Anton Biletskyi-Volokh
Complex marketsAI-native systemsGrant-backed projects

AI-native systems, market infrastructure and strategic execution

I work with teams building complex, technical and market-facing systems: AI-native workflows, market infrastructure, publishing systems, LLMO surfaces and go-to-market systems that need structure.

Available for consulting, partnerships, grant-backed collaborations and selected full-time or fractional roles.

Work with meSee systems

Working in Paris time (CET/CEST).

Focused entry points

If you arrived with a specific problem, start with the closest page. Each page maps the buyer problem, useful outputs, public evidence and common fit questions.

AI GTM / positioning

AI GTM consultant

Positioning, launch narrative and execution systems for AI, technical and market-facing products that are hard to explain, sell or scale.

AI workflow systems

AI workflow systems

Agentic workflows, project instruction layers, validation gates and human review loops for teams adopting AI without losing control.

LLMO / answer-engine visibility

LLMO consultant

Search and answer-engine readiness for people, products and portfolios: structured pages, machine-readable indexes, FAQ schema and citation-friendly content.

AI publishing systems

KDP publishing automation

Fast, gated nonfiction publishing systems for market discovery, source-dependent drafting, layout, QA, commercial packaging and post-publication learning.

Agro commodity infrastructure

Agro market infrastructure

Brokerage workflows, market-intelligence surfaces, commodity-index logic and execution-layer systems for physical grain and oilseed markets.

Product marketing / complex products

Complex product marketing

Narrative, positioning, offer design and proof architecture for products that cross technical, operational and commercial boundaries.

How I help teams ship

Market systems
Agro-market infrastructure sprint
For teams working around physical commodities, brokerage, indexes or market intelligence.
  • Brokerage workflow and execution-layer mapping
  • Market-intelligence, dashboard or benchmark structure
  • Participant, signal, data and methodology model
  • Commercial narrative for partners, grants or pilots
  • Handoff: operating map + prioritized build plan
Agentic execution
AI-native workflow sprint
For teams that want agent-assisted execution without losing review discipline.
  • AGENTS/RUNBOOK and project instruction surfaces
  • Reusable skillpacks and validation gates
  • Debugging, audit, research and handoff workflows
  • Repo context, risk notes and operating conventions
  • Implementation loop: ship, verify, document, repeat
Strategy to execution
Product, GTM and grant narrative system
For complex products that need to be legible to clients, partners, evaluators and AI search.
  • Positioning, offer and stakeholder narrative
  • Landing/site/deck structure for technical products
  • SEO, JSON-LD, LLMO and machine-readable indexes
  • Evidence map: projects, methods, traction and use cases
  • Implementation sprint: publish, measure and iterate

What you get (every time)

  • A clear story: offer, audience, and why you win — in plain language.
  • A practical plan you can execute with your current team and constraints.
  • Shippable artifacts (docs, pages, checklists) — not just advice.
  • An operating layer that connects strategy, product, market workflows and AI-assisted execution.

Not sure which track fits? Send 3 lines about what you’re building and where you’re stuck — I’ll point you to the best next step.

Credibility snapshot

  • 20+ years across strategic marketing, product, growth, brand and international business communication.
  • Hands-on agro-market infrastructure work around MN7R, Cropto, commodity indexes, monitoring and brokerage workflows.
  • AI-native development stack: agent skills, project instruction layers, validation-gated workflows and LLMO infrastructure.

Start a conversation

Best via LinkedIn DM for quick context. Email works for longer briefs or partnership ideas.

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