AI consulting by Pavel Filonov
Test whether AI will improve your business processes
PFConsult helps startups and small businesses discover where machine learning, RAG, and AI agents can create measurable ROI — then build practical prototypes and workflows to prove it.
From AI idea to product evidence
A staged path for software companies that need to validate AI before building an internal ML team.
01. Find the right use case
Connect a product problem to a measurable AI hypothesis and a clear stopping rule.
Learn more →02. Prove technical feasibility
Build a focused PoC with real data and systems before paying for full integration.
Learn more →03. Test a live MVP
Integrate the feature, release it to users, and measure whether it creates value.
Learn more →04. Build internal capability
Hire, transfer knowledge, and move ownership inside once the investment is justified.
Learn more →
Featured case study
From 30 minutes to under five
How a payment service provider used production-tested anomaly detection to improve its 95th-percentile incident detection time—without overwhelming its monitoring team with false alarms.
Meet Pavel Filonov
I am the founder of PFConsult and an AI consultant focused on helping companies test whether machine learning can improve their business processes. My work combines data science leadership, software engineering, cybersecurity experience, and practical education.
Specialization
AI agents, RAG, and ML product validation
Friendly, practical support for founders and teams who need to know where AI can create real value — before overinvesting.
Want to know where AI can create ROI?
Book a consultation with Pavel to discuss your workflows, AI ideas, and the fastest practical way to test them.