Practical notes for buyers who hate hype.

Browse the latest notes or go straight to the workstream you need to inspect, compare, or prepare.

Latest additions

The newest practical checks, operating models, and comparison guides.

  1. Zapier and no-code automation vs AI workflow automation

    A practical decision guide for keeping stable work in no-code rules, adding reviewed AI for bounded interpretation, combining both, or repairing the process first.

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  2. AI lead research workflows: what to automate, what to keep human

    A practical operating guide for automating source-backed account research while keeping qualification, outreach, and CRM authority with a human.

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  3. AI automation ROI: formula, costs, and payback

    Calculate ROI for one business workflow using observed volume, review costs, maintenance, and setup. Separate recovered capacity from cash savings.

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Workflow selection and readiness

8 articles

  1. AI proof of concept: workflow checklist and example

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  2. Human-in-the-loop AI workflow: an operating model

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  3. What to send before an agent-assisted operations sprint

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  4. Checklist: is your business ready for an AI ops sprint?

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  5. How to choose your first AI workflow without creating a mess

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  6. What to send before an AI workflow audit

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  7. Where SMBs should not use AI agents yet

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  8. AI automation ROI: formula, costs, and payback

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Compare operating approaches

4 articles

  1. Zapier and no-code automation vs AI workflow automation

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  2. AI workflow audit vs AI consulting

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  3. Virtual assistant vs AI-assisted operations workflow

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  4. ChatGPT prompts vs maintained AI workflows

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Workflow implementation

1 article

  1. What an AI workflow audit actually finds

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Lead research and sales operations

1 article

  1. AI lead research workflows: what to automate, what to keep human

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Document intake and processing

1 article

  1. Document intake automation readiness checklist

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Executive operations systems

5 articles

  1. Keep an executive AI knowledge base up to date

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  2. What an executive AI briefing should show before anyone trusts it

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  3. The first 30 days of an executive AI knowledge-base build

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  4. What to send before an executive knowledge-base build

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  5. What belongs in an executive AI knowledge base

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Maintained marketing operations

3 articles

  1. How to run a monthly review for an AI-maintained marketing site

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  2. The minimum operating loop for an AI-maintained marketing site

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  3. From static site to AI-maintained marketing system

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Use the articles as a filter

If a piece describes your workflow, bring that workflow to the audit.

GPTCrafted is not trying to sell a generic AI program. The useful entry point is a specific recurring workflow, the current tools around it, and the failure modes that make full autonomy a bad first step.