If a sentence could appear on any competitor's site unchanged, it earns you nothing. Rewrite generic content until every line is something only you could have written.
By Christopher Foster-McBride, Founder, AI Knowledge Signal · Reviewed 2026-10-13
Why it matters
Generic content is invisible to AI systems for the same reason it's forgettable to readers: it carries no distinguishing signal. "AI is important for businesses" or "SEO helps you rank higher" could come from anyone, so a model has no reason to attribute it to you — and every reason to prefer a source that says something sharper. Generic copy also inflates duplication risk (Phase 3.4) without adding value.
The fix is a discipline, not a rewrite-for-its-own-sake: hold every page to three questions and replace anything that fails them with a specific, defensible claim tied to your framework.
What good looks like
Every line earns its place by being specific, clearer, or uniquely yours:
The page answers all three: What is new here? What is clearer here than elsewhere? Why cite this instead of a generic explainer?
Generic statements are replaced with specific, measurable claims tied to AI selection mechanics.
Listicles are rebuilt as structured frameworks with phases, drivers, and measurable outputs.
Filler — generic, repetitive, unsupported, or obvious sentences — is deleted.
What remains reads as expertise, not commodity content.
Step by step
Ask the three questions
For the page as a whole: What is new here? What is clearer here than elsewhere? Why would someone cite this page instead of a generic explainer? If you can't answer all three, the page needs real rewriting, not polishing.
Find the generic sentences
Read line by line and flag any sentence that could appear unchanged on a competitor's site. "Content marketing drives traffic", "we improve online presence" — these are placeholders, not content.
Replace each with a specific claim
Swap the generic line for a specific, measurable one tied to how AI systems actually behave. "SEO helps you rank higher" becomes "SEO improves visibility in search; GEO improves your odds of inclusion in AI-generated answers."
Convert listicles into structured frameworks
A "Top 10 trends" list is commodity content. Rebuild it as a structured framework with named phases, drivers, and measurable outputs — something with IP value (Phase 3.3).
Cut what survives as filler
Anything still generic, repetitive, unsupported, or obvious after rewriting should be deleted. A shorter page of real signal beats a long page of padding (and aligns with Phase 5.2 claim density).
Worked examples
1 Before / after: generic vs. specific
Each generic line replaced with a specific claim tied to AI selection mechanics.
Generic
Specific replacement
"AI is important for businesses."
"AI systems now determine which organisations are cited, not just ranked."
"Content marketing drives traffic."
"Content must now be structured for extraction and citation, not just for clicks."
"SEO helps you rank higher."
"SEO improves visibility in search; GEO improves your odds of inclusion in AI-generated answers."
"We improve online presence."
"We track how often your pages are cited for the 50 prompts that matter to you, and report it monthly."
2 Listicle → framework
The structural upgrade that turns commodity content into ownable IP.
Before
"10 AI Trends to Watch in 2026" — an aggregated listicle restating points available everywhere.
After
A structured framework with named phases, drivers, and measurable outputs — e.g. the 6-phase AI Knowledge Signal Framework, each phase with a defined intervention and a checklist.
Common mistakes
Mistake
Fix
Polishing generic copy instead of rewriting it
Replace the claim, don't reword it.
Sentences that could be on any competitor's site
Make them specific to your data, framework, or distinction.
Keeping a listicle because it's "useful"
Restructure it into a named framework.
Padding length with obvious statements
Cut filler; shorter and specific wins.
Vague value claims ("we help with AI")
State the measurable outcome you produce.
Limits of this advice
Specific claims must still be true and sourced — replacing a vague line with an unsupported number makes the page worse.
Not every sentence can be unique; connective and explanatory text is fine. The test applies to the claims.
Checklist
The page answers: what's new, what's clearer, why cite this
Generic sentences replaced with specific, measurable claims
Listicles rebuilt as structured frameworks
Filler (generic, repetitive, obvious) deleted
Every remaining line is something only you could have written
