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Six pillars. One operating thesis.

Every engagement we run ships with measurement instrumented from week 1 and quarterly outcome reviews thereafter. If a metric isn't moving, we don't get to pretend the work is working.

01

AI Strategy & Implementation — From PoC to Production

We design and ship enterprise-grade AI integrations: RAG systems, agent workflows, and ML-powered automation. We bring you from "we should probably do something with AI" to deployed, measured, governed AI in production within a quarter.

  • Architecture-first approach. No demo-ware in production. Every AI workflow ships with eval harnesses, fallback paths, and a documented kill-switch.
  • Measurable ROI per workflow. Cost-per-task instrumentation, error budgets, and quarterly business-value reviews — not "we deployed an LLM" theater.
  • Built-in governance. PII handling, output evaluation, audit logs, and policy enforcement at the API gateway. Audit-ready by default for SOC 2, ISO 27001, and the EU AI Act.

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02

Software Delivery Optimization & Tech-Debt Reduction

We diagnose and remove the structural drags on your engineering organization — 4-hour CI runs, 40% rework rates, dead-end abstractions, broken release pipelines. Then we instrument the metrics so the next team that joins can see what good looks like.

  • 40-70% Lead Time reduction within 90 days. Typical client outcome across 30+ engagements (2024-2026), measured against rolling 30-day P50 baseline.
  • CI pipeline rebuilds that work. Parallel test execution, deterministic builds, sub-5-minute feedback loops, with documented hermeticity rules so it stays fast.
  • Tech-debt audits with prioritized, costed remediation backlog. Every debt item has an estimated engineering-week cost AND a projected business value when paid down.

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03

DORA Metrics — Engineering Performance, Measured

We instrument all four DORA metrics for your engineering team — Deployment Frequency, Lead Time for Changes, Change Failure Rate, and MTTR — using the tools you already pay for. Within 8 weeks you'll know exactly where your delivery system is leaking velocity.

  • Full DORA instrumentation in 4 weeks. No DataDog, no Honeycomb, no DORA SaaS subscription. We work with GitHub, PagerDuty and Notion — the tools you already pay for.
  • Realistic SMB benchmarks. We maintain a 30+ team dataset (2024-2026) so you compare yourself to companies your size, not to Google's State of DevOps Elite tier.
  • Quarterly retrospectives with prioritized roadmap. Each metric gets a leading indicator, a target, and a costed remediation plan — not a dashboard nobody reads.

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04

AI Literacy & Engineering Leadership Training

We run training programs for engineering managers, CTOs, and senior engineers — from AI-augmented developer workflows to coaching frameworks for senior reports. All cohort-based, all driven by post-training measurable outcomes.

  • 12-week AI Literacy curriculum with executive and practitioner tracks. Covers prompt engineering, RAG architecture, agent workflows, evaluation, and AI governance — applied to your actual codebase and use cases.
  • 1:1 EM coaching pods (max 4 leaders per cohort). Engineering managers get individual coaching plus peer cohort access. Topics range from first-90-days transitions to scaling 1:1 frameworks for senior reports.
  • Outcome-based pricing. We measure team velocity, engineer satisfaction, and AI workflow adoption before and after the program. A portion of fees is contingent on those outcomes moving.

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05

Polish Competence Centers — Built and Operated

We build and operate dedicated technology hubs in Poland for international clients. Permanent, in-house engineering teams that operate as your extension — not contractor body shops. Full English-language operations, EU-resident IP, GDPR by default.

  • Senior engineering talent in Krakow, Warsaw and Wroclaw — pre-vetted with technical interviews and reference checks. We staff with 5+ year engineers as the median, not the exception.
  • 30-50% lower TCO than US/UK equivalents with 4-7 hour timezone overlap. The cost-quality-timezone trifecta India and LatAm alternatives can't all hit at once.
  • DORA-instrumented from day one. Your CFO sees the same engineering performance metrics as your in-house team — Deployment Frequency, Lead Time, CFR, MTTR — auditable monthly.

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06

Pro Bono for Polish Business

Every quarter we conduct free technology audits and AI consultations for selected Polish companies — especially for growing SMEs, NGOs and social entities. No catch, no upsell — this is our contribution to the local ecosystem.

  • Free 4-week DORA audit. 4 organizations per quarter. Full report, board presentation, remediation plan. No service contract, no requirement for further collaboration.
  • 90-minute AI strategy consultation with a company partner. Specific use case, readiness assessment, ROI ranking, pilot plan. Zero theory, zero generalities.
  • Case study published with client's written consent. Your organization gets an industry publication; we get verified data for our benchmark dataset.

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