Automating Automation: An AI Agent That Automates Enterprise Workflows By Learning From How You Work

Published on May 02, 2025, last updated May 06, 2025

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TL;DR

AI agents are a promising technology for workflow automation, but until now, most agents could only automate a workflow if given detailed handcrafted instructions.

At Bardeen, we have solved this problem by creating an AI agent that securely and privately observes your working process, distills this information into the essential parts, and then creates personalized AI agents that can automate your workflows.

  • No more needing to handcraft instructions for your AI agents or spend countless hours documenting your workflows.
  • No more having to adjust all your processes to make use of rigid standardized automation tools.

Instead, Bardeen silently monitors what you do in the background and builds personalized AI agents that work exactly how you do. 

On top of that, we have packaged our “Project Synthesis” AI agent in a secure, SOC2-compliant enterprise-only offering, making sure your data stays safe and private.

This new platform capability, introduced to the Bardeen Work Intelligence Platform, can truly revolutionize both the AI Agent and automation, as well as the task mining industries. 

It will, for the first time, democratize task mining and ‘close the loop’ from analytics to actionable automations and AI Agents at scale. 

Why We Built “Project Synthesis”

Building automations has always started with a manual discovery phase: interview teammates, map processes, translate them into tasks, then tediously create the automation using some no-code interface.

That feedback loop is painful and usually out‑of‑date the moment it’s documented. When we started Bardeen in the Spring of 2020, we built the whole automation platform with this problem in mind.

And after years of testing, experimenting and iteration on multiple different approaches, today we’re finally confident in our solution.

Infographic - diagram of the first Bardeen iteration in the Spring of 2020.
Graphics: screenshot from Bardeen’s seed pitch deck from March 2020.

With Bardeen's new “Project Synthesis” AI Agent, we've automated the whole workflow discovery and automation processes, end-to-end:

1. Observe – Bardeen observes your workflows and securely captures every action as an event stream.

2. Understand – Our “Project Synthesis” AI agent then analyzes the data and converts low‑level events into semantic workflows.

3. Automate – It then uses the discovered workflows to create custom-tailored, reliable AI agents that can automatically do the work for you, leveraging Bardeen’s Automation Platform.

Synthesis collapses weeks of discovery into minutes and keeps the model fresh as workflows evolve every day.

It finally closes the loop from observation to building, to deploying automations at scale in your company.

How Synthesis Understands Your Work

To discover workflows, Synthesis uses a clever data model that breaks workflows down into individual steps and groups steps into unique variations.

For example, consider the typical sales workflow of Researching Leads and Gathering Contact Information – a repeated process to bring net‑new prospects into your sales funnel.

While researching leads, Bardeen Synthesis is learning from the steps taken in the browser and securely recording the actions, tools used, and data flow.

Researching leads can involve many different steps and data sources, our synthesis agent will make note of all the different steps you take in your workflows and show you all the different variations.

For example:

Infographic - Bardeen Synthesis identifies variants using steps taken in the browser

Then the Synthesis agent can use the variants to create AI agents that can automatically perform these workflows, allowing you to close the loop on automating your workflows with only a few clicks.

The automation agents can then be shared with team members or further customized for even more efficiency and scale across your entire organization.

Case Study: A GTM Professional’s Week

Here's an example of what Project Synthesis revealed for one of Bardeen's own GTM team members.

During the week of Apr 14 → Apr 20, Synthesis discovered 16 unique workflows for this team member, many focused on lead generation and management.

In particular, Synthesis identified not only the workflows but also the subtle variations of each workflow, the number of times the user executed the workflow, the amount of time spent, and the tools used.

This way, the Synthesis agent shows a precise analytics overview of where you are spending most of your time and where the most valuable automation opportunities are.

Clicking Sales Outreach and Engagement via LinkedIn, Hubspot, and Gmail expands the step-by-step actions the user did for each variation of the workflow:

GIF - reviewing workflow variants identified by Bardeen Synthesis

Note how Synthesis identified that the first variation revolves around managing leads from LinkedIn using HubSpot, whereas the second variation is more focused on segmenting leads.

Closing The Loop: Automatically Automating Workflows

Once Synthesis has surfaced the workflows, they can be used to create personalized AI agents that precisely reflect the unique way the workflows are executed.

This way, the agents fit within your existing processes.

For example, for our GTM team member, when they clicked automate for Researching and Analyzing Private Equity Funds Using Google Sheets, LinkedIn, and News Websites, they got an agent that automatically consolidates data from their Gmail account related to PE funds and stores it in the relevant Google Sheet.

GIF - Bardeen Synthesis identifies workflow and generated automation

Team Synthesis: Making Everyone Better

Our synthesis agent does not just work for single users, it can also analyze the workflows of entire teams, surfacing substantial time savings and automation opportunities for the entire organization.

We ran Synthesis for Bardeen's own GTM team.

The results revealed where the team was spending most of their time and where the most significant time savings could be had.

GIF - Bardeen Synthesis creates automation for lead generation

Managers can click any row to drill down to the underlying variants, compare efficiency across reps, and mass‑generate agents that combine the best‑practice sequence. 

This helps share best practices and learnings encoded into automations and AI Agents across the team and organization.

The power of detecting unique workflows across teams cannot be overstated.

For one of our customers' sales teams, Synthesis detected that one rep was using a tool to improve name pronunciation before sales calls, something that had never come up in meetings or discussions.

With the click of a button, they were then able to roll this out to the entire team, improving call outcomes for every single rep.

(And yes, of course, we have dog‑fooded our Synthesis agent on our own GTM team ♥.)

Try It Today

We are actively rolling out Synthesis to select Enterprise customers. 

Interested in trying out Synthesis for your own workflows or for your team? 

Contact us

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