Two Platforms, Two Philosophies
BeaverStudio and Gumloop both help you automate work with AI agents. Gumloop raised $50M in a Series B led by Benchmark (March 2026) and counts Shopify, Ramp, and Instacart among its customers. That is serious traction, and the product reflects it — 115+ pre-built blocks, 125+ integrations, and a polished visual builder.
BeaverStudio takes a different approach. Instead of building workflows from scratch in a visual canvas, BeaverStudio watches what your agents actually do, then graduates proven patterns into deterministic workflows that run for $0.0005 each.
Both platforms solve real problems. The question is which architecture fits how you work.
The Core Difference: Built vs Graduated
Gumloop is a visual workflow builder with AI capabilities. You drag nodes onto a canvas, connect them, configure parameters, and deploy. Their Gummie meta-agent can generate workflows from natural language descriptions — describe what you want, and it assembles the blocks.
BeaverStudio uses a graduation pipeline. Your agent handles a task using full LLM reasoning. If the outcome is good, BeaverStudio compresses that execution trace into a deterministic workflow — a "minion" — that replays the same pattern with one bounded LLM interpret step. Parameters are discovered from actual usage, not declared from imagination. Output contracts come from real output that you validated.
The distinction matters:
- Declarative workflows are intentional. They represent a process you designed and tested, with predictable behavior from day one.
- Graduated workflows are empirical. They represent what actually worked in practice, discovered through agent execution.
Gumloop's approach is faster for day one. You describe a workflow and it exists. BeaverStudio's approach is stronger by day thirty — every workflow has been battle-tested, and the system keeps improving them through engagement data and evolution rules.
Feature Comparison
| Feature | Gumloop | BeaverStudio |
|---|---|---|
| Agent building | Visual drag-and-drop canvas | Chat-based conversational builder |
| Workflow creation | Manual build + NL generation (Gummie) | Automatic graduation from agent traces |
| Pre-built agents | ~5 agent templates | 90+ agents across 19 verticals |
| Team compositions | Not highlighted | 11 pre-built multi-agent teams |
| Integrations | 125+ live connectors | 23 internal tools + 9 MCP integrations |
| Multi-model support | Anthropic, OpenAI, Gemini, DeepSeek | Qwen, Kimi, GLM via LiteLLM + Claude |
| Visual output | Standard text/data | 3-tier rendering (structured UI, inline HTML, dashboards) |
| Agent personas | Not highlighted | Full personality system with methodology skills |
| Computer use | Yes (cloud browser, Autopilot) | Not available |
| Deployment channels | Slack, Email, WhatsApp (coming) | Web chat |
| Enterprise security | SOC 2, SSO, SCIM, RBAC, VPC | Basic |
| Workflow templates | Yes | 24 pre-built templates (8 general + 8 sales + 8 marketing) |
| Self-improvement | Not highlighted | Engagement scoring, evolution rules, auto-pause |
| Scheduling | Cron triggers, webhooks | Cron execution with 2-second stagger |
Gumloop wins on integrations and enterprise security. They have years of connector work and SOC 2 certification. BeaverStudio wins on agent depth — 90+ specialized agents with real methodology (BANT qualification, risk frameworks, content strategies) versus generic templates.
Cost Comparison
| Gumloop | BeaverStudio | |
|---|---|---|
| Free tier | 2,000 credits | — |
| Solo / Starter | $37/mo (10,000 credits) | $300/mo (flat, unlimited runs) |
| Pro | $97/mo (30,000 credits) | $300/mo |
| Team | $244/mo (60,000 credits, 10 seats) | Custom |
| Enterprise | Custom | Custom |
| Per-workflow cost | Credit-based (varies by complexity) | ~$0.0005/run (graduated workflows) |
| 36 daily workflows | Depends on credit consumption | ~$0.54/month |
Gumloop uses credit-based pricing — you pay per execution, and complex workflows burn more credits. BeaverStudio charges a flat monthly rate. If you run high volumes of graduated workflows, BeaverStudio's economics get very favorable: 36 daily workflows cost roughly 54 cents a month in LLM inference.
Gumloop's entry price is lower ($37/mo vs $300/mo), which makes it better for experimentation and light usage. BeaverStudio's flat rate makes more sense when you have workflows running continuously.
When to Use Gumloop
Gumloop is the better choice when:
- You need specific integrations today. 125+ connectors means you can wire up Salesforce, Slack, Google Sheets, and Airtable without writing code. If your workflow depends on a specific SaaS connector, check Gumloop first.
- You prefer visual builders. The drag-and-drop canvas is well-built and intuitive. If you think in flowcharts, Gumloop fits your mental model.
- You need enterprise security now. SOC 2, SSO, SCIM, RBAC, audit logs — Gumloop has the compliance stack that large organizations require.
- You want computer use. Autopilot lets agents operate cloud browsers autonomously. If your automation involves navigating web UIs that lack APIs, this matters.
When to Use BeaverStudio
BeaverStudio is the better choice when:
- You want workflows that improve over time. Graduated workflows accumulate engagement data. Evolution rules refine them automatically. The 100th run produces better output than the 1st.
- You need deep domain agents, not generic blocks. 90+ agents with real methodology — your SDR agent knows BANT qualification, your risk analyst knows exposure frameworks, your content strategist knows distribution channels.
- You run high-volume recurring workflows. At $0.0005/run, BeaverStudio's graduated workflows cost orders of magnitude less than credit-based alternatives for daily operations.
- You want multi-agent teams. 11 pre-built team compositions with orchestrator patterns, shared context, and hierarchy. Deploy a full sales team (SDR + AE + RevOps) or marketing team (content + SEO + distribution) as a unit.
- You value rich visual output. Three-tier rendering means agents produce structured UIs, interactive HTML, and dashboard artifacts — not just text responses.
The Bottom Line
Gumloop is a strong horizontal automation platform backed by $50M, enterprise customers, and a mature product with features BeaverStudio lacks — including computer use (Autopilot), 125+ integrations, and SOC 2 compliance. It is well ahead on enterprise readiness.
BeaverStudio is an agent-first platform where workflows earn their place through graduation. The graduation architecture is a different paradigm — but it requires letting agents run first, it lacks Gumloop's integration breadth, and it does not yet offer computer use capabilities.
If you want a proven workflow platform with broad integrations and enterprise security today, use Gumloop. If you want to experiment with agent-driven workflow discovery and graduation, try BeaverStudio.
Ready to see graduated workflows in action? Try BeaverStudio — deploy a specialized agent, let it work, and watch your first workflow graduate automatically.