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Competitors & sentiment

See who AI picks instead and the evidence behind how it describes each brand.

Example, using invented brands

What you see

Being named is only part of the picture. An answer may favour another product for price, features or a particular job. Competition brings those named alternatives and saved reasons together, so you can examine where your message is clear and where another brand is being recommended. Keep a defined competitor list for comparisons, and inspect other alternatives that actually appear in your saved answers.

  • Tracked competitor mentions alongside named alternatives from the same saved answers.
  • Share of voice and observed positions, with the underlying question and engine visible.
  • Six description dimensions: features, quality, price/value, ease of use, support and trust.
  • A radar view and a table of the same scores, with example quote or recommendation evidence.

Example, using invented brands

Who AI recommends instead

Example, using invented brands
  • 1. Northdesk45 answers

    “advanced workload planning”

  • 2. Bramblework36 answers

    “agency budget tracking”

  • 3. Tasklane (you)19 answers
  • 4. Clientloop14 answers

    “client communication”

How it works

Start with your brand domain, measurement language and country. Review the buyer questions before running a check. Optional brand context records what you do, key messages and facts AI should get right. Suggestions can help you get started, but you choose the questions and can keep, replace or skip near-duplicates. Once answers are saved, explore the report and open the evidence behind a finding. Weekly tracking reuses your saved questions and settings, so each check is comparable with the last.

What it doesn't do

Sentiment reflects what AI answers say, not customer reviews. Dimensions with fewer than three mentions show Not enough data instead of a score. We don’t guarantee a rank against competitors.

Questions and answers

A project supports up to 5 tracked competitors. The report also shows other named alternatives found in successful answers.

Fewer than three usable positive or negative mentions is not enough evidence for a score. Missing data is not zero and does not mean the brand performs poorly.

Your first check is free: up to 10 questions on 4 AI engines, no credit card. Weekly tracking, change alerts over time and the Slack summary are available to founding members during the beta; wider access is Soon. Nobody is charged during the beta.

Start with your brand’s first free check.