SoTrace

Product

Hear what to build next, in their words

The most useful feedback never reaches your board. It is a sentence in a thread about something else. SoTrace reads every mention for intent and groups the recurring ones, so a pattern is something you can point at.

The same ask, said six different waysScattered quotes drift together and snap into one labelled theme whose count rises as each new phrasing joins it, while unrelated mentions drift away.

The problem

The feedback you act on is the feedback that was easiest to give

Feature request boards are filled by the small minority of users willing to create an account to complain politely. Everyone else says it once, in passing, in a thread about something else, and never repeats it. That silent majority is where the pattern lives, and because it is scattered across platforms and phrased six different ways, it never accumulates into anything a roadmap meeting will take seriously.

  • The loudest customer wins the roadmap

    One well-argued email outweighs forty people who mentioned the same thing casually, because only the email is written down anywhere.

  • The same ask does not look like the same ask

    Phrased as a joke, a workaround or a comparison to a competitor, one request reads as six unrelated comments, so nobody counts it.

  • Friction reaches you as support volume

    By the time confusion shows up as tickets, it has already cost you the users who quietly gave up instead of asking.

The solution

How SoTrace solves it

  1. 01

    Read for intent, not keywords

    A request phrased as a joke is still a request. Classification runs on meaning, so sarcasm and comparisons land in the right bucket.

  2. 02

    Group the same ask, said differently

    Fourteen people asking for one thing in fourteen ways read as one theme with a count, instead of fourteen unconnected mentions.

  3. 03

    Take the evidence with you

    Send the theme to Jira or Linear with the quotes attached, so the case for building it survives the meeting.

What changes

Before and after, for the team doing the work

Without SoTrace

  • Priorities follow whoever was loudest, not whoever was typical
  • One request scattered across six phrasings is never counted
  • Confusion is discovered once it has become support volume

With SoTrace

  • Recurring asks with a count and the quotes behind them
  • Friction spotted before it turns into support volume
  • Roadmap arguments that arrive with their evidence

Questions

What teams ask before they switch

How are mentions grouped into a theme?
Each mention is classified by what it is asking for rather than the words it used, so posts describing the same need in different language are collected under one theme with a count and the original quotes.
Can we get the underlying mentions, not just the summary?
Yes. Every theme keeps its mentions, each with its author, platform, reach and a link back to the original post, so a claim about demand can always be checked.
Does it work for mentions that never name us?
Keywords are not limited to your brand name. Track the problem, the category or a competitor and the same classification runs over those conversations too.
Can findings be pushed into our tracker?
Matched mentions can be routed to Jira, Linear or any endpoint through a webhook, so a theme becomes a ticket with its evidence attached rather than a screenshot in a document.

The same feed, another question

Find out what the internet already knows about you

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