Introducing the Cosine Similarity Maximiser: rewrite content to match a query
The Cosine Similarity score tells you how well a piece of content matches a buyer query. The Cosine Similarity Maximiser does something about it.
Two inputs, one click
The form is intentionally small:
Content to Optimize — paste the page, section, or paragraph you want to lift
Target Search Query — the buyer question you want the content to match
Hit Optimize Content and XLR8 produces a rewrite of the content tuned to raise its cosine similarity against the query — without changing the meaning or your brand voice.
The results panel is the receipt
Every run returns three things in plain sight:
Initial Similarity — the cosine similarity score of the content as you submitted it
Optimized Similarity — the score of the rewritten version
Improvement — the delta in percentage points, called out as a chip so you can see at a glance whether the rewrite was worth it
If the improvement is too small to matter, that's useful information too — it usually means the content is already well-aligned and the work should go somewhere else.
Side-by-side original vs. optimized
Below the results panel, you get the rewrite side-by-side with the original — Original tagged on the left, Optimized (with a green chip and a copy button) on the right. The optimized panel restates the target query at the top so reviewers can see what the rewrite was tuned against.
The copy button on the optimized side is one click to paste into your CMS. Nothing is published from the platform.
Why it matters
Most rewrite tools throw a new version of your text at you and leave you to guess whether it's actually better. The Maximiser shows the math — and only ships a rewrite when the numbers say it's an improvement. If the score doesn't go up, the rewrite isn't shown.
Available today
Find it under Content Optimization → Cosine Similarity Maximiser. Pair with Content Alignment (which tells you whether a page needs optimizing in the first place) and pull target queries from your Experiments.
