","The lab tests tools with real runs, real pricing, and documents failure modes, then publishes the verdict and a small experiment to confirm it for the user's situation.","Every claim in the guides has a receipt or is marked unverified, ensuring transparency and honesty in recommendations."]

   After: ["1. Pick the real decision scenario including who you are and your constraints. 2. Test the tool with real runs, pricing, and failure modes. 3. Publish the verdict with a keep-or-drop rule and a small experiment to confirm it."]