How We Test Every Prompt
A prompt is only useful if it works on a real product. Here is exactly how a workflow earns a place on BrainyPrompts.
Last updated: September 19, 2026
Our 7-Step Process
Every workflow goes through the same steps, in the same order.
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Research the real use case
We start with a task sellers actually do: writing a product description, a Facebook ad, an abandoned cart email or a lifestyle photo brief. We check how the task is done on each platform and what the platform allows.
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Draft with context and variables
We write the prompt with a role, an audience, constraints and an exact output format, and we turn the parts that change (product, audience, tone) into clear [Variables].
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Test with real product inputs
We run the prompt in the tool it is written for (ChatGPT, Claude or Midjourney) using different products and niches, not one convenient example.
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Score it against our checklist
We review the outputs against the criteria below. If the prompt fails, we rewrite and test again until it passes.
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Human review and edit
A person reads the final workflow, the sample output and the before/after comparison, and removes anything unclear or misleading.
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Publish with a Verified badge
The workflow goes live with its tool and date noted. The Verified badge means it passed this process.
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Re-test when tools change
AI models are updated often. When a major update changes results, we re-test affected workflows and update or retire them.
What We Check
Five criteria decide whether a workflow is published.
Specificity
Does the output fit the inputs, or could it describe any product?
Pass: Output is clearly tailored to the product and audience.
Output structure
Does the AI follow the requested format (HTML, JSON, bullets, character limits)?
Pass: Format is followed without manual fixing.
Repeatability
Does it work across different products and niches?
Pass: Quality stays consistent with varied inputs.
Platform compliance
Does the output respect marketplace and ad-platform rules, such as prohibited claims?
Pass: No obvious policy red flags in typical outputs.
Ease of use
Are the variables clear, and is the workflow easy to fill in?
Pass: A new user can complete it without guesswork.
What “Verified” Means (and Doesn’t)
A Verified badge means a workflow passed the process above, with the AI tool named on the card, on the date shown.
Verified is a quality check, not a guarantee
Limits you should know about
- AI output varies from run to run, and models change. Results can differ from our tests.
- We test prompts, not your store. Always review the output and make sure claims are accurate before you publish.
- Marketplace and ad-platform rules change. Check the current policy for Amazon, Shopify, Meta and others.
- We cannot promise sales, rankings or revenue. Workflows are tools that save time and improve drafts.
Corrections
If a workflow stops working or contains an error, let us know. We investigate, then fix, re-test or remove it. Read more about how we earn money in our Affiliate Disclosure.