Marcin Zieliński, forward-deployed engineer

Marcin Zieliński

Senior Forward-Deployed Engineer

Wrocław, Poland · UTC+1 · 11 years of experience

Marcin focuses on taking enterprise AI integrations from pilot to production and daily use.

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Why this profile fits

Enterprise CRM and ERP integration

Connects AI features to systems such as Salesforce, Dynamics, SAP, internal APIs, and operational data.

Customer-embedded delivery

Works inside the client environment, turns unclear requirements into a shipped workflow, and closes the last-mile gap.

Production governance

Builds observable services, approval gates, access boundaries, and a rollout path teams can operate.

Relevant toolkit

PythonTypeScriptPostgreSQLReactDocker

Delivery evidence

Selected work

Support Copilot for a B2B SaaS Platform

B2B SaaS scale-up

Embedded copilot that drafts citation-grounded replies for support agents using RAG over a 40,000-article help center and full ticket history. Cut median first-response time from 14 minutes to under 4 and lifted agent adoption to 78% within nine weeks.

PythonFastAPI

In-Product Financial Assistant

Fintech scale-up

Conversational copilot inside a banking dashboard that answers account questions and initiates money-movement flows through guarded tool-calling with human-in-the-loop confirmation. Grew to 34,000 weekly active users while cutting common-task support tickets by 38%.

TypeScriptNext.js
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Relevant experience

Career timeline

Forward-Deployed Engineer

2023–Present

Fintech Scale-up (Contract via Devlyn) · Remote / Wrocław, Poland

  • Embedded with product and support teams to ship an in-dashboard financial copilot on Claude and GPT-4, growing weekly active usage from 0 to 34,000 users within two quarters of launch.

Forward-Deployed Engineer

2020–2023

B2B SaaS Platform (Contract via Devlyn) · Remote / Wrocław, Poland

  • Took a stalled support-copilot pilot from 22% to 78% agent adoption in 9 weeks by rebuilding RAG over a 40,000-article knowledge base and adding citation-grounded reply drafting.

Senior Full-Stack Engineer

2017–2020

HealthTech Product Company (Contract via Devlyn) · Wrocław, Poland

  • Led development of a clinician-facing onboarding assistant and rules-based chatbot, lifting activation of new accounts by 27% quarter over quarter.

Skill depth

Show experience in context.

VerbalCommunicationDomainUnderstandingProblemSolvingCodeQualitySystemDesignDeliverySpeed
Competency shapeAssessment across the same six dimensions used for every profile.

Relevant experience by skill

Python11 years
TypeScript & JavaScript10 years
React9 years
PostgreSQL9 years
Docker & CI/CD8 years
LLM Application Development5 years
Retrieval-Augmented Generation4 years
Prompt Engineering & Evals4 years
See the complete skill index

Languages

PythonTypeScriptJavaScriptSQLBashHTML/CSS

Frameworks

ReactNext.jsFastAPINode.jsDjangoExpressLangChainLlamaIndex

Libraries/APIs

Anthropic Claude APIOpenAI GPT APILangGraphModel Context Protocol (MCP)PydanticFunction & tool callingOpenAI WhisperStripe API

Tools

DockerGitHub ActionsGitLab CITerraformSentryDatadogLangSmithpytestPostman

Paradigms

Retrieval-Augmented Generation (RAG)Agentic workflowsEval-driven developmentHuman-in-the-loopCI/CDTest-driven developmentEvent-driven architectureMicroservices

Platforms

AWSVercelCloudflare WorkersGoogle Cloud PlatformKubernetes

Storage

PostgreSQLpgvectorRedisPineconeQdrantElasticsearchAmazon S3

Education

Formal background

MSc, Software Engineering

Wrocław University of Science and Technology · 2013–2015 · Graduated with distinction

BSc, Computer Science

Wrocław University of Science and Technology · 2010–2013

Credentials

Certifications

Salesforce Certified Platform Developer I

Salesforce · 2024 · Certified

AWS Certified Solutions Architect – Professional

Amazon Web Services · 2023 · Certified

Communication

Languages

Polish

Native

English

Fluent

German

Professional

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