Passage–query similarity
max over p of cos(q, p)
For each target query, the score of the best passage on the page, before and after.
The Information Retrieval Specialists
Implementation · Retrieval-Focused Page Architecture
Modern search and AI systems retrieve passages, not whole pages. We restructure your most important service pages so that, for every target query, a self-contained passage exists that answers it and scores well against it.
The retrieval problem
Retrieval systems split pages into passages and score each passage against the query. A page that spreads its key facts across marketing paragraphs, tabs and PDFs often has no single passage that matches what the buyer asked. It reads well to a person and scores poorly to a machine.
What we measure
Each is calculated for your pages and your competitors', against the same buyer queries, before anything is changed.
max over p of cos(q, p)
For each target query, the score of the best passage on the page, before and after.
facts in passage / facts needed
Whether the passage that matches a query also holds the facts needed to answer it.
facts in indexable text / facts on page
How much of what matters is in text a system can read, rather than images, tabs or PDFs.
The work
Write one self-contained passage per target query, with the answer and its supporting facts together.
Use headings that state the question or topic each section answers.
Move scope, locations, credentials and specifics out of PDFs, images and tabs into indexable text.
Merge or split pages so that each one has a single, clear job.
Deliverables
The agreed service pages, rewritten and restructured for retrieval.
Which passage answers which query, for every page in scope.
Passage–query similarity for every target query, measured both times.
How it starts
Answer six short questions about your business. We read every application.
Free. We show you two or three verified retrieval weaknesses in your market.
A measured diagnosis of one service category, and a prioritised roadmap.
The roadmap carried out, then re-tested against the same measures.
Yes. Clear, specific, well-organised passages are easier for people to read too. We remove vagueness, not your voice.
The roadmap in the Retrieval Opportunity Report sets out which pages matter most and in what order.
Free 15-minute consultation
Apply for a free 15-minute consultation
We reply within one business day, and usually within the hour.