4ITX HRTech data platform and explainable AI matching
Project year2026
4iTX
HRTECH · DATA PLATFORM · EXPLAINABLE AI

Do not search with old words.Understand the real match.

A specialized HRTech platform that joins a current Vacancy Index, structured Talent Card and Talent Spec, and an explainable matching architecture across five deep-tech verticals.

FOR A PROFESSIONAL

The market is scattered; a résumé is too flat.

Vacancies repeat across sources, close without notice and use incompatible job titles. A static PDF does not express depth of skill, production responsibility or evidence of experience.

FOR AN EMPLOYER

A flow of texts is not a qualified shortlist.

Keyword search cannot reliably distinguish a passing mention from deep production experience. A single opaque AI score adds false certainty instead of explaining a decision.

THREE PRODUCT LAYERS

Current data, structured market sides, explainable match.

HUMAN-OWNED HIRING
01

Vacancy Index

Allowed sources enter ingestion, normalization, taxonomy, deduplication and freshness gates before a vacancy reaches the catalog.

02

Talent Card / Talent Spec

Professionals and employers receive mirrored structured models instead of two incompatible free-text documents.

03

Explainable Match

Must-have coverage, strengths, gaps, quality of data and reason codes are shown separately from the final human decision.

FIVE VERTICALS

A market taxonomy, not a generic job-board category.

01

AI & ML

02

Web3 & Blockchain

03

Cybersecurity

04

Cloud & DevOps

05

Robotics & Hardware

LIVE
  • Russian vacancy catalog
  • Multi-dimensional filters and vacancy pages
  • Company catalog and company profiles
  • Supabase-backed vacancy and company data
  • External application to an aggregated vacancy
  • Basic public Vacancy Index
ADVANCED PROTOTYPE
  • Employer and candidate landing flows
  • Talent Card and Talent Spec interfaces
  • Employer dashboard and multi-step vacancy publishing
  • Applications, billing, team and company workflows
TARGET ARCHITECTURE
  • Organization auth, roles, RLS and audit trail
  • Persistent Talent Card and Talent Spec
  • Explainable matching engine and calibration
  • Employer commerce, payments and moderation lifecycle
TALENT CARD

A professional profile with evidence and ownership.

Specializations and depth of skill
Production scope and completed projects
Verified signals and data provenance
Visibility, correction, export and consent
TALENT SPEC + MATCH

A hiring requirement that can be checked.

MATCH BREAKDOWN, NOT A MAGIC SCORE
Must-have coverage
Strong signals
Gaps and constraints
Confidence and reason codes
INGESTION TO INDEX

The data path is as important as the interface.

01

Allowed source

02

Raw snapshot

03

Normalize + taxonomy

04

Deduplicate + freshness

05

Vacancy Index

Employer Claim Loop

A verified representative can claim a prepared company asset built from permitted public vacancies, receive a workspace and take ownership of direct vacancy workflow. Candidate data remains private until explicit consent.

company → domain verification → invite → workspace

Portable data, not platform lock-in.

Talent Card and Talent Spec are designed as versioned JSON that their owners can export into compatible HR systems. Monetization belongs in workflow and results, not in blocking access to a person’s own data.

MY ROLE

Founder-built HRTech product and platform architecture.

I formed the 4ITX product model, built the Russian Vacancy Index and designed the path from disconnected prototypes to a two-sided production platform: ingestion, taxonomy, Talent Card, Talent Spec, explainable matching, employer commerce, privacy, state machines and a vertical-slice delivery roadmap.

Need to turn a catalog, marketplace or data product into a platform?

Show the task. I will outline the architecture and the boundaries of a useful pilot.

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