Vstorm
Wrocław, Poland
About
Wrocław engineering consultancy specializing in applied agentic AI and LLMOps for mid-market companies, with PhDs on the delivery team. Builds AI agents, retrieval-augmented systems and generative AI automation.
Who They Work With
Mid-market operators putting an agent inside a product or a clinical workflow, where output has to be validated before it ships.
Based on 6 client engagements with a source URL · researched 8 Sept 2026
Our Take
Three named-client case studies carry the stack and the numbers: Mixam's order agent is live at 10,000+ daily users and about 100,000 orders a month, Synera's text-to-workflow agent runs inside the product behind a validator that rejects illegal code before it reaches the interpreter, and the Schmitt-Thompson clinical triage system is scored against 591 nurse-validated scenarios.
That write-up also publishes what still fails—no positive triage question found after correct guideline selection, mis-selection on ambiguous complaints—and says the system is still in active development, which is more disclosure than most published AI work carries.
About half the portfolio is anonymized, the team page names four people against a stated 25+ engineers, and the 37-kernel CUDA-to-Gaudi port is credited to Intel on the about page but to a confidential client in the case-study index—ask who would staff your build and which logo-wall engagements you can hear about in detail.
The weaker fit is European buyers who need EU AI Act conformity work delivered: the published compliance evidence is HIPAA and US healthcare, with the AI Act appearing in the blog rather than in a documented engagement.
Key strengths
- Case studies publish the architecture, not only the outcome: a four-stage PydanticAI pipeline with Logfire tracing for clinical triage, and a validator loop between the LLM and Synera's interpreter
- Results stated against baselines and expert panels: 44% raw-LLM to 93% disposition accuracy over 591 scenarios, and 95.4% workflow success at Mixam against the client's 80% target
- Rate sits at €85–130/hr, inside the European range on our rate index, against agents already carrying production volume—10,000+ daily users at Mixam
Good to know
- About half the published case studies are anonymized—a US Medicare Advantage payer, a US telecom, a construction platform—so ask for a speakable reference on the engagement closest to yours
- The team page names four people—two founders, an AI engineering lead, a recruiter—against a stated 25+ engineers; ask who builds and who operates the system after handover
- Tetra Pak, Mercedes-Benz and Intel appear on the about page with one line and no case study, and the Intel-branded kernel port is filed under a confidential client—ask what shipped in each
Reviewed by Gabor Kiss
Founder & Curator, AIAgencies.eu · 8 Sept 2026
Based on the agency's publicly available portfolio. Own this agency? Claim your profile to provide additional context or request a review update.
Notable Clients
Documented engagements: Synera, Schmitt-Thompson Clinical Content, Mixam, Senetic, Rotwand, Yeeld, Tetra Pak, and Mercedes-Benz. All 8 carry a source URL on file.
Also worked with
Industries
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