Blogs

Why Vibe Coding Cannot Build Beyond MVP
While writing this blog, I’m also vibe coding in parallel—building a comprehensive engineering dashboard that helps managers understand the quality of code being pushed to production by their teams.
Apr 24, 2025

How to Reduce PR Merge Time from 14 Days to Under a Day?
Discover how slow pull request (PR) merge times impact engineering teams and learn how Panto AI leverages AI automation, daily reports, and actionable dashboards to drastically reduce these delays, improving developer productivity and accelerating software delivery.
Apr 17, 2025

Reports VS Dashboards
Explore the importance of effective code review automation in software development, focusing on optimizing engineering team performance through actionable metrics. Learn how Panto AI leverages data-driven insights, dynamic dashboards, and personalized email reports to enhance code quality and accelerate PR merge times. This blog delves into best practices for building dashboards, integrating version control systems, and tracking developer performance, while also highlighting the significance of customer feedback and security. Discover how leveraging key metrics, such as PR reviews, developer performance, and SCA, can streamline your engineering processes and lead to better decision-making.
Apr 15, 2025

The Unseen Hero of Software Excellence: Why Code Review Is Your Secret Weapon (And How Great Teams Do It Right)
In a world where nearly 90% of software projects fail due to quality issues, code review isn’t just a routine step—it’s the silent hero that separates reliable apps from risky rollouts. Think of it like launching a rocket without a pre-flight check or publishing a book without an editor. Skipping code reviews can lead to problems that are expensive, time-consuming, or even dangerous. In today’s world—where software powers everything from finance to healthcare—the room for error is tiny. A single overlooked line of code can break trust, ruin reputations, or even cost lives. In that context, code review is more than a task. It’s a mindset. A commitment to building quality software that stands the test of time.
Apr 10, 2025

Panto AI vs. CodeRabbit
One of the best pieces of advice we received when we started was to seek truth in everything we do—whether it's choosing the right problem to solve, building our product and features, or ensuring the highest quality in what we offer. Seeking truth is crucial for solving the right problems and staying on course..
Apr 03, 2025

The Myth of Expensive Tech: How AI PR Review is Changing Software Development
For years, the narrative has been that building world-class software requires deep pockets. Massive engineering teams, million-dollar budgets, and elite talent seemed like the only way to succeed. But here’s the reality: software development is no longer an expensive process.
Mar 19, 2025

The Rise of AI in Coding: Why AI PR Review & Vibe Debugging Matter
The landscape of software development is changing rapidly. With the rise of AI-powered tools, people with zero programming experience are now publishing apps. AI code generation has democratized development, allowing users to create entire codebases in minutes without writing a single line of code.
Mar 18, 2025
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Product Iteration: The Rollercoaster Ride to Success
Product iteration is not for the faint of heart. It’s an insane loop that can make you question your sanity, your skills, and your very existence as a product creator. But when it works, it’s pure magic.
Jan 06, 2025

Navigating the Challenges of Market Creation
When we settled on the idea of a new-to-market (or new-to-habit) solution a few months back, I was excited by the prospect of market creation. Unlike replacing an existing product, we would be introducing something entirely new. However, as we’ve progressed through the early stages of our go-to-market strategy, I’ve come to realize that cultivating new habits in our target audience presents a unique set of challenges
Jan 05, 2025

How Bootstrapping Feels Like
The last few years have been a wild ride for entrepreneurs. Entrepreneurship is no longer an anomaly; it’s widely accepted and celebrated across the country! Thanks to platforms like Shark Tank and venture capital fund houses, entrepreneurship has been glorified and embraced by society
Jan 05, 2025

Good to Have or a Must-Have?
The moment this question is asked, both the buyer and seller naturally lean toward the must-have side. However, the success of a product isn’t strictly tied to which category it falls into. Many must-have products are successful, but just as many companies solve good to have problems exceptionally well and build strong businesses on top of them.
Jan 05, 2025

Introducing Panto Security: The Complete Solution for Static and Dynamic Analysis
The Wall of Defense works great for dynamic analysis, but we need Panto to also do static analysis and provide feedback to ensure the highest security and vulnerability detection.
Jan 05, 2025