Two different evidence sources
Analytics available to an authorized account owner and public competitor research answer different questions. Use your own authorized analytics for the fields the platform makes available to you. Use public research to inspect other accounts’ accessible posts, captions, dates, visible counts and source links. A public counter does not reveal a competitor’s private retention curve or explain why a viewer left.
| Question | Owned analytics | Public research |
|---|---|---|
| Whose account? | An account you are authorized to analyze. | An accessible public competitor account. |
| What evidence? | The private and public metrics your authorized dashboard supplies. | Available public posts and counters with dated observations. |
| What limitation? | Metric definitions and availability depend on the platform. | Public counts do not expose private viewer behavior or causation. |
Combine the two carefully
- Use your own data to define a question, such as whether a change affected a measured outcome.
- Inspect public competitor examples for possible test ideas. High comments do not prove that a competitor avoided your retention problem.
- Compare compatible cohorts and state each ratio’s numerator and denominator.
- Keep alternative explanations, including age, format and distribution, attached to the observation.
- Test an original change and evaluate it with the relevant authorized evidence.
An illustrative comparison
A video with 100 comments and 10,000 recorded views has a comments-to-views ratio of 1%. This is illustrative arithmetic, not a measured TikTok benchmark. A higher ratio does not prove better retention, sales or unique audience engagement. A video’s neighbors provide context, not a randomized control group.
Keep the limits visible
Record the source URL, publication date and timezone, observation time, returned post count and date coverage. A public account may return incomplete data or no usable result. Missing fields remain unavailable. Views are not unique viewers, verified reach, watch time or conversions. A public post does not establish why a result occurred, and a mention does not prove a paid partnership.
Availability
V5 launches with Instagram research. This is an educational guide to public TikTok research, not an offer of new TikTok collection, a free paid report or an MCP integration. Existing customers retain their agreed terms. Contact support to confirm existing access; use current pricing for new V5 offers.
Common questions
Can I see a competitor’s private TikTok analytics?
This public-research workflow does not provide private account analytics.
Does normalization make two accounts equivalent?
No. A ratio can make a definition explicit, but account mix, observation timing and missing fields still affect interpretation.