IN THE FIELD GUIDE
kitdev.ai
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.
THE PRODUCT, BEYOND THE PITCH
Automatically researched · Not editorially reviewed · Sources checked Sep 14, 2026
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THE COST FOR YOUR TEAM
Published plan prices for your team size and usage. Results update as you type. Taxes, currency conversion and unlisted add-ons are excluded, and anything the source did not state is called out rather than guessed.
Known monthly subtotal
$0.00/month
1 of 1 tools could not be priced with these inputs, so this is not the full cost.
| Tool / plan | Monthly | Per year | What this assumes |
|---|---|---|---|
| No pricing recorded yet. Check the official site, or ask the owner to add it. | |||
Based on the sources below. Editorial review does not imply hands-on product testing.
Candidates based on category and primary feature. Check feature and pricing differences before switching.
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Changes to the facts recorded here, not a live scan of every vendor update. Save this tool to follow updates in your account.
Updated: features, limitations, summary, use cases, walkthrough
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: []
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."]
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."
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: []
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."]