The best ideas only come from one's own experience.
Imagine this: it's the third week of intense work on a crucial IT project for a major client. Team leads are fueled by coffee and threats from their bosses, the work chats are buzzing, ready to chew up anyone who comes too close. Tasks, surprises, and looming deadlines at every stage come at you like a series of blows in the ring: deadline, task, another deadline, another task… and yet another task, small but incredibly important.
It needs to be done by tomorrow.
Our (and Your) Pain We’ve been there too.
The most frustrating part is that we have the understanding, knowledge, and capabilities. But systematizing the flood of messages in work chats, highlighting what’s most important, and continuously piecing together a cohesive picture of our numerous projects and tasks was just too much.
Especially when it involves more than just tasks. It's crucial to gather information, prepare reports, make decisions, etc. And all of this needs to be done quickly! Instead, you find yourself endlessly reading, scrolling, and sifting through the noise in an endless stream of work correspondence to find what you actually need.
It’s a real pain. Those who have experienced it will understand. Like you, we were constantly immersed in this (after all, we had a whole development team overloaded at 110%+), and we finally found a solution. Although it required us to take on another project, this time we believed it would help.
The Idea of ProjectFlow AI (PFAI) The thought was as straightforward as any brilliant idea: what if we didn’t have to sift through all that correspondence in 100 chats and extract all the necessary information ourselves - what if someone else could do it? Let’s hire a specialized person (no, that's too expensive) Let’s use AI!
We will train it to process correspondence, set tasks - such as summarizing the progress of a specific project - and it will provide us with all the information instantly. Moreover, it will present the most relevant and objective insights, unlike task managers, where reality can often differ from the actual situation.
We will create an artificial intelligence that monitors hundreds of daily work messages and instantly identifies critically important tasks, risks, conflicts, and updates in processes, allowing us to focus on leadership rather than sifting through endless work chats.
The idea was solid, and it resonated with others - not just us. A specific target audience immediately emerged for whom such capabilities would be an invaluable asset. This group includes everyone who deals with constant work correspondence across multiple chats on a daily basis:
Team and technical leads
CEOs
Product managers
Marketing managers
Team leaders
Operations managers
Project managers
Delivery managers
HR specialists and directors in active communication with a large number of candidates.
As you can see, it encompassed everyone who faces ongoing work correspondence in multiple chats day in and day out. The name of the solution was obvious — ProjectFlow AI: what else could it be?
Advantages of ProjectFlow AI But offloading the filtering and summarization to AI was just part of the challenge. In addition to quality analysis, we aimed for maximum technical convenience.
Our team and the specialists we collaborate with predominantly work on Telegram and WhatsApp. Moving away from these platforms wasn’t an option; they offer mobility, convenience, and speed of communication. Plus, there’s the persistent issue of tasks being tossed into chats where they quickly get lost in the conversation.
We took this into account and decided — no task would be lost!
But why not use an existing solution?
That question crossed our minds as well. To give you some context, we’ll share our analysis table of similar market solutions. We won’t mention names, but we considered corporate summarizers, corporate AI with web UI, and chat assistants for TG/WA.
ProjectFlow AI focuses on internal team chats (WhatsApp, Telegram );
Automatically identifies tasks, risks, and key signals from work correspondence.
Competitors do not offer:
Analysis of team communication for management;
Transformation of correspondence into actionable items.
Also ProjectFlow AI:
Narrow specialization for managers: filtering out noise, project oversight, signals regarding employees/communication partners;
Emphasis on business safety and privacy.
What Could ProjectFlow AI Do? After releasing the working version of ProjectFlow AI, we tested it on archives of our own work correspondence. The results exceeded all expectations. Here’s why.
We’ll skip the clichéd points about the instant speed of processing months’ worth of tangled messages filled with reposts, changes in personnel and positions, chat spamming, and other standard issues - that's just baseline functionality.
What was much more interesting for users was that our AI, based on key queries, could perform a whole range of non-obvious — and simply invaluable — tasks for managers.
ProjectFlow AI demonstrated the following capabilities
Monitoring Compliance with Agreements: Whether it’s securing signatures on contracts, sending documents, making it to important Zoom calls, or dispatching commercial proposals, forgetting any item on this list can be as problematic as missing a task deadline.
Critical Tasks: Reports, project progress, and emerging issues. No comments needed here - it became possible to see a clear and concise picture of how things were moving along.
Strategic Ideas: By announcing a brainstorming session or gathering feedback from employees, our managers could receive a complete list of valuable thoughts, ideas, and proposals already summarized, saving time on reading and analysis. Every worthy suggestion was discussed and weighed separately in meetings - more on why we’re thrilled about this ProjectFlow AI feature a bit later.
Daily Summaries and Live Alerts: Marathon meetings (yes, they do happen) are now a thing of the past - project managers and team leads can now access all the information for monitoring processes instantaneously.
Identifying Weak Spots in Business Processes: Spotting who’s struggling, where resources are lacking, or where tasks have been mistakenly assigned to the wrong department.
By analyzing the context and content of messages, we were able to uncover insights that are often hidden behind the curtain of personal interactions within a company and aren’t typically publicized. It was simply astounding.
With that in place, it became clear that ProjectFlow AI has unlimited functionality and the capability to organize monitoring and control while serving as an invaluable source of information on work processes for professionals at various levels - from team leads and department heads to owners and CEOs.
These assumptions and hypotheses needed to be validated quickly through initial clients - potential users of the solution. So we got right to work; by that time, we had already built a sizable queue of eager candidates wanting to try the product for free.
Use Cases for ProjectFlow AI
Now we needed to gather a sufficient volume of tasks to test PFAI and receive feedback from users at all corporate levels. It was already clear that PFAI could technically tackle similar tasks. What remained to be seen was whether this solution would prove valuable for professionals and managers in other companies.
We offered several companies across different industries the chance to test our solution. Here are the results.
Timely Identification of a Bottleneck
An IT company faced a common industry challenge: a high influx of incoming tasks but a lower volume of completed work. ProjectFlow AI was intended to be used by default as a summary of work processes. It worked: through the analysis of correspondence, we were able to pinpoint the stages and employees where the workflow either slowed down or stalled. In simple terms, ProjectFlow AI helped identify the bottleneck. This was one of the reasons the company had been hitting a ceiling on the number of completed projects for almost a year.
Results: The analysis revealed insufficient communication between several departments; the workload was redistributed more evenly; developers were instructed to pay closer attention to tasks to increase the output for testers.
Found an HR Director for Free
The client’s HR director resigned, leaving the owner with the choice of either finding a suitable external candidate or 'growing' one from within the company.
There was an office manager who not only knew every employee, their tasks, qualifications, and potential but also understood the specifics of the company’s activities. Furthermore, she was in constant contact with the recruitment services, possessed the necessary communication skills, and, most importantly, was active in group chats.
The ProjectFlow AI resume indicated a high level of her engagement and knowledge. After analyzing her candidacy and conducting a series of interviews, the management realized they had an excellent candidate right within the company.
As a result, there was no need to search for expensive specialists. The search was completely free, and the savings on the HR director's salary amounted to over 20% of the market rate.
Earned $20,000 in Two Months
The client was a company that implements and services accounting systems for enterprises. The management was exploring options to expand the range of services. The most logical step was to ask the clients themselves, so it was decided to use ProjectFlow AI to process feedback and communication.
As a result, it turned out that a significant number of clients were facing issues not during the implementation phase but instead in the technical aspect related to server maintenance. Moreover, they needed their own specialist for this.
Our partners quickly responded: they organized retraining courses through their training center and began to train their clients' employees for system administrator positions.
Result: Within two months, they managed to prepare around 20 individuals with a basic knowledge program, earning an additional $20,000 in net profit. The courses are still running.
What’s the Bottom Line?
We've highlighted only the most striking cases. It’s worth mentioning that ProjectFlow AI also excelled in routine tasks. Testing and application showed that ProjectFlow AI is a versatile and flexible tool, suitable for both senior managers and team leads. Monitoring processes, summarizing, identifying ideas, solutions, weak links, bottlenecks, and growth points are just a small portion of its capabilities.
ProjectFlow AI empowers you to lead. Not Read.
How to Try ProjectFlow AI Out?
ProjectFlow AI is now a fully developed, continuously improving commercial product with corporate-level security, including GDPR.
Try it out right now - the live integration allows you to analyze work chats on Telegram and WhatsApp in real-time. The setup takes only 5 minutes and is available to everyone at the following link: https://projectflowai.io.
Give it a go and share your feedback!
About the Author
Natalia Breus is a PhD economist and founder of ProjectFlow AI, an AI-powered system designed to surface real-time insights from informal communication across complex infrastructure projects. With over 15 years of experience in large-scale construction, digital transformation, and executive financial oversight, she brings a rare combination of strategic vision and operational depth.