Gumloop vs Sema4.ai
Sema4.ai uniquely has 6 features · Gumloop uniquely has 1 feature.
| Gumloop | Sema4.ai | |
|---|---|---|
| Company | ||
| Founded | 2023 | 2023 |
| HQ | San Francisco, USA | San Francisco, USA |
| AI model | OpenAI, Anthropic, Gemini, DeepSeek (multi-model) | Proprietary (multi-LLM orchestration) |
| Platforms | Web | Web, AWS VPC (cloud-deployed) |
| Languages | English only | English primarily |
| Pricing | ||
| Pricing model | Freemium | Custom |
| Free plan | Yes — 5k credits/month, 1 seat, 1 active trigger, 2 concurrent runs | No |
| Free trial | No — free tier available indefinitely | No |
| Starting price | $37/mo — Pro | — |
| Enterprise | Custom | Contact sales |
| All plans | FreeFreePro$37/mo (up to $1,840/mo)EnterpriseCustom | — |
| Positioning | ||
| Best for | Business teams and enterprises building AI agents and automating workflows without deep engineering expertise | Enterprise finance, procurement, and supply chain teams seeking auditable AI agent automation |
| Differentiator | Gumloop combines a visual canvas for multi-agent workflow orchestration with enterprise-grade security (VPC, ZDR, SOC 2 Type II) and a unified AI gateway (Gumstack) that monitors and audits all AI activity across your organization. | Sema4.ai differentiates its semantic layer through SQL-powered enterprise analysis, although UiPath now offers native Context Grounding and a Data Fabric semantic layer. |
| Competitors | n8n, Zapier, Relevance AI, Dust, Glean, Make | UiPath, Automation Anywhere, Microsoft Power Automate, Workato, Aisera |
| Features | ||
| Conversational Agents | — | ✓ |
| Cross Departmental Knowledge Sharing | — | ✓ |
| Custom LLM/Data/Compute Control | — | ✓ |
| Multi Admin Seat Management | — | ✓ |
| Sso Integration | — | ✓ |
| Worker Agents (24/7 Automation) | — | ✓ |
| AI Agents | ✓ | ✓ |
| API Webhooks | ✓ | ✓ |
| Conditional Logic | ✓ | ✓ |
| Custom Code | ✓ | ✓ |
| Data Transform | ✓ | ✓ |
| Error Handling | ✓ | ✓ |
| Execution Logs | ✓ | ✓ |
| Human in Loop | ✓ | ✓ |
| Scheduled Runs | ✓ | ✓ |
| Team Features | ✓ | ✓ |
| Trigger Types | Webhook / schedule (recurring) / email / Slack / form submission / API | schedule / event-driven / 24/7 continuous / manual |
| Visual Builder | ✓ | ✓ |
| Integrations | ||
| API Access | ✓ | ✓ |
| Google Workspace | ✓ | — |
| Key Integrations | Slack, Microsoft Teams, Gmail, Salesforce, BigQuery | Slack, AWS VPC, enterprise ERP/finance systems, document intelligence connectors, Robocorp ecosystem |
| Openai Integration | ✓ | ✓ |
| Slack | ✓ | ✓ |
| Webhook Support | ✓ | ✓ |