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AI SKILLS · Commercial intelligence
Check AI questionnaires & survey quality
Review AI-generated questions and results for bias, sampling limitations and unsupported generalizations.
Why this skill matters
AI accelerates research, but commercial decisions still need traceable evidence and human review.
What to learn
- Remove leading and double-barreled questions
- Define sample and recruitment limitations
- Check coding and conclusions against actual responses
Before you begin
Basic spreadsheet and business research familiarity
PUT IT INTO PRACTICE
Build a work sample
Draft a ten-question customer survey, manually revise biased wording, and audit an AI summary against a synthetic response set.
Evidence of progress
A revised questionnaire, sampling note and checked analysis.
This exercise is an original ToolGrail suggestion. Use public, synthetic, or approved data.
LEARNING RESOURCE
Check AI questionnaires & survey quality — vendor learning reference
SurveyMonkey · Resource checked 2026-11-13
Open learning resource ↗This may be documentation, a framework, or a training path. Product access, accounts, or paid licenses may be needed for hands-on exercises.
Tools you could practice with
Matched by related tasks. Use a tool you already have access to; these are examples, not course requirements.
ATool + MCPPricing not verified
AlphaSenseMarket intelligenceAI search across filings, broker research, expert calls and news.
Equity analysts and corporate strategy teams.
ATool + MCPPricing not verified
AluraE-commerce operationsEtsy research and shop tools for AI: products, shops, keywords, trends, your listings and orders.
ATool + MCPPricing not verified
AppHitlistMarket & company dataApp Store research: new winning apps, chart risers, revenue figures, complaints and Meta ads.
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