Side-by-Side Comparison
| Metric | Barbara | CrowdAI |
|---|---|---|
| Founded | ||
| Founded | 2016 | 2016 |
| Headquarters | ||
| Headquarters | Madrid, Spain | San Francisco, United States |
| Employees | ||
| Employees | 69 larger | 6 |
| Industry | ||
| Industry | AI, Automation, Energy | AI, Analytics, Computer Vision |
| Funding Stage | ||
| Funding Stage | Convertible Note | Series A |
| Total Funding | ||
| Total Funding | $4.22M | $8.37M |
| Funding Rounds | ||
| Funding Rounds | 4 | 5 |
| Services | ||
| Services | Industrial Edge Platform, Container Orchestration, Device Management, MLOps, Marketplace for Certified Edge Apps | Data Analysis as a Service, Domain-specific Models, Automated Analytics Pipelines, Image and Video Analysis, Object Detection and Segmentation, Real-Time Monitoring Solutions, AI Training and Model Deployment |
| Target Customers | ||
| Target Customers | Industrial Software Developers, AI/ML Developers, Edge Infrastructure Managers, Smart Grid Operators, Water Management Operators, Manufacturers | Public Sector, Defense Agencies, National Security, Intel Analysts, Aerospace Companies, Utilities and Telecoms, Oil & Gas Industries, Retail Sector, Life Sciences and Pharmaceuticals, Insurance and Finance |
| Taxonomy | ||
| Taxonomy | Edge AI Orchestration, Industrial IoT, Edge Computing, MLOps, AI Deployment, Distributed Intelligence, Infrastructure Modernization, Remote Fleet Management, Edge Device Provisioning, Industrial Automation, Real-time Decision-making, Legacy Equipment Integration, Edge Application Deployment, AI Model Orchestration, Edge Device Marketplace | No-code Platform, Vision AI, Enterprise Automation, Visual Workflows, Cross-functional Collaboration, AI Lifecycle Management, Machine Learning Model Deployment, Domain Expertise Application, Media Organization, Deep Learning Models, Business Impact Delivery, Custom Machine Learning Models, Real-time Operational Decisions, Disaster Response, Supply Chain Efficiency |
| Website | ||
| Website | barbara.tech | crowdai.com |
About Barbara
Barbara, founded in 2016, is the Edge AI Orchestration Platform for organisations focused on AI deployment in distributed environments. The company's slogan - "The Edge AI Orchestration Platform for Industrial Environments" reflects its core focus. Barbara empowers OT managers with IT capabilities t...
About CrowdAI
CrowdAI, founded in 2016 and headquartered in the United States, is revolutionizing the field of vision AI with its leading no-code platform. The company aims to democratize vision AI, offering enterprises the ability to automate visual workflows and unlock significant value from images and videos....
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Funding, hiring, leadership and stack changes at Barbara and CrowdAI — by email.
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Compiled from the BounceWatch company index. We last looked at Barbara on 25 Mar 2025, and CrowdAI on 15 Sep 2025. Where a field is blank here, it means we have not recorded it — not that the answer is zero. How we source and date this.