TechCrunch News 2024年10月22日
CrewAI uses third-party models to automate business tasks
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CrewAI旨在自动化重复的后台办公任务,如总结报告和员工入职等。它不自己训练AI模型,而是利用其他供应商的模型来驱动自动化。客户可通过其平台构建工作流自动化,并从仪表盘进行部署和跟踪。该公司已吸引众多投资,面临诸多竞争,且取得了一定成果。

🎯CrewAI的目标是实现重复后台办公任务的自动化,客户能利用其平台构建工作流自动化,然后通过仪表盘进行部署和跟踪,操作简便。

💻CrewAI不自行训练AI模型,而是从OpenAI和Anthropic等供应商处获取模型来推动自动化,还能在企业已使用的应用程序上构建工作流,实现多种功能。

💰CrewAI已获得多轮投资,有众多投资者支持。虽面临激烈竞争,但在成立的第一年就吸引了150位客户,并推出新的订阅计划以争取更多客户。

🚀CrewAI计划用所筹资金扩大员工队伍并拓展核心自动化产品,其每天有大量的多AI执行组在不同用例中运行,发展前景良好。

Back in 2022, João Moura was directing AI engineering efforts at Clearbit, a startup creating a unified hub for business intelligence tools. There, Moura was responsible for leading the development of AI integrations, as well as defining Clearbit’s AI product roadmap.

After a year, HubSpot acquired Clearbit, and Moura had the itch to go it alone. He’d founded startups before, including Urdog, which sold a smart collar for pets. But this go-around, Moura had a more technically ambitious concept in mind.

Moura’s newest company, CrewAI, aims to automate repetitive, back-office tasks like summarizing reports and onboarding employees. Customers can build workflow automations using CrewAI’s platform, then deploy and track them from a dashboard.

CrewAI doesn’t train AI models itself. Rather, the company taps models from vendors such as OpenAI and Anthropic to drive automations. Companies can build workflows on top of the apps they already use to automate things like enriching marketing databases, analyzing customer feedback, and forecasting trends.

Moura pitches CrewAI as an alternative to robotic process automation, or RPA. RPA drives workflow automation. But it’s a much more rigid form based on “if-then” preset rules.

“We have made it easy for teams to build groups of AI ‘agents’ to perform tasks using any model, integrate with more than a thousand different applications, and to do so in a way that protects their data privacy,” Moura said. “We encourage our customers to try multiple models and pick the models that provide the best results for specific business use cases.”

Creating automations using CrewAI’s tooling. Image Credits:CrewAI

RPA is indeed brittle — and error-prone. A 2022 survey from Robocorp, an RPA vendor, found that of the organizations that said they’d adopted RPA, 69% experienced broken workflows at least once weekly. Entire businesses have been made out of helping enterprises manage their RPA installations and prevent them from breaking.

Of course, AI can break, too — or rather, hallucinate and suffer from the effects of bias. Still, Moura argues that it’s a far more resilient tech than RPA.

Investors seem to agree. CrewAI has raised $18 million across seed and Series A rounds from backers including Boldstart Ventures, Craft Ventures, Earl Grey Capital, and Insight Partners. Coursera co-founder and AI enterpreneur Andrew Ng has also invested, as has Dharmesh Shah, the co-founder and CTO of HubSpot.

CrewAI has competition in spades. Orby, Bardeen (which also has funding from HubSpot), Tektonic, 11x.ai, Twin Labs, and Emergence are all developing similar AI-powered, business-focused workflow automation products. Traditional RPA vendors like Automation Anywhere and UiPath, meanwhile, are working to incorporate more AI tech into their tools in an effort to stay relevant.

To its credit, CrewAI, which is currently valued at around $100 million, has managed to attract a sizeable number of customers — 150 — in its first year. (CrewAI launched in January.) And it’s angling to land more with Enterprise Cloud, a new managed subscription plan.

Built on top of open source components CrewAI has released over the past year, Enterprise Cloud provides additional access controls and analytics to help secure and audit automations. Subscribers also get “VIP” support and templates for workflows.

“We are seeing 100,000 groups of multi-AI executions per day across hundreds of different use cases,” Moura said. “Given our current pipeline, we could be cash-flow-positive by next summer.”

CrewAI, which is based in San Francisco and Brazil, plans to use the cash it has raised so far to grow its 16-person workforce and expand its core automation products.

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CrewAI 自动化办公 AI模型 工作流自动化
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