Dreamdata CTO James Dietrich explains why Dreamdata built a data foundation for Dreamdata AI first.

Dreamdata is an Agentic B2B Attribution Platform for B2B marketing teams. Answer any question about marketing's impact and know where to invest next. 81% of a B2B customer journey happens before your sales team says hello. The decision on where the next marketing dollar goes still gets made on the 19% that reaches the CRM. Dreamdata gets rid of that black box. We unify all your GTM data into one account-based data model, including the anonymous visits and ad impressions your CRM never sees, organized by account and tied to revenue. Automatically without a village of Ops or professional services. See what's working across your entire customer journey. Ask Dreamdata AI about marketing's impact and get numbers that trace back to the contacts, companies, and deals behind the revenue. Then feed your ad platforms enriched pipeline data to make them more efficient, and target in-market accounts using intent signals from across your stack. Key offerings - Customer Journey & Multi-Touch Attribution: See every touch across your customer journeys and analyze the performance of every channel, campaign, and content piece. - Dreamdata AI: Ask in plain English and get reports from an AI that knows your GTM. In our Analytics Agent, your own LLM via our MCP Server, or run custom agents on your Data Warehouse. - Audience Targeting: Build ad audiences from AI signals across all your GTM data and syncs them directly to LinkedIn, Google, Meta, and Microsoft Ads. - Conversion Syncs: Sync enriched pipeline data back to LinkedIn, Google, Meta, and Microsoft Ads to automatically optimize campaigns for revenue, not clicks. Voted #1 in B2B Attribution on G2. But don’t just take our word for it. Try Dreamdata with your own data before you commit. → dreamdata.io