Building an AI Use Case Pipeline with ROI Tracking
An AI use case pipeline turns scattered ideas into a funded portfolio: structured intake, scoring, stage gates and ROI tracked from baseline to production.
Paweł Szczepanik
Blog - Page 3
Turning GitHub Copilot Into an Engineering Workflow
Custom agents, instruction files, skills and mandatory gates turn GitHub Copilot from an ad-hoc assistant into an engineering workflow you can audit.
Andrzej Gabryel
AI-Ready Data Foundations: The Real AI Project Blocker
AI-ready data foundations decide which AI projects ship: four readiness dimensions, a use-case-scoped audit and how to price the gaps.
Paweł Szczepanik
From Pilot to Production: Why Enterprise AI POCs Stall
AI pilot to production: five organizational reasons enterprise AI POCs stall, and the operating model that moves them into production.
Paweł Szczepanik
AI Factory: An Operating Model for AI at Scale
An AI factory operating model turns pilots into repeatable delivery: five building blocks, a governed use case pipeline and a phased path to scale.
Paweł Szczepanik
Why DS Stream Joined Nasscom, And What It Means For Our Journey In India
DS Stream has joined Nasscom, India’s technology and AI community. Here is why membership matters for our talent, clients and AI DNA in India.
AI Assortment Optimization for Retail and CPG: A Guide
AI assortment optimization for retail and CPG: data readiness, demand transference, SaaS versus custom build, and proving the result on the P&L.
Paweł Szczepanik
Data Platform Modernization for Fintech and Insurance
Data platform modernization for fintech and insurance under DORA: target architecture, migration sequencing and keeping regulatory reporting live.
Paweł Szczepanik
Nearshore Data Engineering Teams in Poland: A Buyer's Guide
Nearshore data engineering teams in Poland: staffing or delivery, three engagement models, the EU jurisdiction case and how to vet a partner.
Paweł Szczepanik
Apache Airflow Managed Service: What It Should Include
What an Apache Airflow managed service includes, how it differs from MWAA and Cloud Composer, and how providers define, measure and accept data outcomes.
Paweł Szczepanik
AI Act Compliance Consulting: An Engineering Buyer's Guide
What AI Act compliance consulting covers, which deadlines apply to you, and how Articles 9–15 translate into engineering deliverables you can audit.
Paweł Szczepanik
AI-Driven Dynamic Pricing for Indian Retail and Modern Trade
India's MRP law caps prices, so AI dynamic pricing in Indian retail works below the ceiling: SKU-level elasticity, promotions and competitor tracking.
