Start with the question
Write down the public research task first: understanding a company, reviewing an available profile or finding posts about a topic. These differ from private messaging and account management, which need their own authorization and controls.
A workflow you can check
Use the following steps as a small acceptance test. Keep the underlying observations with your notes so someone else can review the conclusion.
- Test known public company and profile URLs before discovery searches.
- Check post identifiers, links and retrieval times.
- Document whether discovery uses an external index.
- Treat commenter lists as samples unless completeness is explicitly demonstrated.
Interpret the evidence
MARqentic’s six LinkedIn tools are public research implementations with live verification pending. Search uses Google-indexed posts and commenters are samples. The service does not make those results equivalent to a complete LinkedIn search or an authenticated account’s private data.
A prompt to adapt
Replace the inputs with your own approved examples. Ask the assistant to explain its scope before starting research.
Evaluate this LinkedIn research sample. Preserve source links, identify indexed-search and commenter limits and produce a company brief that does not infer private relationships or complete coverage.