$50M Series B led by Benchmark. $70M total funding. YC W24. Used by Shopify, Instacart, Webflow. Benchmark leading = tier-1 investor validation.
Gumloop
activeAI automation platform with drag-and-drop pipeline builder. $50M Series B (Mar 2026) led by Benchmark, $70M total funding. YC W24. Used by Shopify, Instacart, Webflow.

Where it wins
$50M Series B led by Benchmark (Mar 2026), $70M total — tier-1 investor validation
YC W24 backing, used by Shopify, Instacart, Webflow
Visual drag-and-drop pipeline builder appeals to non-technical users
Strong web scraping capabilities per independent review
Where to be skeptical
Credit-based pricing is opaque and can get expensive
Early stage — product maturity unclear despite funding
Not marketing-specific — competes with established automation players (n8n, Zapier)
No marketing-specific differentiation vs general automation tools
Editorial verdict
Strongest funding signal in category ($50M Series B from Benchmark, $70M total). Visual pipeline builder appeals to non-technical marketers. But broader than marketing (general automation), credit-based pricing is opaque, and product maturity is unclear despite funding.
Related
Marketing
Teams wanting visual AI automation backed by strong funding
Automation
Track only — re-evaluate Q3 2026 when developer adoption signals emerge

Trigger.dev
92Background jobs platform for TypeScript developers. 14K stars, 258K npm weekly downloads (2nd in automation category). Highest HN peak in the category (745pts). Pivoting from 'open-source Zapier' to fully-managed AI agent workflows.

Windmill
92Code-first workflow platform — turn Python/TypeScript/Go/Bash scripts into workflows with auto-generated UIs. 16K stars, 148 contributors, 420 commits/30d, extreme release velocity (v1.661.0). 51K npm weekly downloads.

Inngest
90Serverless workflow orchestration deeply integrated with the Vercel/Next.js ecosystem. 5K stars but 499K npm weekly downloads — highest in the entire automation category by 2x. Event-driven, step.ai.infer() API offloads LLM requests to Inngest infrastructure.

Pipedream
90Developer API platform with the largest MCP API surface — 3,000+ apps, 10,000+ pre-built tools via single MCP connection. 11K stars, 251 contributors. 10K free invocations/month. Secure credential handling (encrypted at rest, never exposed to AI models).
Public evidence
'Best for operations, marketing, or data teams tired of repetitive tasks. Shines at web scraping. Credit-based pricing can get expensive.'
Raw GitHub source
GitHub README could not be fetched right now.