Independent AI assurance institute

Independent AI assurance.

Security review, code evaluation, team training, and operational support for production AI.

Szczecin & Warszawa · EN / PL
AI Security Dashboardlive
Requests · 24h
48.2k
▲ 12%
P95 latency
312ms
▼ 38%
AI Security & Risk Reportrisk 34 / 100
Security · injection & secretspass
Test coverage · 61%review
Dependency risk · 3 CVEsfail
ISO 9001:2015 certified
DNV Business Assurance
ISO 9001:2015 · DNV
Engineering operations since 2014
Funded AI training (BUR/PARP)
2021
Certified to ISO 9001:2015 (DNV)
10+
Years in the West Pomeranian ICT Cluster
16
Production AI engagements delivered
EN · PL
Bilingual training & delivery
What we do

An engineering practice for AI in production.

dfzoo AI Institute helps organizations secure and evaluate AI systems and AI-generated code, train teams, automate processes, modernize legacy systems. Engagements run under documented quality management procedures.

Four anchors organize everything we do ↓

users_api.pyAI-generated
01def get_user(req):
02 uid = req.args.get("id")
03 row = db.query(
04 f"SELECT * FROM users WHERE id={uid}")
05 tok = jwt.decode(t, verify=False)
06 return row
Unsanitized SQL from request inputL3-4
JWT signature verification disabledL5
No secrets committed in source-
3 findings · 1 criticalEval · v2.4

Not sure which of these fits? Tell us your situation and we will point you at one.

Pillar · Capability

Structured AI training for management, product, and engineering. BUR/PARP eligible.

Programs for business, product, and engineering teams - workshops, advisory, tools implementation. Curriculum mapped to the client's specific stack, tooling, and use cases. “Programs are designed around the client's working scenarios and tooling - not around generic AI topics.”

Funding-supported pathways. Selected AI training and advisory may be delivered through BUR/PARP funding-supported development pathways - subject to current eligibility and operator rules.
Check eligibility
Leadership

AI for Management

Strategy, risk and ROI of AI adoption.

Product

AI for Product Teams

From idea to shipped AI features.

Engineering

AI for Engineering

Cursor, Copilot, Claude Code with security guardrails.

Engineering

AI-assisted Development

Copilot, Cursor, Claude Code in practice.

All teams

Safe AI Usage

Policies, data handling, guardrails.

Ops & Legal

AI Governance Basics

Operating model and accountability.

Free tool · from our Operate practice

The same workload can cost very different amounts.

Move the sliders to estimate monthly inference spend for a typical AI feature across four providers. The point isn't the exact number - it's the gap between the cheapest and the premium option: that gap is your optimization headroom.

  • Model selection per task, routed dynamically by call profile and stake level.
  • Caching and prompt size shift the bill as much as model choice does.
  • Engagements delivered under Operate, Measure & Maintain.
Optimization headroom at these settings~96%  ·  $1.2k/mo
Cheapest$53/moGPT-4o mini
Premium$1.2k/moClaude Sonnet
5,000
1,200 tok
40%

Illustrative, using approximate public per-token rates. Not a quote.

ISO 9001:2015
Certified quality management system - DNV Business Assurance
Cert. 10000439701-MSC-RvA-POLValid 04 Mar 2024 - 03 Mar 2027
West Pomeranian ICT Cluster
Member for 10+ years
Offices
Szczecin · Warszawa
FAQ

Questions procurement teams ask.

We start with an intro call to map your situation, then scope a fixed first engagement - an evaluation, a workshop, or an automation pilot - with clear deliverables and timeline.
It depends on scope. Training workshops and AI code evaluations are fixed-fee; advisory and modernization are scoped per phase. We share a range on the intro call.
Selected AI training and advisory services may be delivered through funding-supported development pathways (BUR/PARP), depending on current eligibility and operator rules. We help you check.
We are engineering-led and measure outcomes in production. The Institute framing reflects depth of competence and our focus on building lasting capability inside your team.
Design and development of web and mobile applications, e-commerce and websites; application service; IT training and consulting; online marketing; and robotic automation of business processes.

Talk to an engineer.

Tell us about your AI program. We respond within one business day with a scoped engagement proposal.

Talk to an engineer
Szczecin - ul. Wawrzyniaka 6WWarszawa