Mateusz Jakimów
CEO · twórca AiPoweredSavings™
/about // Decision Machine Engineering
QA10 is a Polish process engineering firm operating on LSO:ATOM — 10 operational protocols our platforms inherit from day 1. AI-native, B2B SaaS, AWS Bedrock + Anthropic Claude under the hood. NVIDIA Inception Program member + AWS-supported startup.
Manifesto
Most consultancies deliver a PDF and disappear. We don't. The AIP Audit opens a process we carry to the end: financing, implementation, ongoing operations. If we wrote it, we deploy it. If we deploy it, we monitor it. If we monitor it, we own the SLA.
The companies we work with don't need another consultant. They need an engineering partner who treats their margin like an own-product KPI — not a billable item.
LSO:ATOM // operational discipline
LSO:ATOM is the operational discipline stack. We don't pick which protocols apply — every engagement, every service, every internal decision passes through all 10. Each protocol shipped with QA10's platforms from day 1.
ATOM 01
Every process has a finite set of states. Every state has an unambiguous definition. Every transition is deterministic and logged.
ATOM 02
Every critical service has an active alternative. Failover ≤4h. No alternative → executive escalation ≤2h.
ATOM 03
Default distrust. Every request authorized. Every change logged. Least privilege.
ATOM 04
Environments physically and network-separated: prod / staging / dev / test_external. No shortcuts.
ATOM 05
Every production deployment (release, scale event) runs without manual intervention. Manual = post-mortem.
ATOM 06
Every service has a price list. Every price list has a cost model (LSO:ATOM cost drivers). Margin = function of value, not hours.
ATOM 07
Every incident has a post-mortem. Focus on the system, not the person. 'The human did not fail — the system allowed the human to fail.'
ATOM 08
Every decision backed by data or marked as hypothesis. Opinion ≠ direction. Numbers ≠ negotiable.
ATOM 09
Margin is a feature, not a residual. Every engagement priced for sustainable margin. Discount = strategic, never reflexive.
ATOM 10
Every deliverable production-ready (NASA TRL 9 standard). 'It compiles' ≠ done. 'It runs on the laptop' ≠ done. Customer-deployed + monitored = done.
Team // 5 practice areas
Five practice areas, organized around the LSO:ATOM protocols: Zarząd (executive), Data, Analyst, Compliance, Funding. Below — order matters; first contact for every engagement goes through the executive team.
CEO · twórca AiPoweredSavings™
VP · twórczyni LSO:ATOM · lead Finansowania
Head of Data · Senior Data Engineer
Senior Analyst · Six Sigma Certified
Junior Compliance Specialist
Funding & NGO Specialist · ex-KART S.A. · ex-Administracja Państwowa · Zarząd NGO
Full team bios available on the Polish version at qa10.io/o-nas/. EN translation in progress.
Where we work
QA10 sp. z o.o. — registered in Katowice, Poland. KRS 0001232199 · NIP 9542906279 · REGON 544435060. We operate primarily for Polish SMBs, with hybrid remote + on-site engagements within EU. DACH expansion planned for Q3 2027.
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