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THE FNA BLOG

Field notes.

Practical writing on AI, engineering, and product — what we're learning while shipping software for a fast-changing world.

DPDP Act Compliance for Apps and AI Chatbots (2026 Guide)
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FEATUREDSoftware Development

DPDP Act Compliance for Apps and AI Chatbots (2026 Guide)

What India's DPDP Act and 2025 Rules mean for apps, websites and AI chatbots: consent, user rights, breaches, retention and the 2026 to 2027 deadlines.

FNA Technology
FNA Technology
October 21, 2026
WhatsApp AI Chatbots for Oman Businesses: Arabic Support, Compliance & Costs
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AI · October 15, 2026

WhatsApp AI Chatbots for Oman Businesses: Arabic Support, Compliance & Costs

How Omani businesses deploy WhatsApp AI chatbots: Arabic support, local data compliance, costs in OMR, and lessons from building Khedmah's AI support bot.

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Computer Vision Development: Architecture, Costs & Limits
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AI · September 30, 2026

Computer Vision Development: Architecture, Costs & Limits

An engineering guide to custom computer vision development: architecture trade-offs, edge vs cloud inference, cost drivers, and vendor evaluation criteria.

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When to Build a Native App: Performance, Cost & Limits
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MOBILE · September 29, 2026

When to Build a Native App: Performance, Cost & Limits

When should you build a native app vs cross-platform? An engineering guide covering performance, hardware access, background tasks, and real cost trade-offs.

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AI Agents for Delivery Dispatch, Scheduling and POD
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AI · September 17, 2026

AI Agents for Delivery Dispatch, Scheduling and POD

What an AI agent does for delivery dispatch, dynamic scheduling, proof of delivery and WhatsApp order updates, with architecture, costs and limits.

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Event Photo Distribution: How Imageverse Works
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ENGINEERING · September 9, 2026

Event Photo Distribution: How Imageverse Works

How AI facial recognition transforms event photo distribution. Explore the Imageverse pipeline: face detection, 512D embeddings, vector search, and privacy.

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WhatsApp Chatbots for Retail & D2C Brands
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AI · September 8, 2026

WhatsApp Chatbots for Retail & D2C Brands

How retail and D2C brands use WhatsApp chatbots for order tracking, sales, and support. See real metrics, technical architecture, and honest trade-offs.

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AI Voice Agents for Restaurant Reservations: 2026 Guide
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AI · August 27, 2026

AI Voice Agents for Restaurant Reservations: 2026 Guide

Technical guide to AI voice agents for restaurant reservations: real-time telephony pipelines, POS integration, latency budgets, and operating costs.

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RAG Chatbot Architecture We Use in Production: 2026 Guide
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AI · August 27, 2026

RAG Chatbot Architecture We Use in Production: 2026 Guide

A step-by-step engineering blueprint for building production RAG chatbots. Hybrid search, reranking, chunking strategies, and real lessons from Khedmah.

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Home Services App Development Guide (2026 Blueprint)
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MOBILE · August 23, 2026

Home Services App Development Guide (2026 Blueprint)

A technical and business guide to building an on-demand home services app. Architecture, dispatch logic, costs, and real evidence from Homento platform.

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How BKC Enterprises Choose Software Vendors (2026 Guide)
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ENGINEERING · August 23, 2026

How BKC Enterprises Choose Software Vendors (2026 Guide)

An enterprise vendor evaluation framework for Bandra Kurla Complex (BKC) firms. Covers security audits, RFP design, DPDP compliance, and keyfob case evidence.

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Navi Mumbai App Development: Hiring Guide (2026 Edition)
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MOBILE · August 23, 2026

Navi Mumbai App Development: Hiring Guide (2026 Edition)

How to hire mobile app developers in Navi Mumbai (Vashi, Belapur, Mahape). App dev costs, agency evaluation, and real-world case evidence from Akeed & Homento.

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Hiring Software Developers in Borivali & Western Suburbs
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ENGINEERING · August 20, 2026

Hiring Software Developers in Borivali & Western Suburbs

Hire top software developers in Borivali & Mumbai Western Suburbs. Discover why office-anchored tech teams in Borivali West deliver higher retention.

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Build vs Buy an AI Chatbot: 2026 Decision Framework
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AI · August 18, 2026

Build vs Buy an AI Chatbot: 2026 Decision Framework

SaaS chatbot or custom build? Break-even math, hidden costs, and when each wins — an honest framework from a studio that builds custom bots.

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AI Agent vs Chatbot: Which Does Your Business Need?
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AI · August 17, 2026

AI Agent vs Chatbot: Which Does Your Business Need?

AI agents act; chatbots answer. A practical decision framework for choosing between an AI agent and a chatbot in 2026 — with costs and examples.

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Custom Software Development Cost in India (2026)
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ENGINEERING · August 12, 2026

Custom Software Development Cost in India (2026)

Custom software development in India costs Rs 5 lakh to Rs 1 crore+ in 2026. Real price bands by project type, team model, and complexity.

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10 Best AI Development Companies in Mumbai (2026)
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AI · August 10, 2026

10 Best AI Development Companies in Mumbai (2026)

The best AI development companies in Mumbai for 2026, compared by focus, reviews, and pricing — including boutique studios and enterprise firms.

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AI Chatbot Development Cost in India & UAE (2026)
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AI · August 5, 2026

AI Chatbot Development Cost in India & UAE (2026)

What AI chatbot development costs in India and the UAE in 2026: our own price range, plus typical quotes for FAQ, RAG, WhatsApp and Arabic bots.

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AI Chatbot Solutions for Hotels & Travel: Features & Case Studies
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AI · July 22, 2026

AI Chatbot Solutions for Hotels & Travel: Features & Case Studies

See how hotels and travel brands implement AI chatbots for bookings and guest support, with real examples and key features to consider.

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How to Choose an AI Chatbot for Customer Support in 2026
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AI · July 21, 2026

How to Choose an AI Chatbot for Customer Support in 2026

Choosing an AI chatbot for customer support? Compare integrations, scalability, customization and support models, with real use cases and a free checklist.

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AI Chatbot for Healthcare: Patient Support & Privacy
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AI · July 20, 2026

AI Chatbot for Healthcare: Patient Support & Privacy

Learn how an AI chatbot for healthcare improves patient support, automates appointment scheduling, and ensures HIPAA compliance. Real use cases and ROI data.

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Best AI Chatbots for Customer Service in 2026
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AI · July 20, 2026

Best AI Chatbots for Customer Service in 2026

Compare the best AI chatbot platforms for customer service in 2026. Features, pricing, integrations, and real resolution rates to find your team's best fit.

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FNA Technology Company Overview | AI & Software Studio, Mumbai
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ENGINEERING · July 14, 2026

FNA Technology Company Overview | AI & Software Studio, Mumbai

FNA Technology LLP is an AI-native software development company in Mumbai, founded 2023. Facts, leadership, clients, locations, and services at a glance.

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AI Chatbot for Customer Service: Benefits, Use Cases & How It Works
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AI · July 10, 2026

AI Chatbot for Customer Service: Benefits, Use Cases & How It Works

Learn how AI chatbots improve customer service with faster responses, 24/7 support, and personalized interactions. Real use cases and roadmap included.

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AI Chatbot for Finance & Banking: Applications, Security & Compliance
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AI · July 10, 2026

AI Chatbot for Finance & Banking: Applications, Security & Compliance

Discover how banks and fintechs use an AI chatbot for finance and banking to power account support, loan queries, and fraud alerts while staying compliant.

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AI Chatbot: Complete Guide for Businesses
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AI · July 8, 2026

AI Chatbot: Complete Guide for Businesses

The complete guide to AI chatbots in 2026. How agentic reasoning cuts support costs, plus pricing models, ROI analysis, and implementation steps.

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Food Delivery App Development: A Complete Guide
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MOBILE · July 7, 2026

Food Delivery App Development: A Complete Guide

Learn the architecture, costs, and features required for food delivery app development. The FNA 3-Sided Architecture ensures scalable performance.

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Custom ML vs Cloud APIs for Face Recognition
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ENGINEERING · June 29, 2026

Custom ML vs Cloud APIs for Face Recognition

As computer vision moves from batch processing to real-time edge deployments, custom ML models offer significant advantages over off-the-shelf cloud APIs.

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Stateful Multi-Agent Orchestration Frameworks
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ENGINEERING · June 29, 2026

Stateful Multi-Agent Orchestration Frameworks

Enterprise AI is moving from stateless prompts to stateful, multi-agent orchestration. An evaluation of LangGraph, CrewAI, and AutoGen/AG2 in production.

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How Much Does It Cost to Build a SaaS MVP in 2026?
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MOBILE · June 20, 2026

How Much Does It Cost to Build a SaaS MVP in 2026?

What does a SaaS MVP cost in 2026? A detailed breakdown of pricing, timelines, development routes (agencies, in-house, freelancers), and key cost drivers.

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AI Voice Agents for Business: How to Build One
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AI · June 19, 2026

AI Voice Agents for Business: How to Build One

How AI voice agents work, what a production voice assistant needs (latency, telephony, human fallback), how to build one, and what it costs in 2026.

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How to Build a WhatsApp AI Chatbot (2026 Guide)
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AI · June 19, 2026

How to Build a WhatsApp AI Chatbot (2026 Guide)

A practical 2026 guide to building a WhatsApp AI chatbot: the 6 build steps, what the WhatsApp Business API needs, and when a template bot beats a custom one.

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Native vs Cross-Platform App Development
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MOBILE · June 19, 2026

Native vs Cross-Platform App Development

Native vs cross-platform app development compared: performance, cost, speed, and a clear decision rule from a studio that ships both. Updated June 2026.

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What Is an Enterprise Web Application? (With Real Examples)
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ENGINEERING · June 19, 2026

What Is an Enterprise Web Application? (With Real Examples)

What is an enterprise web application? Learn core characteristics, tech stacks, and real-world software examples for large organizations.

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AI Agent Development Cost (2026 Guide)
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MOBILE · June 10, 2026

AI Agent Development Cost (2026 Guide)

What does AI agent development actually cost in 2026? This guide breaks down pricing factors, scope decisions, and what separates a $20k build from a $200k one.

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AI Hotel Reservation Systems: What Actually Works
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AI · May 4, 2026

AI Hotel Reservation Systems: What Actually Works

How AI is transforming hotel reservations — from chatbot check-in to personalised upselling. FNA Technology's hotel tech overview.

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Dark Mode UI/UX: Best Practices in Code
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PRODUCT · May 4, 2026

Dark Mode UI/UX: Best Practices in Code

Implement dark mode UI/UX correctly. Learn about color contrast ratios, CSS variables, system preference detection, and avoid common design mistakes.

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Does Your Business Need a Mobile App? An Assessment
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MOBILE · May 4, 2026

Does Your Business Need a Mobile App? An Assessment

Discover why every business needs a mobile app. Learn how custom mobile applications improve customer engagement, retention, and revenue streams.

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Node.js Backend Development in 2026: Patterns & Scaling
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ENGINEERING · May 4, 2026

Node.js Backend Development in 2026: Patterns & Scaling

Explore modern patterns, frameworks, and scaling strategies in Node.js backend development. Learn about worker threads, clustering, and performance.

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UI Design Workflow: From Wireframes to Polish
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PRODUCT · May 4, 2026

UI Design Workflow: From Wireframes to Polish

A complete guide to the modern UI/UX design workflow. Learn how to go from wireframes to developer handoff, utilizing prototyping and design systems.

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App Development Trends 2026
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MOBILE · April 21, 2026

App Development Trends 2026

Explore the top mobile app development trends. Discover how cross-platform frameworks, AI integrations, and cloud services are shaping future software.

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Building Scalable Apps with Clean Architecture in 2026
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MOBILE · April 20, 2026

Building Scalable Apps with Clean Architecture in 2026

Learn how to build scalable applications using clean architecture. Understand dependency injection, decoupling logic, and creating testable codebases.

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Next.js 15 and 16 Features
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ENGINEERING · April 20, 2026

Next.js 15 and 16 Features

Next.js 15 and 16 explained: async request APIs, new caching defaults, Turbopack, React 19 support, and the App Router best practices teams ship in 2026.

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Best AI Chatbots in the UAE for Business (2026)
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AI · April 15, 2026

Best AI Chatbots in the UAE for Business (2026)

Six AI chatbots for UAE businesses compared on price, WhatsApp, Arabic and data hosting, from each vendor's own pages. FNA wrote this and lists itself.

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WhatsApp Chatbot for GCC Businesses: The Complete 2026 Guide
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AI · April 15, 2026

WhatsApp Chatbot for GCC Businesses: The Complete 2026 Guide

The complete guide to WhatsApp chatbots for GCC businesses. Learn setup procedures, UAE TRA guidelines, AED costs, and Arabic NLP dialects in UAE.

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Custom Chatbot Development: Process, Cost and Vendors
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AI · April 9, 2026

Custom Chatbot Development: Process, Cost and Vendors

Custom chatbot development explained for buyers: what custom means, the build process, timeline, cost in India and the UAE, and how to choose a vendor.

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Agentic AI for B2B Support: Cutting L1/L2 Load Safely
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AI · November 20, 2025

Agentic AI for B2B Support: Cutting L1/L2 Load Safely

Use AI agents to cut L1/L2 B2B support load: what to automate, ticketing and CRM tool calls, guardrails, escalation and honest deflection metrics.

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Edge AI on Mobile: Core ML and LiteRT (TensorFlow Lite)
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MOBILE · November 20, 2025

Edge AI on Mobile: Core ML and LiteRT (TensorFlow Lite)

When on-device ML beats the cloud in mobile apps, and how to ship it in 2026: Core ML, LiteRT (formerly TensorFlow Lite), Gemini Nano, quantisation.

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Accessible UI Design: A WCAG 2.2 Guide for Product Teams
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PRODUCT · April 5, 2025

Accessible UI Design: A WCAG 2.2 Guide for Product Teams

How to design accessible UI to WCAG 2.2 AA: contrast, target size, focus, forms and dialogs, with WebAIM 2026 data and fixes from our own site.

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Common App Development Mistakes and How to Avoid Them
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MOBILE · April 5, 2025

Common App Development Mistakes and How to Avoid Them

Ten app development mistakes we see most, from building too much to login walls, store rule misses and secrets in the app, and how to avoid each one.

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Microinteractions in UI Design: A Practical Guide
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PRODUCT · April 5, 2025

Microinteractions in UI Design: A Practical Guide

How to design UI microinteractions that help users: triggers, feedback, timing, reduced motion and performance, with sources from NN/g, W3C and Apple.

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Top Web Technology Trends to Watch in 2026
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ENGINEERING · April 5, 2025

Top Web Technology Trends to Watch in 2026

The web technology trends that matter in 2026: AI answer engines, React Compiler, Turbopack, Wasm 3.0, INP and prerendering, with evidence from our builds.

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UX Writing and Microcopy: Rules That Reduce Errors
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PRODUCT · April 5, 2025

UX Writing and Microcopy: Rules That Reduce Errors

Practical UX writing rules for buttons, form labels, errors and empty states, with examples and guidance from Apple, GOV.UK, NN/g, Baymard and WCAG.

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Why UI/UX Design Matters in App Development
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PRODUCT · April 5, 2025

Why UI/UX Design Matters in App Development

Why UI/UX design decides whether an app succeeds: checkout abandonment, store rules, Android vitals and Core Web Vitals, plus how to budget UX work.

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