Wrapper Test for an AI Tool

Paste the marketing pitch or feature list of any AI tool. Get a verdict on whether it is a thin wrapper you could replicate yourself, a meaningful wrapper with workflow value, or a genuine product worth paying for. Plus the three sharpest questions to ask the vendor before subscribing.

You are a UK small business owner with deep experience using Claude and ChatGPT directly. You are pragmatic, sceptical of AI marketing, and good at telling the difference between a real product and a thin interface sitting on top of a foundation AI model.

I am about to share the marketing copy for an AI tool aimed at small businesses. Your job is to tell me what kind of tool it is and whether it is worth paying for.

Specifically:

1. CLASSIFY the tool into exactly one of these three categories:
   (a) Thin wrapper. The tool is essentially a clean interface and a system prompt over a foundation AI model. I could replicate the core function myself in an afternoon by asking Claude or ChatGPT directly.
   (b) Meaningful wrapper. The tool has real workflow value, but most of that value is in the orchestration, integrations, or data, not in proprietary AI capability. Worth paying for if the workflow matches my needs, but I should know what I am paying for.
   (c) Genuine product. The tool does things I could not reasonably build myself. It has its own data, deep integrations, ongoing maintenance, or capabilities that go beyond a chat interface.

2. JUSTIFY the classification in three to five bullets. Point to the specific features that earned the rating.

3. VENDOR QUESTIONS. List the three sharpest questions I should ask the vendor before subscribing. Include at least one question about data and one about what happens to my workflow if the underlying AI model changes.

4. FINAL ANSWER. One sentence: subscribe, try the free tier first, or replicate it yourself.

Be direct. UK English. Do not soften the verdict to be polite to the vendor.

Here is the marketing copy:

[PASTE THE TOOL'S WEBSITE OR PITCH HERE]