The Research & Knowledge Workflow
Building evidenceAutomate research aggregation, synthesis, and structured delivery for analysts, consultants, and knowledge workers — replacing hours of manual collection with AI-synthesized briefings.
Gumloop runs a scheduled pipeline querying news sources, LinkedIn feeds, and industry newsletters — applying LLM relevance scoring to surface only the most pertinent developments. Bardeen handles on-demand company deep-dives, extracting structured data into Notion in under three minutes. Taskade auto-generates project subtasks from research briefs. Make handles client delivery: PDF conversion, email assembly, and Relay.app approval before send.
Bardeen can access any source you can access in Chrome — including Crunchbase, PitchBook, Bloomberg (if logged in). Gumloop can process documents you upload. The stack doesn't auto-integrate with paid APIs, but for browser-accessible sources, Bardeen is the bridge.
Crayon and Klue have better data pipelines for tracking specific competitors over time. This stack is more flexible — you can point it at any topic or company. For broader market research across varying topics, this stack gives more control at lower cost.
Gumloop's LLM filtering improves with feedback. Mark items as relevant or irrelevant during the first 2–3 weeks. Most users see signal-to-noise ratio improve significantly by week 4. Prune your source list aggressively — 7 high-quality sources outperform 30 noisy ones.