Bio.
A short background and how I work.
I’m an AI Product Engineer focused on e-commerce and SEO automation. I build production systems that turn messy documentation, product data, and performance metrics into reliable outputs: grounded support answers, scalable product content generation, and SEO operations intelligence for decision-making.
Languages: Ukrainian (Native), English (B2–C1)
Profile facts
- NameBohdan Antonov
- RoleAI Product Engineer for E-commerce & SEO Automation
- LocationOdesa, Ukraine (Remote)
- LanguagesUkrainian (Native), English (B2–C1)
What I work on
- RAG knowledge assistants for internal teams: structured answers grounded in documentation, specs, and reference materials.
- Vision + LLM product content generation: titles, descriptions, and attributes generated from available data — including image-based enrichment — shipped and maintained in production.
- SEO operations platforms: query management, clustering/taxonomy workflows, multi-source scoring (GSC/GA4/Ads/DataForSEO), and iterative optimization cycles.
Career progression (Marketing → Sales → Builder)
Before AI, I built my foundation in digital marketing and e-commerce operations (SEO/SEM, content, and catalog workflows). In 2023, I joined Horoshop (Cartum) and started in sales, then moved into international sales and partner programs. That work surfaced recurring bottlenecks: knowledge scattered across docs, inconsistent answers, and the high cost of scaling product content. In mid-2025 I shifted into AI services R&D and started shipping production AI systems. NDA limits what I can share publicly, so I focus on outcomes and architecture-level details.
Experience
Horoshop / Cartum — E-commerce SaaS (Sales → Partnerships → AI Services R&D)
2023 — Present · Remote
- Joined Horoshop in 2023 as a sales specialist; later moved into international sales and partner programs.
- In mid-2025 transitioned to AI services R&D and began shipping production AI systems for e-commerce and SEO operations.
- Contributed to production workflows including a RAG knowledge assistant and a vision + LLM product content pipeline (publicly shareable highlights only).
- NDA: detailed scope is limited; I can share architecture, constraints, and outcomes.
- Work end-to-end: system design, data pipelines, integrations, quality controls, monitoring, and reliability.
Selected outcomes: 50,000+ products generated/optimized; RAG assistant in production for internal teams.
Independent projects — KeyCluster and content automation
2025 — Present · Remote
- Built KeyCluster: SEO operations platform with multi-source scoring (GSC / GA4 / Ads / DataForSEO), market volume/competition context, and modern SERP considerations (incl. AI Overview).
- Built e-commerce content automation: product naming, SEO/marketing descriptions, marketplace short copy, and structured characteristics with QA guardrails.
- Own deployment and production operations: observability, fallbacks, and iteration based on usage.
4travel (rebranded to BAGSTON) — E-commerce (Sales → Marketing → Operations)
2009 — 2023 · Kyiv, Ukraine
- Started as a salesperson and grew into digital marketing and e-commerce operations.
- Owned SEO, SEM, targeted social campaigns, email newsletters, and photo/video production for e-commerce.
- Grew social media following by ~150% across platforms and improved Google search visibility through content strategy and technical SEO fixes.
- Built internal tooling and workflows: catalog structure for a new website, a lightweight PIM system, photo-based color detection, and product feature collection/onboarding tools.
- Reduced Google Ads spend by ~$1,200 while improving overall search ranking and campaign efficiency.
- Built and led content production: product photography, graphics, and marketing collateral supporting sales needs.
Independent Marketing Contractor (own business)
Aug 2008 — Jan 2021 · Kyiv, Ukraine
- Provided SEO/SEM and digital marketing support for client projects.
- Built and managed content and campaign workflows (social, email, landing pages, and creatives).
- Operated in parallel with full-time roles; owned delivery and client communication end-to-end.
How I work
- Proof-first: measurable outcomes, clear baselines, explicit success criteria.
- Grounded outputs: guardrails, deterministic formatting, evaluation loops.
- Modular systems: strict naming, predictable structure, reusable components.
- Production mindset: monitoring, logging, fallbacks, iteration based on real usage.
Selected outcomes (high-level)
- 50,000+ products generated/optimized in production workflows.
- RAG assistant in production for teams working with large documentation and knowledge bases.
- KeyCluster launched as an SEO operations platform with multi-source scoring.
Links
What I can help with
- Production RAG assistants for internal knowledge bases (docs/specs/policies).
- E-commerce product content generation at scale (with quality controls and consistent terminology).
- SEO ops platforms: scoring, integrations, workflows, measurable optimization cycles.
- Data pipelines connecting GSC / GA4 / Ads / DataForSEO into decision-ready dashboards.