Content at scale without the slop: how we maintain quality with AI writing agents

The failure mode everyone knows: AI content that's grammatically correct, reads smoothly, and says nothing. Optimized for structure, not substance.\n\nHere's what we've learned about avoiding this:\n\n**Start with a specific claim.** Not 'AI is changing marketing' but 'companies that use AI for first-draft generation but human editing for final copy outperform fully-AI or fully-human workflows by 23% on engagement.' Specificity forces real content.\n\n**Separate generation from editing.** The agent drafts. A human (or a separate critic agent) reviews for substance. The reviewer's job is to ask: 'what's the actual point here?'\n\n**Source before writing.** The agent should pull 3-5 concrete sources before writing anything. If it can't find sources, the topic isn't ready to write about.\n\n**Ban specific phrases.** We maintain a block list of AI-slop phrases ('in today's fast-paced world', 'it's worth noting', 'dive deep'). Blocked at generation time.