How to Set Quality Rules for AI Generated Content
Why Quality Rules Matter More Than Prompts
Most people try to control AI content quality through prompts. "Write a high-quality article" or "make sure the content is thorough and engaging." These instructions are too vague for the AI to act on consistently. What counts as thorough? What counts as engaging? Without specific criteria, the AI makes its own judgment, and that judgment varies from page to page.
Quality rules replace vague guidance with specific checks. Instead of "make it thorough," the rule is "every H2 section must contain at least 150 words." Instead of "make it engaging," the rule is "the first paragraph of every section must make a specific claim or answer a specific question." These rules produce consistent output because they are objective and measurable.
Categories of Quality Rules
Content Structure Rules
- Minimum and maximum word count per page (e.g., 1200 to 3000 words)
- Minimum words per H2 section (e.g., 150 words minimum)
- Required heading hierarchy (H1 followed by H2, no skipping to H4)
- Maximum paragraph length (e.g., no paragraph exceeds 5 sentences)
- Required table of contents for pages over a certain length
Content Quality Rules
- Banned phrase list (specific phrases the AI must never use)
- Every claim must include a specific detail (number, name, date, or example)
- No section may repeat information from another section on the same page
- Introduction must contain a direct answer or clear thesis in the first two sentences
- No ending summary paragraph that restates the article (end with a next step or recommendation)
SEO Rules
- Every page must have Article schema and BreadcrumbList schema
- Meta description must be between 140 and 160 characters
- H1 must contain the primary target keyword naturally
- Minimum 3 internal links to related pages on the same site
- At least one link back to the pillar page
- Image alt text must be descriptive and include relevant keywords where natural
Voice Rules
- No passive voice in more than 15% of sentences
- Contractions are required (don't, won't, can't) to maintain conversational tone
- No sentences starting with "It is important to note" or similar hedge phrases
- Technical terms must be defined on first use in customer-facing content
How to Build Your Rule Set
Look at your top-performing pages and identify what they have in common structurally. How long are they? How are they organized? What makes them better than your weaker pages? These patterns become the basis for your rules.
Review AI content you have produced and note the recurring issues. If the AI consistently writes vague introductions, add a rule about introduction specificity. If it overuses certain phrases, add them to the banned list. Every rule should address a real, observed problem.
"Write good content" is not a rule. "Every H2 section must contain at least one specific example, number, or data point" is a rule. If you cannot objectively determine whether content passes or fails the rule, it is not specific enough.
Beginning with 50 rules creates confusion and conflicts. Start with 10 to 15 rules that address your biggest quality issues. As you review output and find new patterns, add rules to address them. The rule set grows organically based on real problems rather than hypothetical concerns.
Quality rules that depend on humans remembering to check them will be skipped. Build the rules into your content pipeline so every page is checked automatically before publishing. Pages that fail any rule get routed to review. See How to Automate Content Publishing Without Losing Quality.
Rules That Actually Improve Quality
The most impactful quality rules are usually the simplest. The banned phrase list alone eliminates the most obvious AI writing patterns. The minimum section length rule prevents thin sections that add no value. The "no repeated information" rule forces every section to contribute something new. These three rules together produce a noticeable quality improvement on every page.
Avoid rules that constrain creativity without improving quality. "Every article must have exactly 5 H2 sections" forces a structure that may not fit every topic. "Every paragraph must be exactly 3 sentences" creates robotic uniformity. Rules should set minimum standards and prevent common problems, not dictate rigid templates that make every page feel identical.
Want to set quality standards that make your AI content consistently excellent? Talk to our team about building a rules-driven content system.
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