Oleksandr Solomientsev
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Oleksandr Solomientsev Quality Engineering Leader
Open to opportunities Remote · Moldova / Ukraine

Quality Engineering Leadership

Oleksandr Solomientsev

Head of QA · Senior QA Manager · Quality Engineering Leader

15+ years building, scaling, and transforming Quality Engineering organizations. Currently leading quality across 8 healthcare products and 5 cross-functional teams, with a track record of building QA functions from 0 to 30 engineers and creating practical AI-enabled Quality Engineering systems for traceability, governance, analysis, and autonomous testing.

Years in Quality
15+
Products in Current Scope
8
Teams
5
Domains
6+
Team Scaling
0 → 30

Healthcare · Travel · Automotive · Telecom · IoT · Payments

  1. Product Ideas to Value
  2. Engineering Build with Confidence
  3. Quality Assure & Improve
  4. Release Deliver Impact

AI Layer Local LLMs · Agentic QA · Semantic Traceability

Turning quality into business impact

Selected Leadership Impact

Portfolio Quality Leadership

Own quality across a portfolio of 8 products and 5 cross-functional delivery teams in healthcare, with responsibility for a 15-person QA organization.

8 products5 teams15 QA

Quality Transformation

Conducted an account-wide QA audit across 8 products, identifying 43 improvement areas including 16 Critical/High-priority gaps and establishing a structured transformation roadmap.

43 findings · 16 Critical/High

QA Organization at Scale

Built and scaled a QA function from 0 to 30 engineers in ~5 months, establishing hiring, onboarding, team structure, tooling, and testing processes.

0 → 30~5 months

AI-Enabled Quality Engineering

Designed and built practical AI-enabled QA systems for semantic traceability, sprint governance, automated test planning, PR/MR requirement review, and autonomous browser testing.

~1.6K stories25K+ candidate pairs

Where I operate

Core Expertise

  • QA Strategy & Governance
  • Quality Transformation
  • QA Organization Building & Scaling
  • People & Performance Management
  • Process Audit & Improvement
  • AI-Assisted Quality Engineering
  • AI/ML Quality
  • Test Automation Strategy
  • Quality Metrics & Risk Management
  • Stakeholder Management
  • Shift-Left & CI/CD
  • Regulated Product Quality

Leadership approach

Quality Beyond Testing

Quality Engineering is not a testing phase. I treat it as an engineering system spanning people, process, architecture, automation, observability, delivery and product risk.

Engineering leverage, not buzzwords

AI-Assisted Quality Engineering

I use AI where it removes real engineering overhead — traceability, analysis, QA governance, coverage validation and repetitive quality workflows — while keeping humans in the loop for ambiguous or high-impact decisions.

01

Semantic Traceability System

Local-LLM-powered traceability system combining embeddings with LLM-based candidate validation to analyze ~1.6K stories and 25K+ Story ↔ Test Case candidate pairs, identify potential coverage gaps, and route ambiguous matches for human review.

  • Includes dashboards, reporting, resumable processing, and operational review workflows.
25K+candidate pairs analyzed
Local LLMEmbeddingsJiraZephyrHuman-in-the-loop
02

Sprint Health Check Agent

Atlassian Rovo agent that identifies problematic stories, enablers, and defects and validates QA subtasks, linked tests, fix versions, and other mandatory delivery controls.

Atlassian RovoDelivery ControlsQA Governance
03

Claude-Powered QA Agents

Built QA agents integrating Jira, Confluence, GitLab, and Bitbucket workflows — including automated sprint test-plan generation from Jira scope and PR/MR review against acceptance criteria, with implementation coverage analysis, automation-gap detection, risk analysis, and focused testing recommendations.

  • Sprint Test Plan Agent
  • PR/MR Requirement Review Agent
Claude APIJiraConfluenceGitLabBitbucket
04

Autonomous QA Agent

Personal R&D into agentic testing: a local LLM plans test cases from accessibility snapshots and drives a real browser through Playwright, with guardrails and human review before any generated test is trusted.

PythonPlaywrightOllamaLocal LLMAgentic Testing
View on GitHub
05

AI/ML Quality Evaluation

Evaluation and verification approaches for Generative AI, Classification, and Semantic Search systems where traditional deterministic pass/fail testing is insufficient.

Generative AIClassificationSemantic Search

Built in-house to remove manual work

Quality Automation & Tooling

Plain engineering automation — scripts and pipelines I write and maintain myself, so that traceability, coverage reporting and test preparation stop eating delivery time.

01

Traceability Restoration

Python automation that restored 2,555 broken legacy test references after TestRail migration, recovering historical requirement-to-test traceability.

2,555references restored
PythonTestRail APIData repair
02

Requirements Traceability Matrix

Automated assembly of the RTM straight from the TestRail and Jira APIs — the matrix is generated on demand instead of being maintained manually in spreadsheets.

PythonTestRail APIJira APIReporting
03

Coverage Metrics & Weekly Delta

Scheduled calculation of test coverage with a week-over-week delta, so teams and stakeholders see where high-priority coverage stands and how much effort is left to reach the target.

PythonCoverage metricsScheduled reports
04

Test Data & Result Validation

Python tooling for test data generation, result validation, and traceability workflows — the repetitive part of test preparation and verification.

PythonpytestPostgreSQLMongoDB

Hands-on Engineering

Selected Engineering Projects

Personal Project · Python · Playwright · Ollama · Local LLMs

Autonomous QA Agent

Autonomous browser-testing agent that analyzes accessibility snapshots, generates and executes test cases in a real browser, and produces structured reports.

AI test planningTool-based browser executionState isolationDestructive-action guardrailsConsole & network monitoringReusable test suitesRun comparisonHuman review
View source
Personal Project · Django · Python · Docker · nginx · Claude Code

Multi-Landing Platform

Built and operate a multi-site platform that hosts multiple independent landing sites from a shared codebase and administration layer, with site-specific content and configuration, production deployment, automated tests, security controls, and integrations.

Leadership across healthcare, travel and regulated products

Experience

DataArt

Feb 2021 – Present

Earlier experience

Senior QA Engineer / QA Lead

DataArt · Healthcare — Regulated Cognitive Assessment Feb 2021 – Dec 2021
  • Built QA processes from scratch for a regulated healthcare product — test strategy, documentation standards, and team workflows.
  • Implemented QA practices aligned with FDA-oriented SOP requirements and kept traceability between requirements and validation activities.
  • Analysed requirements early in the SDLC, identifying ambiguities and quality risks before implementation.
  • Defined functional, regression, and edge-case coverage across iOS, Android, and web applications.
  • Onboarded and mentored QA engineers joining the project.

Senior QA Engineer / QA Lead

MRS Electronics · IoT EV Charging Nov 2020 – Feb 2021
  • Established QA processes from scratch, defining test scope, environments, workflows, and documentation.
  • Tested firmware, hardware authorization, HMI workflows, and web-management APIs, including concurrent-user load scenarios.

Senior QA Engineer / QA Lead

Luxoft · Automotive Cluster HMI Mar 2018 – Nov 2020
  • Led QA activities for an automotive HMI program covering navigation, driver assistance, and multimedia systems.
  • Developed Integration and Test Plans compliant with ASPICE SWE.5/SWE.6, maintaining traceability from requirements through test execution.
  • Acted as QA point of contact for the automotive client, coordinating requirements clarification, quality risks, and release readiness.
  • Owned release-quality activities across multiple configurations and mentored QA engineers across development and client teams.

Head of QA / Head of Branch

Wildix · Telecom / Unified Communications Oct 2013 – Dec 2017
  • Led branch operations and managed a cross-functional organization of QA engineers and developers.
  • Owned QA activities for a Unified Communications platform and supported complex enterprise issues using Linux and protocol-level analysis.

QA Engineer

Luxoft · Automotive — Harman Becker Jul 2012 – Oct 2013
  • Embedded automotive QA: memory and performance testing, requirements and configuration management.

QA Engineer

Wildix · Unified Communications Jul 2011 – Jul 2012
  • Unified Communications QA on Linux: VoIP, video, messaging, integrations, and SIP/network troubleshooting.

Ideas · Expertise · Real outcomes

Ways to Work Together

Open to Head of QA, Senior QA Manager, and Quality Engineering leadership opportunities.

Also available for selected Quality Advisory and Fractional Quality Leadership engagements.

Supporting technical depth

Technical Capability

AI / LLM Engineering

Claude CodeClaude APILocal LLMsOllamaAtlassian RovoPython AI AgentsAgent Context EngineeringSemantic Search / EmbeddingsHuman-in-the-loop WorkflowsAI-Assisted Software Development

Automation & Testing

PythonpytestPlaywrightSeleniumREST API TestingAutonomous Browser Testing

Cloud & Data

AWSPostgreSQLMySQLMongoDBSQLite

Delivery & QA

JiraConfluenceZephyrTestRailGrafanaGitBrowserStackPostman

Ways of Working

SAFeScrumKanbanShift-LeftCI/CD

Credentials

Certifications & Education

Certifications

Claude Code in Action Anthropic · Issued Mar 2026 Verify →
Kanban Management Professional KMP Foundation I & II · Kanban System Design

Education

Specialist — Computer Systems & Networks Odessa State Academy of Refrigeration · 2005 – 2010

Let’s build better quality systems

Let’s build better quality systems.

Open to senior Quality Engineering leadership roles, advisory conversations and high-impact quality initiatives.