F22 Labs

What is MLX? A Beginner's Guide To Apple’s Machine Learning

What is MLX? A Beginner's Guide To Apple’s Machine Learning

Are you tired of compatibility issues when running machine learning on your Mac? MLX, a powerful, native machine learning framework designed specifically for macOS and Apple Silicon, is changing how Mac users approach machine learning. This guide unpacks everything beginners need to know about this exciting framework. From its innovative

Best OCR Models Comparison Guide

Best OCR Models Comparison Guide in 2025

OCR technology has transformed the way documents are processed, allowing text to be extracted from images and converted to a readable format for computers, and this has opened up a variety of applications, from data entry to searching scanned archives. In the last few years, OCR has seen dramatic advances,

What is Model Context Protocol

What is Model Context Protocol (MCP) in 2025

Integrating AI models with external data sources has traditionally been a complex and fragmented process, often requiring custom code for each dataset. This approach not only consumes significant development time but also poses challenges in maintaining and scaling integrations. To address these issues, Anthropic introduced the Model Context Protocol (MCP)

How to plan and launch an MVP?

MVP Development

How to plan and launch an MVP?

Introduction Building an MVP (Minimum Viable Product) is the smartest way to validate your startup idea without wasting time and money. But simply launching a half-baked product isn’t enough. You need a strategic approach, one that balances speed, usability, and market validation. In this guide, we’ll walk you

20 Tips to Make Your Shopify Store Conversion Optimised

20 Tips to Make Your Shopify Store Conversion Optimised

If you're wondering, How do I make my Shopify store high converting? or How do I optimize my Shopify store for conversion?, the answer lies in a combination of design, user experience, and marketing strategies. A well-optimized Shopify store enhances user engagement, reduces friction, and ultimately increases sales.

Top 7 Website Redesign Companies of 2025

Top 7 Website Redesign Companies of 2025

Does your website fail to turn visitors into customers? A well-designed website can have a visit-to-lead conversion rate that is more than 400% higher than a poorly designed site. This highlights the significant potential for improvement through redesign. Companies that invested in professional redesigns not only captured more leads but

How to Collect User Feedback for MVP: 7 Effective Methods | 2025 Guide

MVP Development

How to Collect User Feedback for MVP: 7 Effective Methods | 2025 Guide

INTRODUCTION Collecting meaningful user feedback is the lifeblood of any successful MVP (Minimum Viable Product). Without it, you're essentially building in the dark, making assumptions that may or may not align with what your users need. In this comprehensive guide, we'll explore proven methods to gather,

What is a Double Diamond Process in Design?

What is a Double Diamond Process in Design?

What is the Double Diamond? The Double Diamond is a design process framework developed by the British Design Council in 2005. It visualizes the design journey as two adjacent diamonds representing the problem and solution spaces. Each diamond follows a pattern of divergent thinking (exploring broadly) followed by convergent thinking

Market Sizing for Startups: How to Calculate TAM, SAM & SOM

MVP Development

Market Sizing for Startups: How to Calculate TAM, SAM & SOM

Introduction Bringing a new product to market or launching a startup is exciting, but one of the biggest mistakes entrepreneurs make is skipping the market sizing step. Understanding your market size isn’t just a number-crunching exercise, it’s a critical insight that shapes your strategy, determines the viability of

Difference Between VAPI AI vs RETELL AI Voice AI Platforms

Difference Between VAPI AI vs RETELL AI Voice AI Platforms

Selecting the optimal AI voice platform has become a critical strategic decision for organizations aiming to enhance customer engagement and operational efficiency in an increasingly competitive market. Two prominent contenders in this space are Vapi AI and Retell AI, each offering unique features tailored to diverse business needs. This comprehensive

What is Iterative Design Process (An Ultimate Guide)

What is Iterative Design Process (An Ultimate Guide)

Ever wonder why some products work so well while others frustrate you? Instead of designers working alone until showing a complete product, iterative design focuses on ongoing improvement through repeated cycles of making, testing, and fixing. This approach accepts an important reality about design: the first version is rarely the

What to Expect When Hiring a Shopify Expert From F22Labs

What to Expect When Hiring a Shopify Expert From F22Labs

Introduction When you're looking to build or enhance your Shopify store presence or if the goal is to increase your store conversion, choosing the right Shopify expert can make all the difference between a store that merely functions and one that truly drives conversion. Shopify has emerged as

Chain of draft: Thinking faster by writing less

Chain of draft: Thinking faster by writing less

Chain of Draft, a concise reasoning prompting strategy inspired by human cognitive processes. Paper : https://arxiv.org/html/2502.18600v1#abstract Key Points - The Research paper suggests that Chain of Draft (CoD) prompting strategy improves LLM reasoning efficiency by using fewer tokens while maintaining accuracy. - Performs almost equally

Freelancer vs. Agency: Who’s the Best Shopify Expert for Your Store?

Freelancer vs. Agency: Who’s the Best Shopify Expert for Your Store?

Introduction When it comes to building and scaling your Shopify store, hiring the right expert is crucial. Should you go with a freelancer for flexibility and lower costs, or is an agency the better investment for long-term growth? The decision you make will impact your store’s performance, reliability, and

What is Data Driven Design and How to Use it?

What is Data Driven Design and How to Use it?

What if your design decisions could be guided by real evidence instead of guesses? That's what Data-Driven Design (DDD) does. DDD uses user data and analytics to make design choices based on how people actually use products, not just what we think they want. When businesses understand how

First Hires: How To Build Your Startup’s Founding Team

MVP Development

First Hires: How To Build Your Startup’s Founding Team

Introduction Building a successful startup is a challenging endeavor, and one of the most critical determinants of success is the founding team. Research consistently shows that team-related issues are among the top reasons startups fail. According to CB Insights, 23% of startups cite team problems as a primary reason for

Low-Fidelity Prototyping: Everything You Need To Know in 2025

Low-Fidelity Prototyping: Everything You Need To Know in 2025

Ever wondered how great apps and websites start out? Before any detailed designs or coding begins, successful products go through an important step: low-fidelity prototyping. These simple drawings show what a product might look like. They form the base for building new solutions. These basic sketches help teams show ideas,

How to Start a Successful Shopify Store in 2025: 10 Proven Tips

How to Start a Successful Shopify Store in 2025: 10 Proven Tips

E-commerce is booming in 2025, with global online sales reaching unprecedented levels. More people are shopping online than ever. This is due to better technology, mobile shopping, and growing comfort with digital payments. If you want to start a side hustle or build an online business, Shopify is a great

Difference Between VAPI AI vs LIVEKIT Voice AI Platforms

Difference Between VAPI AI vs LIVEKIT Voice AI Platforms

Selecting the right real-time communication platform is crucial for businesses aiming to enhance customer interactions and operational efficiency. Two essential players in this domain are Vapi AI and LiveKit, each offering unique features tailored to different communication needs. This comprehensive analysis delves into the strengths and limitations of both platforms,

How to Get Your First 100 SaaS Customers: Step-by-Step Guide (2025)

MVP Development

How to Get Your First 100 SaaS Customers: Step-by-Step Guide (2025)

Curious about how to acquire your first 100 customers for your startup? We understand the struggle. After over 10 years of working with tech startups and founders, we know that getting your first 100 customers can be tough. Seth Godin, a marketing expert, said, “Find 100 people who love what

Difference Between LiveKit vs PipeCat Voice AI Platforms

Difference Between LiveKit vs PipeCat Voice AI Platforms

Selecting the appropriate voice agent framework is crucial for developers and businesses aiming to create effective voice applications. The right framework can significantly impact the performance, scalability, and user experience of the application. Factors such as ease of integration, support for various functionalities, and community support should be considered when

Why Your Shopify Store Isn’t Converting (And How to Fix It)

Why Your Shopify Store Isn’t Converting (And How to Fix It)

Imagine this: You have spent many hours building your Shopify store. You wrote engaging product descriptions and brought in visitors through ads and marketing. Yet when you check your sales dashboard, the numbers tell a frustrating story, plenty of visitors, but barely any sales. If you're wondering, "

Measuring Success and KPIs for New Product Development

MVP Development

Measuring Success and KPIs for New Product Development

Every founder knows that heart-stopping moment after launching their MVP or new product. You've poured everything into building it, and now comes the critical part - measuring if it's working. While tracking KPIs for your MVP might sound like dry metrics talk, it's really

Difference Between VAPI AI vs PIPECAT Voice AI Platforms

Difference Between VAPI AI vs PIPECAT Voice AI Platforms

Voice AI agents have become integral in various sectors, offering capabilities such as customer support automation, virtual assistance, and interactive voice response systems. Choosing the appropriate platform can significantly impact the efficiency and effectiveness of these applications. This article delves into Vapi AI and Pipecat, examining their offerings to help

Difference Between VAPI AI vs VOCODE Platforms

Difference Between VAPI AI vs VOCODE Platforms

Voice AI platforms are transforming industries by enhancing customer service, healthcare, communication, and home automation. Choosing the right platform can significantly impact your organization's efficiency and customer satisfaction. This blog provides a detailed comparison between two Voice AI platforms: Vapi AI and Vocode. We'll explore their