Evidence · first-party tested
The ad can be generated end-to-end, but the output still feels template-based and needs manual caption work, so it is not fully ready as a paid ad without follow-up polish.
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Vidnoz caption edit.png


The observation
The ad can be generated end-to-end, but the output still feels template-based and needs manual caption work, so it is not fully ready as a paid ad without follow-up polish.
Criterion: Ad-readiness · Scenario: FutureSmart AI – SaaS
Query this
get_evidence({
tool: "vidnoz-ai"
})MCP · mcp.aidemos.com/api/mcp
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