Cases

Selected product work

A short list of projects where I owned the outcome end-to-end - from problem to shipped result

Data & Pricing

Pricing Optimisation SaaS: 0→1 Discovery to 22 Pilots

Defined ICP and value proposition for a B2B pricing optimisation SaaS, ran discovery fast, and shipped an MVP with a lean team (2 engineers + sales). Built roadmap + financial model to support fundraising narrative and early GTM

Result · 22 pilot clients launched; 60%+ retention; early subscriptions signed and a clear investment story packaged
AI Automation

AI Support Automation: From 2.5 Days to 6 Hours

Redesigned onboarding/support experience via international customer research, then built and launched an LLM-powered tier-1 support chatbot with request analytics + routing improvements (RAG + Bedrock/Claude). Focus: reduce manual workload and speed up resolution

Result · Manual support load down 46%; resolution time cut 2.5 days → 6 hours while handling 43% more requests
Data & Pricing

Monetisation Rebuild: +90% ARPU in B2B SaaS

Owned a dealership SaaS platform and rebuilt monetisation: packaging, contextual upsells, and event-based analytics tied to ARPU, conversion, and retention. Shipped iterative improvements through 3 cross-functional teams

Result · ARPU +90%; user behaviour linked to revenue drivers via BI dashboards for repeatable growth decisions
Growth

Scaling Adoption: 3,000 → 9,000 Active Users + Revenue Surge

Drove growth by fixing onboarding friction, improving core flows, and using analytics to identify UX bottlenecks and new segments. Coordinated product + marketing + sales execution in a B2B/B2C mixed environment

Result · Active users 3,000 → 9,000; quarterly revenue 14M → 27M RUB in 3 months
Growth

New SaaS Sub-Product: From Loss-Making to 2.4M RUB/Month

Took an e-commerce SaaS sub-product with weak LTV and unclear positioning, rebuilt unit economics (PnL-first), clarified target audience, and shipped UX/checkout improvements plus a new revenue stream (cloud fiscal services)

Result · 0.5k RUB/month & 120 clients → 2.4M RUB/month & 300 clients in 6 months; cloud fiscalisation added 0.8M/month
AI Automation

Public A/B Pricing Optimiser: From Idea to Live Streamlit App

Independently built and shipped 3 production-ready AI tools end-to-end: A/B pricing optimiser (Streamlit), Whisper-based call analysis + recommendations, and a CRM with profitability analytics for a service business. Hands-on with RAG, prompts, agentic workflows, and deployment

Result · 3 working demos shipped (including a public Streamlit app); proven ability to prototype and deliver AI workflows without heavy teams
Growth

Enterprise Analytics Platform: 15,000 Internal Users Adoption

Built and deployed a self-serve pricing tool for small retail: users upload experiment data, get A/B test conclusions, and receive optimal price recommendations in a simple UI. Designed the flow for non-technical owners and shipped the full prototype-to-deployment stack

Result · Public demo shipped and live (Streamlit). Clear proof of rapid prototyping, delivery, and deployment of AI/data tools end-to-end
AI Automation

Whisper Call Analysis Pipeline: Next-Day Sales Script Improvements

Built a pipeline that processes batches of recorded calls: transcription with OpenAI Whisper → linguistic/NLP analysis → recommendations that improve sales scripts on the next day. Focused on automation, repeatability, and actionable outputs instead of “pretty dashboards

Result · Working demo delivered: automated transcription + analysis + recommendations in one flow, ready to showcase via live demo or screen recording
AI Automation

AI-Enabled CRM for Renovation Business: Profitability Analytics per Client

Built a CRM for a solo contractor managing renovation projects: expense tracking per client, project management, and profitability analytics. Implemented database layer + automation to make unit economics visible without spreadsheets and manual bookkeeping

Result · Production-ready demo shipped: end-to-end CRM workflow with profitability reporting, available to present live or via recording