Personal blog of Yzmir Ramirez

As we move through life in the pandemic, companies are being forced to review and understand how workflows happen. How do you distribute laptops to your workforce? How do you make sure everyone has the correct tool set? FortressIQ, a startup that wants to help companies use data to understand and improve internal processes, announced a $30 million Series B investment today.

M12, Microsoft’s venture fund and Tiger Global Management led the round with help from previous investors Boldstart Ventures, Comcast Ventures, Eniac Ventures and Lightspeed Venture Partners. The company has now raised almost $65 million, according to Pitchbook data.

As the product has matured, founder and CEO Pankaj Chowdhry, says its focus has shifted a bit. Whereas before it was primarily about using computer vision to understand workflows, customers are now using that data to help drive their own internal transformations.

That used to require a high priced consulting team to pull off, but FortressIQ is trying to use software, data and artificial intelligence to replace the consultant and expose processes that could be improved.

“We’re building this kind of cool computer vision to help with process discovery, mostly in the automation space to help you automate processes. But what we’ve seen is people leveraging our data to drive transformation strategies, of which automation ends up being a pretty small component,” Chowdry explained.

He said that this is helping define new ways of using the tool they hadn’t considered when they first started the company. “If you think about it, we can use analytics to drive better experiences, better training, all of that. We’ve seen how customers are driving overall improvement strategies by leveraging the data coming out of this system,” he said.

The company currently has 65 employees, but he couldn’t commit to a future number at this point because of the uncertainty that exists in the economy. He knows he wants to hire, but he’s not sure what that will look like. He said they used to revisit hiring every six months. Now it’s ever six weeks, and so they keep having to reevaluate based on an ever-shifting set of conditions.

Chowdry believes that companies will need to be more agile moving forward to react more quickly to changing circumstances beyond the current crisis, and he thinks that’s going to require solid business relationships to pull off.

“I think the idea is to be leveraging this time to build that relationship with your customers so as they do start looking at what are they going to do and where they need to be invested in the business, that we’ve got both the data and the infrastructure to help them do that.”

FortressIQ, a startup that wants to bring a new kind of artificial intelligence to process automation called imitation learning, emerged from stealth this morning and announced it has raised $12 million.

The Series A investment came entirely from a single venture capital firm, Light Speed Venture Partners. Today’s funding comes on top of $4 million in seed capital the company raised previously from Boldstart Ventures, Comcast Ventures and Eniac Ventures.

Pankaj Chowdhry, founder and CEO of FortressIQ, says that his company basically replaces high-cost consultants who are paid to do time and motion studies and automates that process in a fairly creative way. It’s a bit like Robotics Process Automation (RPA), a space that is attracting a lot of investment right now, but instead of simply recording what’s happening on the desktop, and reproducing that digitally, it takes it a step further in a process called “imitation learning.”

“We want to be able to replicate human behavior through observation. We’re targeting this idea of how can we help people understand their processes. But imitation learning is I think the most interesting area of artificial intelligence because it focuses not on what AI can do, but how can AI learn and adapt,” he explained

They start by capturing a low-bandwidth movie of the process. “So we build virtual processors. And basically the idea is we have an agent that gets deployed by your enterprise IT group, and it integrates into the video card,” Chowdhry explained.

He points out that it’s not actually using a camera, but it captures everything going on, as a person interacts with a Windows desktop. In that regard it’s similar to RPA. “The next component is our AI models and computer vision. And we build these models that can literally watch the movie and transcribe the movie into what we call a series of software interactions,” he said.

Another key differentiator here is that they have built a data mining component on top of this, so if the person in the movie is doing something like booking an invoice, and stops to check email or Slack, FortressIQ can understand when an activity isn’t part of the process and filters that out automatically.

The product will be offered as a cloud service. Chowdhry’s previous company, Third Pillar Systems, was acquired by Genpact in 2013.