Mapping out architecture for Machine Learning-based software

What does Spectrally do?
Spectrally is a deep-tech startup based in Poland, EU, specializing in real-time chemical analysis using Raman spectroscopy. Their unique technology enables non-destructive, rapid monitoring of chemical compositions directly within industrial processes, eliminating the need for traditional laboratory testing. Spectrally’s systems utilize laser-based Raman spectroscopy to analyze the molecular composition of substances in real time.
What was the challenge the Vstorm team addressed?
With the commercial success and growth of Spectrally’s industrial products, the team was looking to reimagine software architecture capable of meeting the most ambitious customers’ requirements. The software, fueled by Machine Learning models, is becoming increasingly part of the business. Spectrally was looking to enhance its scope, adding a wide range of options — from quality assurance support to customer-facing usage metrics and analytics.
Foresight set by experts
To gain a perspective on software evolution, Spectrally Vstorm offered a consulting service based on a workshop format. The meeting was used to collect requirements and discuss potential opportunities that could be addressed in the process of evolving software architecture. The workshop was led by B.A Gonczarek, a Vstorm co-founder in the role of Solution Architect, who brought consulting experience from similar projects and companies that excelled thanks to their software portfolio. The meeting was supported by Bartosz Rogulski, senior engineer at Vstorm, who offered his ML & Agentic AI experience on the subject.
“Working with the Vstorm team was a really positive experience for us. They quickly understood what we do, what challenges we face, and where we want to go. The workshop was super focused, full of good questions and fresh ideas – it helped us organize our thoughts and plan the next steps in a way that actually makes sense. I appreciated how pragmatic and honest the whole process was. I’m excited to see how the ideas we developed together will shape the future of our software and products.“
Robert Stachurski, CEO & Founder at Spectrally.
Milestones toward the future
After the executive workshop that aimed at exploring possibilities, Vstorm devised a report, a written document summarizing both the current state and future opportunities, to lay out a path to execute on them. The report was presented to the executive team at Spectrally and was followed by a set of activities aiming at turning the initiatives into tangible results.
Vstorm Consulting
Vstorm, an Agentic AI consulting & engineering team, helps companies that are seeking to create transformative new experiences with a variety of services:
- AI education & training — catered to different levels of needs, offered to equip teams with an essential understanding of AI technologies, frameworks, and skills.
- AI opportunity analysis — aims at investigating customers’ strategy, products, data, and technology stack to identify high-impact, commercially viable opportunities
- AI acceleration — a prototype-development focused arrangement where the Vstorm team identifies, validates, and prototypes an Agentic AI workflow to provide evidence of how new technologies could transform the business
Contact Vstorm to learn more about how your software architecture can be reimagined to leverage new technologies in a transformative way.
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The LLM Book explores the world of Artificial Intelligence and Large Language Models, examining their capabilities, technology, and adaptation.
