Bohdan Antonov
AI Product Engineer for E-commerce & SEO Automation · Odesa, Ukraine (Remote)
I design and ship production-grade AI products that convert messy documentation, product data, and performance metrics into reliable outcomes: grounded support answers, scalable product content generation, and SEO operations intelligence for decision-making.
Experience & results.
Problem:
Manual creation of unique product descriptions and attributes for tens of thousands of items takes months and is hard to keep consistent.
Solution:
Built a Vision + LLM pipeline to generate naming, descriptions, and characteristics at scale — shipped and maintained in production (50,000+ items generated/optimized) with templates and QA checks.
Problem:
Teams lose time across docs and knowledge bases; answers become inconsistent and hard to trust at scale.
Solution:
Built a RAG knowledge assistant that produces grounded, structured answers with guardrails — enabling “LLM consultant” experiences for internal teams and e-commerce workflows.
Problem:
SEO decisions often rely on scattered spreadsheets and disconnected signals from GSC / GA4 / Ads / DataForSEO.
Solution:
Built KeyCluster: an SEO operations platform with normalized metrics, scoring, and clear action planning — from catalog structure to page naming, with market/competition context and modern SERP requirements in mind.
Problem:
Many AI initiatives stall at notebook prototypes due to missing engineering practices and production ownership.
Solution:
Own delivery end-to-end: architecture, data pipelines, integrations, monitoring, fallbacks, and iterative quality improvements based on real usage.
Proof.
50,000+ products generated/optimized (production)
Titles, descriptions, and attributes generated from available product info — including image-based enrichment.
RAG Knowledge Assistant (production)
Internal assistant for Cartum/Horoshop: structured answers grounded in docs, specs, and reference materials.
KeyCluster — SEO Ops Platform
Query management, clustering/taxonomy workflows, and scoring based on GSC / GA4 / Ads / DataForSEO metrics.
Selected metrics.
- 50,000+ products generated/optimized (production)
- Catalog-aware “LLM consultant” experiences for e-commerce: grounded answers about assortment and product attributes.
- SEO- and marketing-ready product content at scale: naming, descriptions, marketplace short copy, and structured characteristics.
- KeyCluster: SEO ops platform that produces clear action plans — from catalog structure to page naming for Google visibility.
- Multi-source scoring and benchmarks (GSC / GA4 / Ads / DataForSEO) with market volume and competition context; aligned with modern SERP requirements (incl. AI Overview / SGE).
Featured Work.
View all work →Cartum / Horoshop — Knowledge Assistant (RAG)
Internal assistant for support and onboarding: structured answers from docs, specs, guides, and internal knowledge bases.
E-commerce Product Content Generator (Vision + LLM)
Generates product titles, descriptions, and attributes from structured data and images; 50,000+ products already generated in production.
KeyCluster — SEO Intelligence & Operations Platform
SEO operations platform: scoring opportunities from GSC/GA4/Ads/DataForSEO and managing clustering/taxonomy workflows.