Author
Michał Abram
Prolabs is led by Michał Abram with a team of specialists and a system of AI tools. For 18 years he co-created products for companies such as Procter & Gamble, Hewlett-Packard, Roche, Zety, InterviewMe and Gadu Gadu Network. He also built Mindgram, Natu.Care, Ankieta+, hiJunior, Hello Finance and Uxeria. That experience now guides every project.
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Websites
Website cost in 2026: realistic budgets and scope guide
A business website in 2026 usually costs PLN 8k to 80k net. See realistic ranges, what a quote should include, and when a cheap offer becomes costly.
E-commerce
Shopify vs WooCommerce for DTC: cost and decision guide
Shopify offers predictability and speed, WooCommerce more control. Compare total cost, margin impact, maintenance and operational risk for a DTC brand.
SaaS
SaaS MVP cost in 2026 and how to cut the scope safely
A SaaS MVP usually costs PLN 60k to 250k net. Learn what belongs in the first release and how to avoid burning the budget before real customers pay.
AI in business
AI agent in business: cost, ROI and a safe start guide
An AI agent costs from a PLN 20k pilot to a PLN 150k-plus rollout. Learn how to calculate ROI, choose a process and control errors before scaling.
SEO and AI
ChatGPT and Perplexity visibility: a GEO/AEO plan guide
GEO and AEO need no magic file or special schema. Learn how to structure answers, entities, sources and measurement for visibility in AI search results.
CRO
Ecommerce conversion: 12 changes with measurable impact
Review 12 ecommerce changes that often improve sales, from delivery and product pages to checkout, performance and measurement without misleading tests.
Analytics
GA4 ecommerce analytics: what to measure for decisions
Design ecommerce analytics in GA4 across events, margin, funnels, sources and data quality, with implementation scope, cost and a decision-ready report.
Marketing automation
Ecommerce email and SMS flows that produce revenue
Plan ecommerce email and SMS across welcome, abandoned cart, post-purchase and win-back flows, with cost, measurement and a path toward 20-30% revenue.
Performance marketing
What ecommerce advertising budget makes sense in 2026?
Calculate a practical Google Ads and Meta Ads budget from margin, CAC and conversion volume, with store scenarios and clear signals not to scale yet.
Automation
10 small business automations that repay their cost
Ten small business automations for leads, invoices, reports, onboarding and documents, with implementation cost, payback logic and operational risk.
Software development
Agentic development: software cost and delivery speed
AI changes coding speed but does not remove product decisions, tests or maintenance. Learn when agentic development cuts cost and when it hides risk.
System architecture
When no-code stops working: architecture for scale
Recognise when no-code begins to block growth. Learn migration costs, risk signals and how to design scalable architecture without premature complexity.
Ecommerce strategy
Ecommerce growth plan: zero to first PLN 1m revenue
A staged plan for the first PLN 1m in ecommerce revenue, covering product economics, acquisition, conversion, retention, inventory and cash decisions.
Marketplace
Allegro, Amazon or own store? Margin and channel risk
Compare an own store, Allegro and Amazon across fees, margin, customer data, logistics and channel risk. Learn when a marketplace is actually profitable.
UX/UI
UX audit before redesign: scope, cost and decisions
A UX audit before redesign usually costs PLN 8k to 35k net. Learn what to review, how to combine evidence and when a new interface is premature.
Branding
Small business rebrand: cost, scope and right timing
A small business rebrand usually costs PLN 20k to 100k net. Learn when change makes sense, what the scope includes and how to avoid strategy-free design.