STUDIO NOTES

One founder. Software built to last.

This page is how I work, what I take on, and what I pass on. No account team - just direct engineering.

Ivan Kniaziev, Founder & Lead Engineer

Ivan Kniaziev

Founder & Lead Engineer

Delaware, United States

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FROM THE FOUNDER

Why I started IK Labs.

I wanted a studio where the engineer you email is the engineer who ships. No layers, no handoffs.

I've been building with machine learning and AI in production since 2018 - before it was a slide deck mandatory. That work started in real systems, not demos. Today it shows up in our products: moderation, task intelligence, community signal filtering, agent interfaces - always tied to a workflow people actually use.

The work I care about runs long after launch: marketplaces, payments, platforms with messy edge cases. The hard calls happen in production - in migrations, incidents, code someone else reads in two years.

If that sounds like your problem, write to me. First step is a short honest exchange: fit or no fit, in writing.

SIGNED

STUDIO MODEL

Why we stay small.

Fewer projects, closer to the code, accountable for what ships.

  1. Selective engagements.

    We take on a small number of projects per year. Saying yes to one means saying no to another - which is what keeps the work serious.

  2. Direct communication.

    You work with the engineer writing the code, not an account layer. Updates are written, tradeoffs are explicit, decisions move in days.

  3. Long-term ownership mindset.

    We design for the second year, not the launch week. Clear boundaries, honest scoping, architectures we can keep operating.

HOW WE WORK

How a project moves through the studio.

Always know where we are and what you get at each step.

PHASES

  1. Conversation

    Written intro and one call. Outcome: clear yes or no on fit - no scope commitment yet.

  2. Discovery

    Short paid engagement: map the system, constraints, and failure modes. You keep the scope doc even if we don't continue.

  3. Build

    Small increments, visible progress weekly. You see what shipped, what's next, what we rejected.

  4. Operate

    We stay close after launch - incidents, migrations, the second-year work most teams skip.

  5. Hand off or continue

    Clean documentation and transition, or ongoing support. Either way, explicit.

BOUNDARIES

What we will not take on.

  • Boundary 1:

    Pitch processes and unpaid speculative work.

  • Boundary 2:

    Projects we do not understand well enough to commit to.

  • Boundary 3:

    Subcontracting core engineering to people you will never meet.

  • Boundary 4:

    Engagements where success depends on metrics no one can measure.

  • Boundary 5:

    “Let's start now and figure out scope later.”

OWN PRODUCTS

We build and operate our own software too.

Alongside client work, IK Labs runs its own products. IllDoItApp - a live task marketplace with payments, reviews, and disputes - is one example. The same standards apply.

See products

RECORD

  • Delaware LLC
  • Founded 2026
  • Founder-led
  • IllDoItApp in market
  • Direct communication

IK Labs, LLC · Delaware, United States

IF THIS FITS

If this fits, let's talk.

Send a short brief: what you're building, what's hard about it, what a good outcome looks like. I reply with real questions - not a booking link.