AI-01ANALYTICS
Gemini Pro
Analytics and research at massive scale.
Tomasz Fiedoruk · B2B Pricing/ availability: up to 40h / moNew-era advisory.
Me + a network of AI agents.
I combine 23 years in IT and marketing with a network of AI agents — one person, a team's pace. Strategy, AI, web, and hardware. You pay for outcome and expertise — B2B billing down to the hour.
Orchestrator
AI-02STRATEGY
Claude Opus
Strategy, code, and linguistic nuance.
AI-03OVERSIGHT
Grok
Oversight and cross-verification.
A1
0M+
tokens / month in production
A2
−0%
hallucination reduction
A3
0 yrs
professionally — since 2003
A4
0
production systems
01 / Pricing
A transparent billing model
You pay for expertise and outcome. B2B billing down to the hour, minimum unit 60 minutes.
TIER-01 · OPERATIONAL
Operational Support
Ongoing team support and quick consultations.
200 PLN / h
≈ €50 / h
- Ad-hoc questions
- Quick material review
- Process consultations
- Team support
TIER-02 · DEVELOPMENT
Analysis & Development
In-depth work on documentation and systems audits.
300 PLN / h
≈ €70 / h
- Analyses and roadmaps
- AI systems audits
- Technical solution reviews
- Workshop preparation
Core
TIER-03 · STRATEGY
Strategy & Decisions
Key business decisions with AI in the loop.
450 PLN / h
≈ €105 / h
- Opportunity mapping
- AI initiative prioritization
- Communication and PR strategy
- Go / Stop decisions for pilots
- Board-level presentations
02 / Partner track
Retainer: Technology Partner
An ongoing partnership model for companies that need guaranteed availability. I act as an external CTO / strategic advisor, taking responsibility for technical continuity.
Custom · monthly cap / flat fee
Ask about the partner offer
- + SLA guarantee — a defined response time for critical issues.
- + Reserved time — guaranteed availability (up to 40h/mo).
- + Priority delivery — your requests always at the top of the queue.
- + Continuous oversight — proactive monitoring of infrastructure and AI.
03 / Method
AI Quality Loop™
Deploying AI is an architecture that prevents errors. My proprietary approach cuts hallucinations by up to 80% through multi-stage, cross-model verification of the output. See the method in practice: the "One Question, 91 Minds" experiment (in Polish) — an open workflow, free to download.
M-01QUALITY
Hallucination reduction
Multi-stage verification and cross-model checking — up to −80% errors.
M-02SCALE
Enterprise Scale
900M+ tokens monthly in production, API cost optimization.
M-03SECURITY
Data security
Safety-First architecture, GDPR compliance.
NOTE-02 · Principle
"A hallucination isn't a bug in the model. It's a failure in the architecture that let it through."
04 / Collaboration standards
B2B-01BILLING
Billing
14-day VAT invoice. Minimum unit: 60 min. Copyright transfers to the client.
B2B-02SLA
SLA
Response within 24h on business days. Urgent mode (6h) +100%. Remote work, Polish as the working language (EN documentation).
B2B-03CONFIDENTIALITY
Confidentiality
Mutual NDA on request. Enterprise scale — projects generate 900M+ tokens/mo; API budget on the client's side.
05 / Continuity and security
I assume failure — and design so it doesn't hurt
I don't ask IF something will break, only WHAT happens then. Every layer of my ecosystem has a backup, an alert, and a recovery plan. Client projects get the same standard.
SEC-01CODE
Versioning everything
Every project lives in a private Git repository (GitHub). Full change history — any state can be restored, and I hand over client code together with its history.
SEC-02BACKUPS
Backup 3-2-1
Automated server snapshots (Hetzner) + daily copies to independent storage outside the main infrastructure + local copies. Three copies, two media types, one always offsite.
SEC-03DISASTER RECOVERY
Failover mirror
A standby server at a different provider, replicated live. A failure of the main one means data loss measured in seconds and a return online in minutes — not days.
SEC-04MONITORING
24/7 monitoring
External uptime monitoring plus internal health checks for services, certificates, and backups. I catch problems before a user reports them.
SEC-05ALERTS
Push to phone
Every anomaly — from an expiring certificate to a failed backup — lands instantly as a push notification (Pushover). Even at night.
SEC-06EDGE
Cloudflare shield
DNS, attack protection (WAF), and hiding origin servers behind an edge layer. Traffic passes through the filter before it touches the app.
06 / Honest questions
Questions worth asking me
The ones you're already asking yourself — so I'll answer them straight.
Documentation starts on day one, code and access credentials stay on your side, and the architecture has no vendor lock-in — any competent team can take over the project. In a retainer, an SLA with a defined response time is added on top.
Yours. Copyright transfers to the client (standard practice, see Billing), documentation in Polish, technical docs also in English.
No overhead: you don't pay for coordination, handoffs, and subcontractor margins. One person owns the decision and the outcome, and the network of AI agents gives you a team's pace. An agency makes sense when you need a long-term team for years — if that's you, I'll tell you straight.
We define the criteria before we start: process time, cost to serve, error rate. We measure in production, not in a demo. And if AI doesn't have a business case for you, you'll hear that before the first invoice.
07 / Contact
Have a project? Describe it in three sentences.
Project status, expected hourly budget, and timeframe — I'll come back with a concrete proposal for the next step.
Contact form