AI-01RESEARCH
Independent research
Analytics and research at massive scale, in parallel and from many sources.
Tomasz Fiedoruk · B2B Offer/ availability: a limited number of projectsNew-era advisory.
Me + a network of AI agents.
I combine 23 years in IT and marketing with a network of AI agents, so you get one person working at the pace of a team. Brand, communication, strategy, AI, web, hardware. You pay for expertise and results, by the hour, on a B2B invoice.
rate 200–450invoice B2Bmin. item 1 hQuality Loop ✓
Orchestrator
AI-02SYNTHESIS
Synthesis & architecture
Strategy, solution architecture, code and linguistic nuance.
AI-03VERIFICATION
Red-team & verification
Independent oversight and cross-verification of outputs.
Engine: swappable frontier models (currently Claude Opus/Fable, OpenAI GPT Sol, Kimi K), chosen per task.
A1
900M+
tokens / day in production
A2
−80%
hallucination reduction
A3
23 yrs
professionally — since 2003
A4
8
production systems
01 / Pricing
A transparent billing model
B2B invoice, billed in whole hours, with one hour as the smallest line item.
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
Brand, message, technology. The choices you cannot take back.
450 PLN / h
≈ €105 / h
- Opportunity map with priorities
- Audit: your brand in AI answers
- Communication and PR strategy
- Go / no-go calls on pilots
- Board-level presentations
02 / Configurator
Build your scope
Tick what you actually need. You'll see the hours and the cost before anyone sends you a quote.
Start from a ready set
Or assemble your own
Strategy & Decisions450 PLN / h
Analysis & Development300 PLN / h
Operational Support200 PLN / h
Your scope
Tick at least one item and I'll do the maths.
Indicative ranges, meant for a conversation. They're not a commercial offer or a fixed price list. A call usually narrows them, and sometimes it turns out half the items are unnecessary.
Send this scope
03 / Partner track
Retainer: Strategic Partner
An ongoing partnership for companies that want one accountable person on the other side. I cover both layers, the brand and the technology. I shape what you say to the market, and I stand behind the system that has to deliver on it. Nothing gets bounced back and forth between two vendors.
Custom · reserved hours every month
Ask about the partner offer
- + Brand oversight — message reviews and first response in a crisis.
- + Reserved time — 40 h a month held for you.
- + Priority delivery — your work goes ahead of project queues.
- + Response SLA — a fixed window for critical issues.
04 / Method
AI Quality Loop™
Deploying AI well is an architecture problem, and good architecture stops errors before they get out. My own 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 daily 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."
05 / 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/day, with the API budget on the client's side.
06 / 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, so any state can be restored, and the history goes to the client along with the code.
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. If the main one fails, you lose seconds of data and you are back online in a few minutes.
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. Monitoring and alerts run automatically 24/7; human response follows the agreed hours and SLA.
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
When a project needs it, I put it behind a Cloudflare proxy: DNS, attack protection (WAF), and origin hiding. Traffic is filtered at the edge before it touches the app.
07 / Honest questions
Questions worth asking me
The ones you're already asking yourself, so here are the answers.
Documentation starts on day one, source files and access credentials stay with you, and the architecture has no vendor lock-in, so any competent team can take over the project. A retainer adds an SLA with a defined response time.
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, or 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 there's no business case for AI at your company, you'll hear that before the first invoice.
08 / Contact
Have a project? Describe it in three sentences.
Tell me the project status, the expected hourly budget and the timeframe. I'll come back with a concrete proposal for the next step.
Contact form