Doers & Thinkers
AI process automation + AI agents For owner-led mid-sized companies

Make AI work.

In the business
you own.

One board-priority, high-friction workflow. Turned into a governed AI capability with a named owner, guardrails, handover and evidence of value.

Bring us a workflow See how we work
01 Think
02 Build
03 Run
01Positioning

Not another pilot.

Most companies do not have an AI idea problem. They have too many disconnected experiments, unclear ownership and no reliable path into daily operations.

Failure mode

Thinking without delivery

A recommendation nobody implements.

Failure mode

Delivery without judgment

A working solution to the wrong problem.

Our position

Doers & Thinkers

The business decision and the working capability built together.

02What we build

AI inside real work.

Layer 01Throughput

AI process automation

Remove repetitive coordination, document handling and manual decision preparation from high-friction workflows.

Layer 02Judgment

AI agents

Build agents that can use business context, tools and defined decision boundaries to complete meaningful work.

Layer 03Control

Governed operations

Give every capability an owner, human escalation path, controls, evidence and a technical handover.

The objective is not more AI. It is a better-performing business process.

03How we work

One workflow.
Five moves.

01

Choose

Select one workflow important enough for the board to care about.

02

Baseline

Establish how it performs today, who owns it and what must improve.

03

Design

Redesign the workflow around the best division of work between people, automation and agents.

04

Build

Engineer, integrate, test and govern the working capability.

05

Run

Transfer the system, controls, operating knowledge and evidence to the client.

Every move can produce a decision to continue, change or stop.

04Anatomy of a working capability Delivery model — not a customer result

A demo shows what AI can do. An operating capability shows who owns it.

01 Named business owner Accountable
02 Current-performance baseline Measured
03 Redesigned workflow Documented
04 Agent and automation responsibilities Scoped
05 Human decision boundaries Explicit
06 Data and system connections Integrated
07 Security and operational controls Enforced
08 Escalation and rollback Tested
09 Value evidence Verified
10 Technical handover Client-owned
05Founders

Both of us think.
Both of us build.

Two founders, one standard. We are not a strategist paired with an engineer — we both sit in the board conversation and we both stay accountable when the capability goes live. What we divide is responsibility, not judgment.

Portrait of Piotr Mechlinski

Piotr Mechlinski

Carries the business decision

Board diagnosis, use-case selection, business case, executive governance and the go, change or stop verdict.

Portrait of David Loretz

David Loretz

Carries the working system

Solution architecture, design, engineering, delivery management, technical quality, security, operations and handover.

06Client fit

We work best when the owner is in the room.

Good fit
  • +One material workflow has priority
  • +An owner or C-level executive will sponsor it
  • +The business can provide access to the process, people and systems
  • +Management wants evidence, controls and a capability it can own
Not a fit
  • A chatbot is required only because competitors have one
  • Responsibility for the business decision is being outsourced
  • The request begins with a preferred tool rather than a business problem
  • Success cannot be defined

Bring us the workflow
that should work better.

Show us where work is slow, repetitive, fragile or unnecessarily dependent on human coordination. We will help determine whether AI should be there and, if it should, build it properly.

Discuss a workflow