Arkadiusz Lejszo

I help teams make AI workflows and internal automation more reliable, auditable, and easier to control.

My work focuses on:

• AI decision-flow reviews
• auditability and traceability
• deterministic behavior and replay-readiness
• Python automation and internal tools
• validation layers, guardrails, and evidence logging

I usually work with startups, SaaS teams, and companies building AI assistants, agent workflows, internal automation, or decision-support systems.

Typical engagements include:

• reviewing one workflow or one critical automation path
• identifying control gaps and likely failure modes
• improving traceability and operational visibility
• building small Python tools for validation, logging, or policy checks
• preparing a practical hardening plan with clear priorities

I prefer fixed-scope work with clear deliverables, realistic constraints, and minimal overhead.

Starter offer:

AI Decision-Flow Audit Sprint

A compact 48-hour review of one AI workflow or one critical use case.

I identify:

• control gaps
• auditability / traceability gaps
• top failure modes
• a minimal hardening plan

Deliverables:

• Executive Findings
• Top Risks with Severity
• Minimal Hardening Plan
• optional walkthrough call

Best fit:

• AI assistants
• agent workflows
• internal automation
• decision-support systems

This is a fixed-scope sprint for teams that want practical findings without starting a heavy consulting engagement.

If useful, I can also support follow-up work in Python automation, validation tooling, logging improvements, and internal guardrail implementation.

Skills

Python, Automation, AI Workflow Audit, Auditability, Traceability, Logging, Validation, Internal Tools, AI Governance, Deterministic Systems, API Integration, Tauri, System Design, Risk Review, Process Automation

Hourly Rate

$55/hr

Availability

Available for contract work

Fixed-scope projects preferred

Short audits and technical reviews welcome

Remote only

Async-friendly collaboration