Ad Angle Miner

Dig through customer voice data — reviews, Reddit, support tickets, competitor ads — to extract the specific language, pain points, and outcome desires that make ads convert. The output is an angle bank your team can pull from for any campaign.

Core principle: The best ad angles aren't invented in a brainstorm. They're extracted from what real people are already saying. This skill finds those angles and ranks them by strength of evidence.

When to Use

• "What angles should we run in our ads?"
• "Find pain points we can use in ad copy"
• "What are people complaining about with [competitors]?"
• "Mine reviews for ad messaging"
• "I need fresh ad angles — not the same tired stuff"

Prerequisites

• Environment variable: APIFY_API_TOKEN — required for review scraping and Reddit scraping
• Web search access — your AI agent must support web_search or equivalent for Twitter/X and competitor ad lookups