I turn research, marketing, and emerging technology into clear decisions and useful digital systems.
Selected work
A selection across AI support, product quality, and user experience. Prototype results are from test environments, not production performance claims.
AI · Customer operations
A workflow that reads a request, finds relevant source material, prepares a reply draft, and checks that edits preserve its meaning. A manager reviews and sends the response.
Quality assurance
A web tool to run reference scenarios, compare generated answers against expected results across four criteria, review run history, and export reports.
Product research
A pilot analysis of 709 partial conversation histories, looking at how managers identify a request, explain a decision, and check the client's next step.
Product experience
Product work on user flows for a TON wallet and digital identity experiments, plus acquisition, engagement, and the path to payment for a Telegram AI bot.
How I can help
I can map the situation, analyze the available data, recommend a practical next step, and help design or build the digital tools around it.
Find where the business loses time, focus, or visibility, then turn the findings into clear priorities.
Understand the market and customer journey, then see where acquisition and sales can improve.
Review how teams attract people, help them succeed, and keep work clear as the organization grows.
Connect operating activity to the numbers leaders use to make decisions.
See how people discover, use, and get support for a product or service.
Choose where software, automation, and AI can improve a real workflow—with checks and human ownership.
Plan and create a digital presence around what visitors need to understand and do.
Shape the right system for customer work and internal operations, from requirements to a working release.
Notes & research
Research and signal watching, connected to practical work. Marketing, HR, startups, AI, and product thinking—with links back to the source.
Research & signals
A little about me
Digital consultant & AI systems builder
My work sits between people, products, and technology. I have worked in customer-facing roles, product management, and digital projects—from telecom installations for businesses to product flows for a TON wallet and AI-supported customer operations.
I like work that can be made clearer, tested, and improved. I care about evidence, useful design, and keeping a person responsible for the final decision.
Contact
Tell me where it gets difficult. We can start with the question, not a preset solution.