Focus / real product surface
Capability intelligence
Vuelum
LiveComplex markets become navigable evidence.
01 / 11Open case study
Founder-led applied AI / proof surface
Bring theproof closer.
Auvoris is a founder-led applied-AI product studio and consultancy. Public product evidence stays open for inspection.
01 / Vuelum in focus · 11 proof sheets
Drag the magnetic deck or use the arrows. Every sheet stays on this proof surface and rotates into focus.
Auvoris practice / from problem to proof
Start with the decision, then choose the AI.
Discovery, product judgement and working systems for organisations ready to move beyond isolated experiments.
See the approach01
AI opportunity and product discovery
Map the workflow, constraints, evidence and value before choosing a model or vendor.
02Prototype and evaluation
Build a narrow working system, test it against representative cases and make a scale-or-stop decision.
03AI product delivery
Design and deliver workflow tools, copilots, search, RAG or controlled agent systems.
04Fractional AI product leadership
Senior product judgement for organisations that need strategy, prioritisation, governance and adoption.
Founder / Aleksander Celewicz
Technical depth. Commercial judgement. Working proof.
Fifteen-plus years across electronics, RF, technical diagnosis, product lifecycle and international sales—now applied to AI products and organisational workflows.