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PRODUCT RESEARCH · Workflow idea

Listen for recurring problems and keep each signal tied to its source.

For a product research purpose and public sources the team is permitted to review, collect relevant discussions and group them into tentative needs or pain points. Keep original links and dates, minimize usernames and personal details, distinguish a recurring theme from a representative market finding, respect source rules, and have a researcher validate context and seek broader evidence before making product or business decisions.

Make it yours See how it works ↓
A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A researcher begins a scoped public-discussion review
Produces
A source-linked theme summary with sample limits, uncertainty notes, and researcher review status.
Category
Reviews & approvals

01 / The starting point

A clear request.
A useful direction.

Approved search topics, permitted public discussions, and a documented research question

“Find possible customer problems without treating a small or self-selected sample as proof of demand.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Helps product teams organize public discussions into possible problem themes for follow-up research.

  1. Define the research question and source scope

    Choose relevant topics, date ranges, and permitted public sources before collecting material.

  2. Collect source-linked discussion examples

    Keep original dates and links while excluding unnecessary usernames or identifying details.

  3. Group recurring concerns as hypotheses

    Describe common themes without claiming they represent all customers or the wider market.

  4. Check context and sample limitations

    Review the original discussions for sarcasm, duplication, missing context, and selection bias.

  5. Approve follow-up research

    Have a researcher validate important themes with appropriate interviews or other evidence.

03 / The result

Something useful.
Something to build on.

A source-linked theme summary with sample limits, uncertainty notes, and researcher review status.

AmbactiWorkflow folio · 5 steps

Review public market problem signals

Reviews & approvals · Example outcome

The handoff

A source-linked theme summary with sample limits, uncertainty notes, and researcher review status.

Keep in mind

Public posts may be unrepresentative, sarcastic, or written for a different audience, and can contain personal details. Follow source terms, minimize identifiers, preserve context, label themes as hypotheses, and verify any consequential conclusion with additional research.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Document permitted sources and collection limits

Follow public-source terms and collect only what serves the stated research purpose.

Minimize personal identifiers

Avoid building profiles of individual contributors or retaining unnecessary account details.

Keep evidence and caveats together

Retain source links, dates, and sample limits beside each proposed theme.

Require research review before decisions

Treat discussion patterns as a starting point, not proof of market demand.

Keep exploring

Review product comparisons

Turn a product brief into a source-linked comparison of possible options for a shopper to assess.

Put your next idea to work.

Start with your brief. Make the process your own.

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