Truthbubble

TruthBubble Network · in development

Follow the claims. Understand the connections.

Look beyond individual posts to understand the evidence, sources and framing patterns shaping the information we encounter.

Planned product · not yet available

Creator profiles are in development.

We're building an evidence-based way to explore documented claims, sources and context across public information. There are no verified creator research records or functioning creator profiles to explore today.

A future research tool

An information network, built from documented claims.

The long-term idea is to connect who made a claim with what was said, what the evidence establishes, how it was framed, where it was repeated and which sources it cites. Any connections would need to be documented and understandable.

01

See what was checked.

Explore individual claims, their factual findings and the evidence behind each assessment.

02

Understand how a story is told.

Look at the context included, what may have been left out and whether conclusions are supported by the facts.

03

Follow the sources.

Explore the articles, documents, research and other evidence connected to examined claims.

04

See how information travels.

Over time, the Network aims to document how claims are cited, repeated and amplified across creators and information sources.

Documenting these wider information pathways is a future goal, not a current feature.

How to read a pattern

Patterns matter. So does the sample.

A single post doesn't tell you everything about a creator or publication. TruthBubble Network aims to show the claims examined, the period covered and the evidence available, so any observations can be understood in context.

  • Assessments apply to documented content, not a person's overall character.
  • Sample size and research period shape what a review can establish.
  • A missing review is not a negative verdict.
  • A misleading impression does not establish deliberate intent.
  • Political or ideological views are not reliability scores.

Research planning

A small Instagram pilot is planned.

Our initial plan is a limited research pilot focused on public Instagram content, using documented checks and clearly explained sampling limitations. This is planned work, not completed coverage or a promise of comprehensive profiles. No creators are named or rated here because verified research records are not available in this project.

A wider network is a long-term ambition.

Future research may extend beyond creators to commentators, news publishers and channels, with documented source relationships, claim histories and information pathways. These are areas for future work, not databases or services currently available on this website.

The founding principle stays the same: question what you believe, not just what you doubt.