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Queries are the questions MentionLab sends to AI platforms. Tags group them so you can read results by topic rather than one question at a time.

Managing queries

Creating queries

Go to Project settings → Queries. You can:
  • Add one by hand — click New Query.
  • Import a spreadsheet — the upload icon opens Import queries. Columns are matched by header name: query, language, country, type, tags. Download the template from the dialog. Tick Only update tags associations to re-tag queries you already have instead of creating new ones. The file must be 5 MB or smaller, and every bad row is reported at once rather than one at a time.
  • Accept AI suggestions — during project creation, MentionLab analyses your website and proposes prompts.
Write queries the way a customer would. Instead of “Is Acme good?”, try “What is the best project management tool for remote teams?” — that is how people actually ask AI platforms.

Query properties

The country you pick decides which models can run the query — see Models Availability.

Bulk operations

Select rows, then use the Actions menu:
  • Add tags / Remove tags on many queries at once
  • Set type
  • Delete
With rows selected, the header button also changes to Launch partial analysis (N queries), which runs just those queries.
Deleting a query also removes its historical results.
There is no export button on this page. Query exports live on Project settings → Export data, as the Queries Summary export type.

Reading query results

The Queries analysis page grades every query: Each numeric column has a min/max range filter in its header. Click a row to open Query Analysis, which adds:
  • Six metric cards: Total Responses, Mention Rate, Avg. Sentiment, Source Rate, Shopping Rate and Ad Rate
  • Top Sources and Sources by Model
  • Response History — every individual run, with the full response text, entity chips, its source list and any Sponsored ads it carried
  • Entities Mentioned and Top Products

Query tags

Creating tags

Project settings → Queries → Tags. A query tag has a Name, a Color and an optional Group.
A tag or group name must not start or end with a quote or an apostrophe. Quotes inside the name are fine.

Tag groups

Tags can be filed into groups, so you can read a dashboard by category instead of one tag at a time. Manage them in the Tag Groups card at the bottom of the same page: New group takes a Name and a Color.
  • On the tags table, the Group column shows where each tag sits, and Move to group files a selection in one action. Pick No group (ungroup) to take them back out.
  • Deleting a group keeps its tags. They simply become ungrouped.
  • In the filter bar, each group is a heading you can select on its own: picking it filters by the union of its member tags. Expand the heading to pick individual tags, or use the Ungrouped bucket.
  • On the Overview, the Tags Summary card collapses each group into a single row.
Response tags have their own groups, managed the same way from Response Tagging → Tags.

Using tags

  • Overview — the Tags Summary card shows mention rate and average position per tag, rolled up by group.
  • Tags page — a full comparison table (Results, Mention rate, SoV, Avg. position, Sentiment) plus a Mention rate by tag trend chart. Click any row for a detail sheet with entity ranking and top sources for that tag.
  • Platforms page — the Tags performance heatmap breaks each tag down by model.
  • Filters — narrow any analysis page to specific tags.
Build tags around decisions you actually make: product lines, buyer personas, funnel stages, markets.

AND / OR mode

When you select one or more tags, or a tag group, in the filter bar, a mode toggle appears:
  • OR — responses matching any selected tag
  • AND — responses matching all selected tags (the default)

Response tags

Query tags label the questions. Response tags label the answers — useful for patterns you only recognise once you read the response (“recommends us”, “competitor only”, “mentions pricing”). Manage the definitions at Project settings → Response Tagging → Tags, and apply them to individual responses at Project settings → Response Tagging → All responses.

Matching mode

Unlike query tags, a response tag has a Matching mode:
  • Exact (default): the answer contains the tag name, word for word. Case and punctuation do not matter.
  • Semantic: the answer is about the topic. An AI reads each answer and decides from the tag’s name, its Description and what it Does not cover.
When you create or rename an exact tag, MentionLab matches it again on the answers of the last 180 days, in the background. This replaces the tag’s links on those answers, including links added by hand.

Semantic tags

Use a semantic tag for a topic that answers can word in many ways, such as “mentions pricing” or “recommends a competitor”. The tag name alone does not decide: an answer can contain the name and still not match. A semantic tag has two extra fields: Leave a field empty and click Auto-fill: it drafts the empty fields from the tag name and your other tags. Read the draft before you save.
Keep one topic per tag. When two tags are close, name each one in the other’s Does not cover field.
A project can have up to 75 semantic tags. Exact tags have no limit.

New and past answers

New answers are tagged as they arrive. Creating a semantic tag, editing its card or switching a tag to semantic does not change past answers. The Tags page then shows which tags changed since past answers were classified. Click Re-sync past answers to apply the changes to them:
  • You can re-sync once every 7 days per project. The page shows when the next re-sync is available.
  • A re-sync covers the answers of the last 180 days, up to the 100,000 most recent. Older answers keep their current matches.
  • It replaces the links of the changed tags, including links added or removed by hand.
  • It runs in the background and can take a few hours on large projects. You can leave the page.
  • If a re-sync stops before it finishes, click Start again. A re-sync that stopped does not use up your weekly re-sync.
Edit all your tags first, then re-sync once. One re-sync covers every tag that changed.
Response tags work as filters everywhere query tags do — they sit in the Filters popover rather than the main bar, with their own AND/OR toggle.