Founding Designer, Kubit AI 2018–2024 Co-Founder & Founding Designer, Timo

B2B analytics and workflow tools where AI has to show its work.

He designed Logica, Kubit AI’s self-serve analytics platform, from 0 → $4M ARR with 15+ enterprise customers and 85% logo retention. Mika is the AI agent inside Logica. He designed its trust layer: the confidence cues, fallbacks, and human review that let teams trust an answer before they act on it.

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$4M ARR

Founding Designer at Kubit AI · 2018–2024

15+ enterprise customers

Streaming, media, and enterprise analytics teams

85% logo retention

Across the Kubit AI customer base

Selected work

Four projects in analytics, restaurant operations, clinical safety, and AI-assisted prototyping. Each one is about making a system people can trust enough to act on.

Logica

Founding Designer · Kubit AI

~4 hours → ~15 minutes per investigation

Silver Light operations dashboard combining labor cost, wait times, queue health, and promotion performance

Timo for Silver Light

Founding Designer · Co-Founder, Timo

Approval disputes ↓ 90% in pilot

Timo

Founding Designer · International edition

Timo for Silver Light adapted for overseas teams, with clearer steps, receipts, and audit trails.

Aegis V2 overview composite showing identity banner, Action↔Data layout, structured allergies, results queue, and AI Scribe

Aegis Clinician

Self-directed concept · 1-week sprint

A clinician workspace concept that keeps patient identity in view and requires human review before any AI sign-off.

About

Eight years on data-dense B2B SaaS, from Kubit’s analytics platform to Timo’s restaurant ops suite.

He was Founding Designer at Kubit AI, a product-analytics startup, from 2018 to 2024. There he designed Logica, its self-serve analytics platform, and Mika, its natural-language AI agent grounded in customer data, with confidence indicators, fallback flows, and human review built in. Now he is Co-Founder & Founding Designer at Timo, where he works on LLM UX, 0→1 product decisions, and design systems used across enterprise accounts.

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