Paid attribution

LinkedIn ad spend joined to HubSpot pipeline via Fibbler — influenced pipeline, revenue, ROAS, and boost effectiveness by campaign and author. Scoped to Sept 1, 2025+ (deals & spend). Anthropic and xAI/Twitter are excluded from all attribution; influence is shown deduped at the deal level. Read-only; ask Claude to refresh the Fibbler pull.

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