For business

AI-boosted UX for business metrics growth.

Not AI for the sake of AI. We find the friction, define the metric, and ship the solution — built on Amazon Bedrock, grounded in seven years of CustDev and JTBD research.

What we do

We help businesses identify where AI can meaningfully improve UX — and build it.

We start with a specific friction point: where users drop off, hesitate, or need a human that doesn't scale. Then we design, prototype, and ship a solution that moves a metric you already care about.

Process

Three steps. Weeks, not quarters.

01

Discovery

One call, one week. We map the friction, define the metric, and scope the solution together. You leave with clarity — whether or not you hire us.

02

Prototype

Two to four weeks. A working build — not a deck. You can put real users in front of it, measure real behaviour, and decide from evidence.

03

Iteration

We measure, adjust, and hand off with documentation — or stay on as your technical partner for the long run.

Proof

Our own products are the case study.

  • A restaurant recommendation engine replacing static menus with voice-driven personalisation.
  • A content generation tool turning voice notes into multi-platform posts for Telegram authors.

Same approach. Same stack. Available for your product.

Good fit

We work best with teams facing one of these.

Hospitality & HoReCa Media & content platforms High-friction onboarding Complex selection experience Voice-first interfaces Personalisation at scale
Our stack
Amazon Bedrock● Anthropic Claude● OpenAI Whisper● Python
Start with a call

Founded by Nikolai Susolkin · CustDev & JTBD, 7 years, 100+ teams