Find outperforming YouTube videos and newsletter advertisers
We tested Manus AI agents on real business tasks, CRM building, research, and lead gen. Task: The author used Manus AI agents to build a full-stack CRM for YouTube sponsorships and conduct market research. Inputs included specific business goals like tracking sponsor status and finding newsletter advertisers. Manus executed web browsing, database creation, and data extraction, while the human reviewed outputs and requested iterative improvements like Kanban views.; tools: Manus. Human role: The original post does not say how a person stayed involved.; limitations: Manus is best for MVPs and internal tools; complex customer-facing apps may need traditional development. Research accuracy is not perfect, with occasional misattributions or missing data. Scheduled tasks lack advanced conditional logic found in dedicated automation platforms like Zapier..
Tools
Published on Agent Work Atlas:
Overview
We tested Manus AI agents on real business tasks, CRM building, research, and lead gen.
Workflow
The author used Manus AI agents to build a full-stack CRM for YouTube sponsorships and conduct market research. Inputs included specific business goals like tracking sponsor status and finding newsletter advertisers. Manus executed web browsing, database creation, and data extraction, while the human reviewed outputs and requested iterative improvements like Kanban views.
Reported result
The CRM was built with drag-and-drop functionality and seven status stages, described as production-ready. Research agents identified trending YouTube topics and extracted advertiser data from newsletters. The author noted that while accuracy was high, some contact information was incomplete, requiring manual verification.
Human role
The original post does not say how a person stayed involved.
Limitations
Manus is best for MVPs and internal tools; complex customer-facing apps may need traditional development. Research accuracy is not perfect, with occasional misattributions or missing data. Scheduled tasks lack advanced conditional logic found in dedicated automation platforms like Zapier.
Try it
Act as a business automation specialist using Manus AI. I need to build a CRM for [replaceable: business type] and research [replaceable: target market]. First, create a sample CRM with fields for [replaceable: key data points] and a Kanban view. Second, browse [replaceable: source websites] to find [replaceable: number] potential leads or trends. Output the CRM code and a research summary spreadsheet. Before finalizing, run a dry test with dummy data and ask me to verify the accuracy of three sample entries. Do not publish or send any data until I confirm the sample is correct.
Source reports are not independently verified. Publication date is the catalog publication date, not the original article date.