Understanding Vertical AI: Optimising the Process, not just Automating the Task

Jack Banks, Lead RPA Consultant at La Fosse Associates, spoke with Richard Hill, CTO of Celaton, to discuss how to fully optimise a process and how using Celaton's inSTREAM™ product can do this.

Digital transformation isn’t new, but it’s taken on a new direction with the rise of RPA. It’s more tangible than ever to see how a task can be transformed by RPA by thinking of it in simple terms: getting a robot to replicate that task for you. For example, entering values from a spreadsheet into a web form, and/or scraping customer information from one system to make it available in another. 

These simple tasks within an end-to-end process, such as manual and repetitive data entry, may have come from inefficiencies created by a ‘we’ve always done it this way’ mentality and automating these tasks may not always deliver the greatest optimisation or efficiencies. True transformation, however, comes from looking at the entire process and not just replicating the actions of a human. It’s often better to revisit the entire process so it can be thought through differently (whilst being mindful to employ an agile approach to change), ensuring a valuable product is delivered as quickly as possible whilst ‘maximising the amount of work not done’.

So, where does AI fit into all this? There is a lot of hype around AI, with the media suggesting that machines and robots will one day be thinking for us and replacing us in everything we do. This can be thought of as ‘horizontal AI’, a one-size-fits-all replacement for the office worker. In actuality, we are a long way off this! 

 What is possible today, however, is vertical AI: specific AI models or systems that are capable of helping us with particular tasks. If you were to give an AI model designed for customer correspondence – capable of understanding emotion, intent and subject matter – an invoice, for example, and ask it to extract the values, it’s not going to do a great job!

What is possible today, however, is vertical AI: specific AI models or systems that are capable of helping us with particular tasks. If you were to give an AI model designed for customer correspondence – capable of understanding emotion, intent and subject matter – an invoice, for example, and ask it to extract the values, it’s not going to do a great job! 

 So, how best to make use of vertical AI? Like the tasks automated by RPA, these AI models need a place to live, they need context, and they need to be employed within a process. The distinct task they perform on their own is useless without it.

SaaS business process automation platforms such as Celaton’s inSTREAM™ are designed specifically to deliver vertical AIs and task automation within a business process. By understanding the full journey of inbound documents such as customer correspondence and the tasks required to process them, for example opening an email, reading it, understanding its meaning and intent, looking up customer details in order systems or validating that products mentioned by a customer have been purchased by them can be chained together to deliver real end-to-end value and ongoing optimisation.

Another vertical AI is to convert the plethora of different document types invoices are received into a common format, extracting the details from the invoice, applying business rules and validations and these are once again delivered as a full end-to-end process.

 Business workflow, RPA, and vertical AI can be used together to achieve digital transformation. It’s important to recognise, however, that we don’t live in a perfect world and sometimes exceptions will happen – something that a machine can’t handle. In cases like this, HITL (‘human-in-the-loop’) is employed, ensuring high-value tasks can still be performed by people in tandem with robot assistance. 

Original article: https://www.linkedin.com/pulse/understanding-vertical-ai-optimising-process-just-automating-banks/

Contact Us

  • +44 (0) 7823 422 254

  • This email address is being protected from spambots. You need JavaScript enabled to view it.

Contact Us

  • This email address is being protected from spambots. You need JavaScript enabled to view it.