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aIdvalor/README.md

Vlad Ilchenko · PM who ships the prototype instead of the deck

Marketplace PM, Tuck MBA. Everything here works. Some of it works well.

LinkedIn

Pinned projects

Project What it is Stack Status
Agent Access Index Flagship. A public, category-level index of how top US retailers treat AI shopping agents: published agent rules, refusals and discovery files Static site · data pipeline (private) Live · site
DNR Agent Governed “delivered but not received” resolution agent; policy engine cuts unsafe autonomy 37% → 5% (synthetic evals) Python · static demo Live · demo
Launchgate CI for marketing journeys. Lints a lifecycle journey for broken logic, consent and frequency issues before it reaches customers, applies fixes, then launches it to a cohort Next.js 16 · React 19 · TypeScript · Tailwind Live · demo
VisitBrief A patient-community-signal prototype that explains why each flag fired and drafts a visit brief (fictional data) HTML · JS Prototype · demo
Fortune Ledger An anti-impulse-shopping Chrome extension that adds deliberate friction before you buy Chrome MV3 · TypeScript Prototype
Fieldframe Jobsite photo prototype: AI tags, groups and captions field photos, and asks when unsure instead of guessing HTML · JS Prototype · demo

How I work

  • Prototype first. A clickable build in days beats a spec in weeks.
  • Evals over vibes. Define what "good" means, measure it, and only then scale it.
  • Humans in the loop where it matters. Approval gates, consent checks and audit logs are built in from the start.
  • Explainability as a feature. Every AI output shows why it happened.
  • Honest numbers. If a metric isn't measured yet, it says TBD.

Now building

  • Agent Access Index: tracking how AI agents shop, compare and check out across commerce sites, refreshed weekly.
  • Marketplace agent experiments: buyer and seller agents, trust and friction design, and what changes when the customer is an agent.

Previously: Group PM at TikTok Shop; Walmart

Open to AI product roles in commerce & marketplaces · Seattle / remote Personal projects; not affiliated with or endorsed by any company.

Pinned Loading

  1. agent-access-index-site agent-access-index-site Public

    Agent Access Index: public, category-level index of how top US retailers treat AI shopping agents.

    HTML

  2. Fortune_ledger Fortune_ledger Public

    Chrome extension that adds a kind moment of friction before you buy, and tallies money not spent.

    TypeScript

  3. launchgate launchgate Public

    CI for marketing journeys: lint lifecycle campaigns for overlap, consent and frequency issues before launch.

    TypeScript

  4. visitbrief visitbrief Public

    Safety-first AI UX prototype that turns patient-community signal into a clinician visit brief (fictional data).

    HTML

  5. dnr-agent dnr-agent Public

    A refund agent for 'delivered but not received' claims: code owns eligibility, amount, escalation and commit. 77 tests, 0 critical violations, replay-only demo.

    TypeScript

  6. fieldframe fieldframe Public

    Jobsite photo prototype: AI tags, groups and captions field photos, asking when unsure.

    HTML