Begin with a decision and a defined scope
A proposed industrial site requires an understanding of territorial expectations. A change in ownership raises questions about confidence in strategy. International expansion requires a distinction between global recognition and local legitimacy. A broad question such as “what is our image?” often produces findings that are difficult to act on.
Agree the decision, audiences, countries, period and available resources. State what the audit will not establish. Public material alone cannot reveal what all employees or customers think. For a foreign group entering France, separate the reputation of the parent, the local entity and the sector: recognition of one does not prove trust in another.
Build a corpus whose limits can be explained
The evidence may include company publications, media coverage, institutional documents, public contributions, interviews and authorised internal data. Date and classify each source. A corporate claim is not independent confirmation of that claim; an isolated comment is not a representative population sample.
Explain the selected languages, outlets, search terms, period and treatment of duplicates. Document how interviewees were chosen. These choices determine what can reasonably be inferred and allow the findings to be challenged or repeated. A large corpus does not compensate for a poorly defined question.
AI responses can form a separate workstream. Retain the questions, systems, dates, cited sources and repetitions. Results describe what the tested tools produced under those conditions. They do not by themselves measure public opinion or establish a permanent ranking across assistants.
Separate visibility, understanding, confidence and decisions
High media presence can coexist with poor understanding. Improved tone can coexist with unresolved concerns among partners. Avoid collapsing these dimensions into a single score too early. The AMEC evaluation framework offers a useful distinction between communication activity and intended effects.
Belief System proposes asking what is visible, what is understood, what is believed and what influences a decision. For each dimension, record available evidence and missing information. Qualitative examples should explain the meaning of quantitative indicators. If AI helps classify material, disclose the method and check a sample for contextual errors.
A fictional industrial example
Imagine a company preparing a site announcement in France. The following observations are illustrative, not findings from a real audit. They show how a management note can move from a signal to a proportionate recommendation.
| Illustrative observation | Supported interpretation | Unsupported leap | Proposed decision |
|---|---|---|---|
| Corporate messages stress jobs; documented questions concern water | The selected angle does not answer some recorded questions | All residents oppose the project | Prepare an accessible explanation of water use |
| Documents use different investment boundaries | Figures may be hard to compare | The numbers are necessarily false | Publish a common definition |
| Local coverage rarely quotes a company representative | Access to a local explanation deserves review | More coverage guarantees trust | Designate and prepare a local contact |
| One AI answer repeats old information | The source page may need correction | Every assistant makes the same error | Update evidence and repeat the test |
Deliver an actionable dossier and a review method
Useful outputs include a decision summary, issue map by audience, claims-and-evidence register, analysis of contradictions and action plan. Appendices retain the corpus, definitions and limitations. Every major recommendation should be traceable, and the committee should be able to request more evidence rather than accept an apparently definitive score.
Prioritise by consequence and capacity to act. A highly visible topic should not automatically displace a quieter problem that blocks cooperation or understanding. Distinguish communication work from operational correction: better wording cannot alone repair an unfulfilled promise.
Assign an owner, first milestone and review indicator to each accepted action. Reuse comparable definitions while documenting changes in context. The reputation dashboard can track decisions arising from the audit, while strategic communication advice translates findings into action. The audit succeeds when leadership understands what it can substantiate, what it must verify and what it needs to change.
Sources and references
Sources checked on 7 October 2026. Fictional examples are labelled in the text; the analysis and proposed methods are those of Belief System.