An AI answer can sound right and still be out of date. Checking it by hand takes an hour you don’t have.
A chatbot will still answer without opening a page. Every answer here is backed by pages you can open.
The outcome
What you get
The links stay attached
Every claim links to its source.
A refusal when the web is thin
If the search does not support the answer, the reply says so. It does not smooth the gap into a paragraph.
Public sources only
It reads what anyone can open online, and keeps your private files out of it.
An answer you can keep
Save answers with their links for later.
Where it earns its keep
Use cases
A claim checked against this month
The question is whether a public statement is still true. The reply shows the pages, including one that contradicts it if that page exists.
A short answer before a meeting
The question is specific. The reply is short, with the links under it, so the room can open the page that matters.
Two public sources, side by side
The question asks for the disagreement, not a blend. The reply keeps the two pages apart and says where they differ.
The operating model
How it works
From first conversation to a system that runs itself.
Plan
We map how the work gets done today, including the calls only a person should make, and agree on it before anything is built.
Build
Built on Cloudflare and connected to the tools you already use, so nothing has to move.
Review
Tested on your real work from last week before any customer sees it.
Launch and run
We launch with close monitoring, keep it running, and you can change the rules at any time. It’s yours to keep.
The decision
How it compares
A chatbot, a researcher on staff, and a sourced answer are different levels of trust.
Off the shelf
Hire in-house
Abracadabra
What can be checked
Often nothing. The paragraph is the product.
Their notes, if they keep them.
The page under the claim.
When the source is missing
A fluent answer may still arrive.
They say they could not find it, or they fill the gap.
The reply says it could not find a page.
What it will not read
It depends on the product, and is easy to forget.
Whatever they can log into.
Public pages only. Private files belong in document search.
When you don’t need us
If the answer is already in your files, use them. For a casual question, a normal chat is fine.
A researcher is the right hire when the question needs interviews, judgment, or access that cannot be put on the public web.
The fit is a public fact, a real decision, and an unsourced paragraph that would be dangerous to trust.
Named work
Proof
The pirx.ca blogs
The blogs on pirx.ca are the public record of this kind of work: pages written to answer a question, with the search history kept on that portfolio note. This page does not repeat the figures. Open the note for the dated Search Console pull.