Quattr MCP at work · Content refresh
Which content should you refresh first?
Refresh the pages that can win clicks back, not the ones that lost the most. A page whose searches disappeared cannot recover them; a page still shown and still ranking, yet clicked less, can. Rank candidates by impressions still arriving. In the video, that reordering put three quiet help articles ahead of the famous blog post.
The recording below is the whole workflow: 3 ordinary questions, asked in an AI chat with Quattr connected.
Your biggest loser is not your best refresh.
◐ Recreated from an anonymized sessionReorder your own refresh list
This run
In this video, it reorders a refresh list by the clicks each page can still win back.
What the run returned
The numbers set the scope of the problem; the decision names the work that moves it.
Run the same analysis in a Quattr-connected AI chat
Three prompts, copied exactly as written; the video shows what comes back.
Requires the Quattr MCP connection to read your organization's data. The prompt alone will not return your numbers.
- Prompt 1 Which of our pages quietly lost clicks this quarter?
- Prompt 2 Don't just look at clicks. What happened to their impressions and rankings?
- Prompt 3 Reorder the list by what a refresh can win back.
How Quattr produced the answer
An ordinary question, answered from your own named sources.
Quattr MCP is the read-only bridge between your AI client and Quattr's connected search data and analytical tools. Agents and Skills turn those tools into repeatable search work.
How the Quattr MCP works → See these sources joined in one answer →
How do you choose refreshes that pay back?
Five parts of choosing well; each with the sign to read and the move that follows.
01Start from the pages that lost clicks
A refresh plan needs candidates, and comparing every page against last quarter surfaces each one that slipped, famous or quiet. You will see a list sorted by clicks lost, usually topped by a well-known page everyone already wants to rewrite. The move: treat that order as a starting point, not a work order.
02Check whether the searches still exist
Impressions show how often search still displays a page, and a refresh can only win clicks from people still searching. You will see some losers with impressions down by half, which means the demand itself left. The fix: split the list into lost demand and lost clicks before anyone commits the quarter.
03Check whether the page still ranks
A page that kept its position while its clicks fell is losing the click on the results page itself, and content can fix that. You will see pages still ranking in the top ten with clicks down by a third or more. The fix: rewrite what the searcher sees first, the title and the opening answer, and bring the details up to date.
04Reorder by what a refresh can win back
Recoverable clicks come from the impressions still arriving and the clicks the page used to earn, so pricing each page changes the order. You will see famous losers sink toward the bottom while quiet pages that are still shown and still ranked rise to the top. The move: work the reordered list from the top and let the biggest loser wait its turn.
05Spend nothing on vanished demand
When searches for a topic halve, no edit brings the searchers back, so a rewrite there mostly buys disappointment. You will see refreshed pages on faded topics stay flat while refreshes on still-searched topics pay back within weeks. The fix: give faded topics a light touch or a redirect, and put the writing time where searchers still are.
Transcriptmachine-transcribed · corrected for product terms
0Every quarter, a content team writes a refresh list, and almost everyone is sorted the same
7way by what lost the most.
10Here is why that order wastes the quarter.
14So we start with the list itself.
17Which pages quietly lost clicks over the last three months?
21It compares every page against last quarter and ranks the ones that slipped biggest loss
27first.
31And on top sits the famous blog post down 1500 clicks.
36That is where the refresh quarter would normally go.
40Every one of these pages used to earn more than it does today.
45The question is which of them can earn it again?
50So before anything gets refreshed, we look past clicks, what happened to impressions,
56and what happened to rankings?
59It pulls impressions and average ranking for every page on the list beside the clicks
1:05each one lost.
1:09And not one of them lost its ranking.
1:11What splits the list is impressions.
1:14The blog posts are shown half as often as before.
1:17The help articles are shown as often as ever.
1:22Loss for the blog topics dried up, so that loss is mostly gone for good.
1:27The help articles still rank where they always did, still get shown, and get clicked less.
1:32Those clicks are winnable.
1:36Which means the list can finally be put in its real order, not by what was lost, by what
1:41comes back.
1:43It prices each page by how often it is still shown, and the clicks it used to earn when
1:49it was shown.
1:52And the famous post falls to the bottom of its own list.
1:55Three quiet help articles take the quarter instead.
2:00About 2100 clicks a quarter.
2:03Winnable without writing a single new page.
2:05A refresh cannot bring searches back.
2:08It wins clicks from the people still searching.
2:13The biggest loser was never the best refresh.
2:16That is the Quattr MCP.
2:18It orders the list by what comes back, not by what was lost.
Frequently asked questions
Were the numbers in the video real?
This video is recreated from an anonymized session: the interaction is faithful to a real run on a connected account, and the figures shown have been changed or are illustrative rather than a customer’s own numbers.
Can the Quattr MCP build this refresh list for my site?
Yes. Connect Quattr to your AI chat once, then paste the three prompts above. The same sequence runs on your own numbers: pages losing clicks, their impressions and rankings beside the losses, and the list reordered by what a refresh can win back.
How does it estimate what a refresh can win back?
It prices each page from the impressions still arriving and the clicks the page used to earn at its position, so pages whose searches faded drop to the bottom. The video's card labels the result as modeled, before the AI Overview discount. It is an ordering tool, not a promised click count.
Where do these prompts run?
In any AI chat that can use connectors (the standard is called MCP). The prompt never names Quattr; the connection is what routes the question to your data, which is why it reads like an ordinary question.
What data can the Quattr MCP read?
Search Console clicks, impressions and rankings, web analytics, paid search, search market share against competitors, AI visibility across assistants, and Core Web Vitals. Every answer is pulled live from the connected account, so the numbers match what your dashboards show.
Reorder your own refresh list
Connect Quattr once and these prompts read the quarter's losses next to impressions and rankings, and rank each page by the clicks a refresh can win back.
Read-only · OAuth 2.1 · existing Quattr permissions · no API keys