home
home
case studies
case studies
about
about
open-source
open-source
Portfolio
Portfolio
Blog
Blog
Services
Services
Let's Connect
Let's Connect
Managed Code
Managed Code
Home
about
case studies
portfolio
open-source
blog
services
Let's Connect
EMAIL
hello@managed-code.com
menu
close
Insights, case studies, and lessons learned from building digital products.
FILTER BY:
All
Online Platform
Software Development
No-Code Development
API Integration
SaaS
MVP Development
Design
Webflow
Generative AI
Webflow
Can AI replace a Webflow developer? An honest enterprise evaluation
Discover what AI can and can't replace in Webflow development, and why combining AI with an experienced developer delivers the best results for production websites.
No-Code Development
Figma Make vs Webflow AI vs Lovable vs v0: which produces production code?
Compare Figma Make, Webflow AI, Lovable, and v0 to understand which AI tool best fits your project and how much work is still required before production.
Generative AI
n8n vs custom AI automation: when each one makes sense
Compare n8n and custom AI automation to choose the right approach for your workflows, balancing complexity, maintenance, scalability, and long-term cost.
Generative AI
An AI support bot that actually knows your business
Deploy an AI support bot trained on your business data to resolve common questions automatically, reduce ticket volume, and give customers faster, more accurate answers.
Generative AI
Lead-to-CRM automation: capture, enrich, route, and follow up without the chaos
Automate lead capture, routing, follow-up, and CRM updates to respond faster, eliminate manual handoffs, and ensure every lead reaches the right sales rep.
Generative AI
AI document extraction: turning PDFs, invoices, and forms into structured data
Automate document processing with AI to extract data from invoices, claims, and forms, reduce manual errors, and sync structured data directly to your CRM or accounting software.
Less
Less
Load more
Load more
16 / 22
Less
Less
Load more
Load more
Online Platform
Creative Thinking In Business
Mental health tech is growing fast, but monetization remains a sensitive topic. Here’s what we learned building apps in this space.
Software Development
Cursor vs Claude Code vs GitHub Copilot: an evaluation for engineering teams
Compare Cursor, Claude Code, and GitHub Copilot to find the best AI coding tool for your engineering team, workflow, and enterprise requirements.
Software Development
Vertical-slice architecture for AI-generated code: why it's the structure that scales
Discover why vertical-slice architecture is the best foundation for AI-generated code, enabling isolated feature development, easier maintenance, and more reliable AI-assisted coding.
Software Development
AGENTS.md explained: how AI coding agents learn your codebase's rules
Learn how AGENTS.md helps AI coding agents understand your codebase, follow your development standards, and reduce repeated mistakes across AI-assisted software development.
Software Development
Why AI-generated apps fail security review (and how to fix it)
Discover why AI-generated apps fail security reviews and how automated scanning and expert code reviews fix the most common vulnerabilities.
Software Development
C# vs Python Energy Consumption on Hot Paths: When C# Is Greener
Benchmark evidence shows C# usually uses less energy than Python and Node.js for the same CPU-heavy work. See the carbon logic, caveats, and rewrite thresholds.
Software Development
Implementing SOLID Principles in Development and DevOps
From problem definition to AI-powered solution — our journey in automating travel booking.
No-Code Development
Figma Make vs Webflow AI vs Lovable vs v0: which produces production code?
Compare Figma Make, Webflow AI, Lovable, and v0 to understand which AI tool best fits your project and how much work is still required before production.
API Integration
How to build an AI workflow that enriches inbound leads and routes them to your CRM
Learn how to build an AI workflow that enriches inbound leads, scores them, and routes them to the right CRM owner for faster response and higher conversions.
SaaS
AEO for B2B SaaS: how buyers now research vendors through AI
Learn how AEO helps B2B SaaS companies get cited by AI search tools and reach buyers before they visit a website.
MVP Development
The hidden cost of vibe-coded MVPs: what breaks first
Vibe-coded MVPs are quick to build but costly to scale. Learn what breaks first and how to prepare your codebase for production.
MVP Development
Who should build your MVP: freelancers, hired-in engineers, or a product team?
Choosing who builds your MVP affects speed, quality, and outcomes. Learn why a product team often delivers better results than freelancers or individual hires.
MVP Development
How much does it cost to build an MVP with an AI-native team in 2026?
MVP costs depend on scope, complexity, integrations, and compliance requirements. Learn how AI-native teams reduce costs by delivering more with smaller senior teams.
MVP Development
How to turn a no-code MVP into production software
Learn how to turn a validated no-code MVP into production-ready software with a scalable architecture, stronger security, and room for growth.
Design
Mural vs FigJam vs Figma for AI-assisted product design: an enterprise evaluation
Compare Mural, FigJam, and Figma to choose the best AI-powered product design workflow for ideation, collaboration, enterprise governance, and design execution.
Design
Can AI design an award-winning website (Site of the Day) in 2026?
Explore what AI can and can't do in modern web design, and why award-winning websites still depend on custom interactions, creative direction, and human craftsmanship.
Design
Figma Make vs Figma Sites: when to use which
Compare Figma Make and Figma Sites to choose the right tool for prototyping, building interactive experiences, or publishing production-ready websites.
Design
Why AI-generated websites all look the same
AI tends to produce average design patterns by default. Breaking away from that sameness is where human creativity still matters most.
Design
AI in UI Design Without the Purple Slop
Why AI-generated UI keeps converging on purple glows and messy shadows, plus a designer workflow for using AI in UI design without shipping slop.
Design
Design That Includes Everyone
How streamlined solutions can create stronger, more focused results.
Design
UX vs. UI Design: The Real Difference (and Why You Need Both)
From problem definition to AI-powered solution — our journey in automating travel booking.
Webflow
We're a Webflow affiliate: what that means, and what to know before you create an account
Learn what our Webflow affiliate partnership means, how it affects new Webflow accounts, and what to know about Webflow's pricing and billing changes in 2026.
Webflow
Webflow AI chatbot builder: an honest evaluation
Learn what Webflow AI can and can't do, how to add AI chatbots with third-party tools, and which chatbot approach works best for most Webflow websites.
Webflow
Webflow design-to-code: an honest evaluation of what you actually get
Learn how Webflow's visual builder eliminates the traditional design-to-code step, what makes its workflow unique, and where exported code falls short for portable development.
Webflow
Webflow AI as a prototype generator: how far does it actually get you?
Learn how Webflow AI generates production-ready website prototypes, where it outperforms traditional mockups, and when it's the right choice for turning a prototype into a live site.
Webflow
Webflow AI as a code generator: how good is the code it produces?
Learn how good Webflow AI's generated code really is, where it delivers clean, production-ready front-end, and where its platform limitations begin.
Webflow
Webflow AI as an app builder: what it can actually build (an honest evaluation)
Discover what Webflow AI can realistically build, where it excels for content-driven web apps, and when custom software is the better choice.
Load more
Load more
1 / 3
Generative AI
Prompt caching explained: the one change that cuts most AI bills
Learn how prompt caching reduces AI costs by reusing repeated prompt prefixes and why prompt structure is key to unlocking savings.
Generative AI
Why AI agents are so expensive to run (and what actually drives the cost)
Learn why AI agents cost far more to run than chatbots and how architecture choices have the biggest impact on reducing costs.
Generative AI
AI token cost optimization: the playbook that actually moves the bill
Learn the practical strategies that reduce AI token costs by optimizing architecture, prompts, caching, and model selection.
Generative AI
AI agent observability: how to see what your agent is actually doing
Learn how AI agent observability helps you trace decisions, tool calls, and costs to diagnose failures and improve reliability.
Generative AI
Single-agent vs multi-agent: which architecture does your task actually need?
Learn when a single AI agent is enough and when a multi-agent architecture delivers real value without unnecessary complexity.
Generative AI
What is an AI agent? A plain definition for people building real systems
Learn what an AI agent really is, how it differs from chatbots and copilots, and what makes a true autonomous AI system.
Less
Less
Load more
Load more
10 / 16
You know what you want to build. Let's go ship it.
Full name
Work email
Company
Website
budget
What’s your approximate budget?
Under $5k
$5k-$15k
$15k-$30k
$30k-$50k
$50k+
Not sure yet
Timeline
When do you need it?
Within 4 weeks
1-2 months
2–3 months
3+ months
Not sure yet
Tell us about your project
Book a 15-min call
Book a 15-min call
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.