// BLOG

Blog

22 // POSTS

Notes on product execution, freelance delivery, AI workflows, and production-ready web development.

AI8 min

How LLMs Actually Work: Tokens, Context Windows, and Hallucinations Explained Simply

Why does an AI sometimes state something false with total confidence, or 'forget' details in a long chat? Tokens, context windows, and hallucinations, explained with real examples.

2026-07-20> Read More
İnşaat7 min

The System That Automates Construction Progress Payment Reporting — Why Does Month-End Always End in a Dispute?

Progress payment calculations on construction sites often turn into month-end disputes. Here's how a system that auto-calculates from site data prevents that.

2026-07-17> Read More
Perakende7 min

How AI Catches an Empty Shelf in Retail Instantly — and Why Most Stores Still Take Days to Notice

The POS still says 'in stock' while the shelf sits empty. Here's how an AI-backed system catches an empty shelf within hours, not days.

2026-07-15> Read More
SaaS7 min

Fixed Price vs Hourly for a Software Project: A Founder's Guide to Choosing the Right Model

Fixed price vs hourly: which pricing model actually protects your budget when hiring a developer? A founder's guide to the real trade-offs.

2026-07-13> Read More
Restoran7 min

The System That Calculates Real Portion Cost in Restaurants — and Why Most Menus Are Priced Blind

Most restaurants calculate portion cost once a year, so menu items quietly bleed margin for months before anyone notices.

2026-07-10> Read More
AI8 min

What Is RAG? How to Build a Question-Answering AI on Your Own Documents

What RAG actually is, how it works, and what it takes to build a reliable Q&A AI on your company's own documents.

2026-07-08> Read More
Mimarlık6 min

How a Custom Tool Cuts Architecture Firm Proposal Preparation From Hours to Minutes

Architecture firm proposal preparation usually takes hours and restarts from scratch after every revision. Here's how a custom system cuts it to minutes.

2026-07-06> Read More
Ürün3 min

HUSHU is live: depth over breadth

A Quran app that starts from a feeling, not a page number — hear the meaning of each verse in your own language, in a calm voice. Now on the App Store.

2026-06-30> Read More
Perakende7 min

Catching Retail Stock Discrepancies Before Month End: What an AI System Actually Does

Retail stock gaps accumulate weeks before month-end counts reveal them. Here is how a custom AI-backed system detects them early and narrows the source.

2026-06-29> Read More
SaaS7 min

How to Choose Features for an MVP: A Founder's Guide to Scoping Right

Choosing which features belong in your MVP is the decision most early-stage founders get wrong. Learn how to cut scope without cutting value and ship faster.

2026-06-29> Read More
AI5 min

AI Export Bans Are Creating Model Fragmentation — What SaaS Founders Must Plan For Now

U.S. export restrictions on frontier AI models are already pushing Asian startups to build alternatives. Your product's AI stack may need to be regional.

2026-06-28> Read More
AI8 min

How to Integrate an LLM into a Web App: A Step-by-Step Developer Guide

Learn how to integrate an LLM into your web app: choosing the right API, server-side architecture, cost management, and streaming responses.

2026-06-28> Read More
SaaS8 min

SaaS Development Cost in 2026: A Practical Pricing Guide

Realistic SaaS pricing ranges for 2026, what drives cost, and how to launch an MVP faster with less risk.

2026-02-21> Read More
Startup6 min

What Is an MVP? A Fast Product Guide for Startups

How to launch the smallest useful version of your product, validate demand, and reduce execution risk.

2026-02-20> Read More
AI Automation6 min

AI Automation for Small Businesses (Real Use Cases)

Practical AI automation scenarios that help small businesses save time, reduce costs, and improve revenue.

2026-02-19> Read More
Freelance6 min

Freelancer or Agency? Which Model Makes More Sense for Web App Development?

A practical comparison of agency and freelance models across cost, speed, flexibility, and communication.

2026-02-18> Read More
SaaS6 min

How to Build an Online Booking System for Small Businesses

A practical setup guide for restaurants, clinics, salons, and service businesses that need reliable booking flows.

2026-02-17> Read More
Backend5 min

Supabase or Firebase? Which One Is Better for Startups?

A startup-focused backend comparison of Supabase and Firebase based on flexibility, speed, and long-term sustainability.

2026-02-16> Read More
AI5 min

What Is an AI Dashboard? Real-Time Data Management for Businesses

How AI dashboards generate actionable insights through automated reporting, analysis, and prediction.

2026-02-15> Read More
SaaS5 min

What Is Shift Planning Software? A Digital Retail Solution

How shift planning software improves staffing quality, reduces overtime risk, and supports data-driven retail operations.

2026-02-14> Read More
Product4 min

How Long Does Web App Development Take?

Typical timelines for simple, mid-level, and advanced web applications, plus the factors that drive delivery speed.

2026-02-13> Read More
AI Engineering5 min

What Is an AI Product Builder? A New Software Delivery Model

How AI Product Builders accelerate MVP delivery, AI integration, and automation architecture for modern products.

2026-02-12> Read More