Lemonado

Use this to answer a question about marketing data already connected to one Lemonado project, such as spend, clicks, impressions or conversions where available. Resolve the company or project with list_projects. Include the requested data source, connected account and date range; do not invent identifiers or silently substitute another account. If the result asks for a project or account choice, ask the user and retry with that choice. Use explain_metric_change for comparisons between two periods. This tool does not connect data sources, create saved reports, schedule routines or change campaigns.

answer_data_question

Use this to compare a marketing metric between two periods in one Lemonado project's connected data and identify supported contributors to the change in one call. It retrieves both periods and supported breakdowns, choosing one relevant dimension by default. Use its returned evidence and limitations, requesting further analysis only when needed to answer the user's question. Resolve the company or project with list_projects. Include the requested data source and connected account in metric, and supply both periods. Ask for clarification when the project, account or comparison is ambiguous; never invent identifiers or treat missing data as zero. Findings describe the available data and do not establish causation. Use answer_data_question for a single-period question. This tool does not change data or create saved reports. Present a successful investigation as one short conclusion, two or three relevant observations, and one sentence about evidence needed to verify the cause. Aim for 100-150 words unless the user requests depth or a material limitation needs more explanation. Include key numbers; leave full campaign names, IDs, lists and tables in the widget's View data section. A value observed in only one period is not a measured increase or contribution to change. Never infer campaign creation or match types from names. Include hypotheses only when requested, briefly and explicitly unverified.

explain_metric_change

List the Lemonado projects available through this connection. Use this to resolve a company or project name to a projectId before analysis. If more than one project matches, ask the user to choose. Use list_project_sources for connected sources and accounts. This does not retrieve marketing results.

list_projects

List the queryable data sources and account identities available in one Lemonado project through this connection. Use a projectId from list_projects before choosing a source or account for analysis. Ask the user when multiple accounts match; never silently choose one. Empty accounts means identities were not reported, not that data is absent. This does not fetch marketing results, connect sources or change access.

list_project_sources