ask-a-humanRequest judgment from random humans when uncertain about subjective decisions. Crowdsourced opinions on tone, style, ethics, and reality checks. CRITICAL - Responses take minutes to hours (or may never arrive).
Install via ClawdBot CLI:
clawdbot install manuelkiessling/ask-a-humanGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 22, 2026
A marketing AI agent writes blog posts and social media content but is uncertain about the appropriate tone for different audiences. It uses the Ask-a-Human skill to crowdsource feedback on whether a draft is too formal, casual, or engaging, allowing it to refine content before publication based on diverse human perspectives.
An AI agent handling customer service inquiries encounters a sensitive complaint where the appropriate response involves ethical considerations, such as privacy or fairness. It submits a multiple-choice question to humans to gauge the most empathetic and ethical reply, ensuring alignment with human values while waiting for responses asynchronously.
A product management AI agent needs to decide which new feature to prioritize based on subjective user preferences. It asks humans to vote on options like 'improved UI' or 'new integration,' using the skill to gather diverse opinions from a random pool before making a recommendation to the product team.
An AI tutor creating educational materials is unsure if its explanations are clear and engaging for students of varying skill levels. It uses the skill to request feedback on wording and examples from humans, helping to adjust the style for better comprehension without delaying lesson delivery.
A branding AI agent develops taglines or campaign messages and needs a reality check to ensure they resonate with a broad audience. It submits open-ended questions to humans for qualitative feedback on appeal and appropriateness, using the responses to refine messaging strategies over time.
Companies pay a monthly or annual fee to integrate the Ask-a-Human skill into their AI agents, with tiered pricing based on usage limits such as number of questions per month or response speed guarantees. This model ensures steady revenue while providing scalable access to human judgment for AI decision-making.
Users are charged per question submitted to the human pool, with costs varying by question complexity, audience targeting, or required response count. This model appeals to occasional users or those with fluctuating needs, generating revenue based on actual usage without long-term commitments.
Large organizations purchase enterprise licenses that include advanced features like priority response times, dedicated human pools, or custom audience filters. This model targets businesses requiring high reliability and tailored integration, offering premium support and enhanced functionality for higher revenue.
💬 Integration Tip
Implement asynchronous polling with exponential backoff to check for responses without blocking operations, and always store question IDs in memory for later retrieval to handle the delayed nature of human feedback effectively.
Scored Apr 15, 2026
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