MixerMind

Ask your brand data a question

Ask in plain language, in your own language, across survey data, spoken media and AI visibility. Every number in the answer comes from your Brand Signal, and an independent model checks each figure against it.

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How an answer is produced

Your question becomes data queries

Ask in plain language, in your own language. MixerMind knows your metrics, brands, competitors, markets and filters, and plans the queries that answer the question.

Example. Question: How has Nova's trust moved among 25–34s since June? MixerMind plans it as three data queries: Metric · group · market: Trustworthy · 25–34 · Sweden; Period: Jun → Sep 2026; Comparison set: Northwind, Solace, Kestrel.

Queries run on live tracker data

You see the status as it plans, queries and analyses. Every figure comes from the data in your Brand Signal: respondent-level survey data, and spoken media and AI visibility where you have them.

Example. MixerMind plans, queries and analyses; every figure comes from respondent-level data. Trustworthy · 25–34: Nova 58%, Northwind 63%, Solace 51%, Kestrel 44%. Sweden · Jun → Sep 2026 · n = 412.

An independent model checks the numbers

When the answer is ready, an independent model checks every figure in it against the data the queries returned, and the answer shows whether it passed.

Example. An independent model re-runs the same queries; all 4 figures match before the answer is shown.

Tables, charts, narrative and follow-ups

Results arrive as tables or trend charts with a short narrative of the key findings. Follow-up questions are suggested, or ask your own. Download the table or copy the answer into your documents.

Example answer, as a chart, a table and bars. Nova is up 6 points since June, the largest move in the set. Nova gained 6 points. No other brand moved more than 2. Northwind still leads on 63%. Nova is second, 5 points behind. Sweden · Jun → Sep 2026 · n = 412.

When the data is too thin, it says so

If too few people in a group answered, MixerMind does not guess a figure. It tells you the sample is too small and suggests a broader question: a wider region, a longer period or a larger age group.

Example. Question: How do 18–24s in Gothenburg rate Nova on trust? Answer: Only 38 people in this group answered. That is too few for a reliable figure, so there is none. Suggested instead: West Sweden, 18–24, Gothenburg, Jul–Sep. Follow-up: West Sweden, 18–24. Answer: Nova is up 3 points among 18–24s in West Sweden since June.

What an answer looks like

Ask for Nova's funnel and the answer comes back as the same cards the platform shows, with a short narrative and the source. Nova is a fictional brand and the figures are illustrative.

Brand funnel · Nova

Example
  • Aided awareness

    Rank #20

    43%

    +3vs last period

    Trend, 12 periods: 35, 36, 36, 37, 38, 38, 39, 39, 40, 41, 40, 43.

    Share who recognise the brand in a list of brands.

    Sep 2026 · Rolling 3 months

  • Consideration

    Rank #21

    18%

    +3vs last period

    Trend, 12 periods: 13, 13, 14, 14, 14, 15, 15, 16, 16, 15, 15, 18.

    Share who have the brand on their short list.

    Sep 2026 · Rolling 3 months

  • Penetration

    Rank #21

    7%

    +2vs last period

    Trend, 12 periods: 4, 4, 5, 5, 5, 5, 6, 6, 5, 5, 5, 7.

    Share who bought or used the brand in the last 12 months.

    Sep 2026 · Rolling 3 months

  • Preference

    Rank #19

    10%

    +1vs last period

    Trend, 12 periods: 7, 7, 8, 8, 8, 8, 9, 9, 9, 9, 9, 10.

    Share who prefer the brand over the others they consider.

    Sep 2026 · Rolling 3 months

Every number is real

Four things hold for every answer, whichever signal you ask about.

MixerMind
▍
  • Every metric, rank and percentage traces back to a query on the data in your Brand Signal.

Market context, when you ask for it

Switch on web search for competitor news and market trends, each with its source and kept apart from your tracker data.

Example. With web search on, MixerMind adds market context under the tracker answer, each point with its source: Nova's two-year warranty got wide coverage in retail press. (Nordic Retail Weekly · 2 Oct) Northwind cut prices on its core range in September. (Northwind press release · 9 Sep)

Questions teams ask MixerMind

Start with one signal or ask across all three. Each answer shows its source, market, period and sample.

  • Perception

    01/12

    How does Nova compare with competitors on brand perception?

    Northwind63%
    Nova58%
    Solace49%
    Kestrel41%

    Nova is second of four on Trustworthy. Northwind leads by 5 points.

    Verified · Wave Sep 2026 · Sweden · n = 1,500

  • Perception

    02/12

    What changed for Nova in September compared with August?

    43%+3vs August

    Aided awareness rose 3 points to 43%, and consideration rose 3 points to 18%.

    Verified · Wave Sep 2026 · Sweden · n = 1,500

  • Perception

    03/12

    Is Nova's brand strength growing this year?

    Northwind56%Nova53%

    Yes, by 7 points since January. Northwind is flat and still leads by 3.

    Verified · Wave Sep 2026 · Sweden · n = 1,500

  • Conversations

    04/12

    In which channels is Nova mentioned the most?

    Podcasts46%
    Radio31%
    TV15%
    Video8%

    Podcasts carry almost half of Nova's mentions this quarter. Radio comes second.

    Verified · Jul–Sep 2026 · Sweden · 1,240 mentions

  • Conversations

    05/12

    Is the tone around Nova getting better or worse?

    Category50%Nova63%

    Better. Positive mentions rose 9 points over the quarter. The category stayed near 50%.

    Verified · Jul–Sep 2026 · Sweden · 1,240 mentions

  • Conversations

    06/12

    How much of the category conversation is about Nova?

    Northwind34%
    Nova27%
    Solace22%
    Kestrel17%

    27% of category mentions are about Nova, second after Northwind.

    Verified · Jul–Sep 2026 · Sweden · 4,580 mentions

  • Visibility

    07/12

    Which attributes do AI systems link to Nova?

    Affordable64%
    Easy to use41%
    Reliable22%
    Innovative9%

    AI answers mostly call Nova affordable and easy to use. Innovative rarely comes up.

    Verified · Sep 2026 · Sweden · 300 AI answers

  • Visibility

    08/12

    Do AI assistants recommend Nova more often than last period?

    31%+2vs last period

    Yes. Nova is named in 31% of recommendation answers, up 2 points on last period.

    Verified · Sep 2026 · Sweden · 300 AI answers

  • Visibility

    09/12

    Which brands do AI assistants recommend in the category?

    Northwind58%
    Nova31%
    Solace24%
    Kestrel12%

    Northwind is named in more than half of the answers. Nova comes second.

    Verified · Sep 2026 · Sweden · 300 AI answers

  • Cross-signal

    10/12

    Why did trust move in Q3? Is it the same in Conversations?

    Positive mentions63%Trustworthy58%

    Trust rose 4 points in the panel. Positive mentions of reliability rose in the same weeks, mostly in podcasts.

    Verified · Wave Sep 2026 · Sweden · n = 1,500

  • Cross-signal

    11/12

    Do AI answers say the same about Nova as the panel does?

    AI answers64%
    Panel48%

    Not quite. AI answers lean harder on price than people do.

    Verified · Sep 2026 · Sweden · n = 1,500 · 300 AI answers

  • Cross-signal

    12/12

    Did consideration move when Nova's podcast mentions rose?

    18%+3vs Q2

    Yes. Consideration rose 3 points in the quarter Nova's podcast mentions doubled. The two moved together, which is not proof that one caused the other.

    Verified · Wave Sep 2026 · Sweden · n = 1,500

Examples with a fictional brand, Nova. Figures are illustrative.

Built for different ways of working

Brand, marketing, insights and agency teams ask different questions of the same data. MixerMind answers each of them from the same source.

CMO

“Which position is credible for us to own?”

Keep a continuous view of the brand and market, explore what is driving change and use the same data to steer the next decision.

  • Brand strength
  • Positioning
  • Audiences
Card 1 of 4

Security and data handling

Your research data stays yours. It is never used to train AI models, and every question and data query is logged.

Never used to train AI models.

Google Cloud, Vertex AI in EU regions by default.

Queries on your Brand Signal data, shown with source and sample.

Same login and permissions as Brand Signal.

Questions and data queries are logged.

A separate AI model checks the figures.

A faster model, or one built for deeper reasoning.

In the product: “MixerMind can make mistakes. Your data is never used to train AI models.”

What clients say about Brand Signal

Riverty
“Odyssey provides us with continuous insights into how the e-commerce landscape is evolving in selected European countries.”

Johan Rönnerman

Executive Vice President, Riverty

E.ON
“Energy Signal is a new approach to insight work in our industry and a strong complement to our own research. Above all, it helps us conduct clear competitor analyses and understand new players.”

Ola Sandberg

Head of Insight and Foresight, E.ON

Giva Sverige
“For every individual donor organization it is important to understand its challenges and opportunities based on its position, and that is where Fundraising Signal plays a vital role.”

Charlotte Rydh

Secretary General, Giva Sverige

One competitor set behind every answer

MixerMind asks across every source in Brand Signal, and every source tracks the same brands people choose between in your category. So an answer compares like with like.

Tracking, segmentation and positioning share the same respondents and brands, so one answer can move between them.

Outputs and exports

Every answer comes back in a form you can use and take with you.
Tables
Figures by brand, segment or period, ready to download.
Charts
Trends over time and comparisons with competitors.
Narrative summaries
A short write-up of the key findings.
Follow-up suggestions
Next questions to ask, or ask your own.
Copy and download
Copy tables and answers, and download tables as CSV and charts as images.
Saved questions
Star the questions you ask often in the question library and run them again.

Common questions about MixerMind

MixerMind queries the data in your Brand Signal for every answer: respondent-level survey data, and spoken media and AI visibility where you have them. Every metric, rank and percentage traces back to it, and answers come with the source, market, wave and sample.
MixerMind does not estimate figures. Every number comes from a query on your data, and an independent model checks each figure against the query results. It can still make mistakes, so every answer shows the source, market, wave and sample for you to verify.
No. Answers are built on collected responses from real people in representative panels. MixerMind does not add synthetic respondents or modelled predictions to the data.
No. Your brand data is never used to train AI models, and it is not shared with other customers. Processing runs through secure Google Cloud infrastructure, with a full audit trail of every query.
Ask in your own language, or whichever you prefer. MixerMind answers in the same language, or in the one you ask it to use.
Yes. MixerMind works across Perception, Conversations and Visibility in the same data model. One question can compare what the panel says with what is said in spoken media and how AI systems describe the brand. See the whole platform.
You can choose between a faster model and one built for deeper reasoning. We evaluate new models continuously, so the options may change.

Bring a question you want answered

Nova and the other brands are fictional. Figures are illustrative.

WhoSverigeWhatNovaWhenSep 2026 · Smoothed (3)ShowStandardSave this view
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