Achintya Gupta on leveraging AI to analyze developer intent data using Stack Overflow and Github.

Sumeet Dhamanage
March 27, 2025
DevSecOps

Understanding Data for Developer Tools

Achintya began by explaining how the software landscape has transformed over the past few years. While traditional software used to focus mainly on applications, a new category of infrastructure software has emerged. This category includes developer tools, DevOps platforms, data streaming, and APIs. Unlike traditional applications, these tools often operate on a software-to-software level. Therefore, understanding intent data is crucial for companies building these tools. It helps them grasp the needs and behavior of their technical audience—developers—more effectively.

Reaching Technical Audiences Using Intent Data

One of the biggest challenges for companies selling developer-focused tools is reaching their target audience. Developers are usually skeptical of traditional marketing tactics. They are unlikely to click on ads, respond to cold emails, or engage with promotional content. Instead, they seek open-source solutions, read technical documentation, and contribute to projects on platforms like GitHub.

To address this issue, Achintya explained how Reo Dev captures and analyzes unique intent data signals. By monitoring developer activities across public data sources, such as GitHub repositories and Stack Overflow discussions, Rio Dev provides companies with valuable insights. Consequently, these intent data insights help companies prioritize their outreach efforts and build a more targeted pipeline.

Ensuring Privacy and Data Ethics in Intent Data Analysis

Given the sensitivity of tracking developer activity, privacy and data ethics are crucial. Achintya emphasized that Reo Dev focuses on organizations, not individuals. They aim to identify companies interested in specific tools while avoiding storing Personally Identifiable Information (PII). Moreover, by relying heavily on public intent data, Reo Dev ensures compliance with privacy regulations and respects the boundaries of the developer community. This approach, therefore, maintains trust and transparency between all parties involved.

From Problem to Solution: Leveraging Data

Achintya’s journey to founding Reo Dev was inspired by his own experience in selling developer tools. He noticed a gap in existing solutions. Traditional intent data platforms often provided irrelevant information for developer-focused companies. To validate his idea, he reached out to over 100 industry professionals, many of whom were strangers. As a result, this exercise confirmed that existing tools did not meet the needs of companies selling to developers.

Based on this feedback, Reo Dev focused on integrating data from two main sources: GitHub repositories and technical documentation. These were identified as the most valuable sources of intent data signals. By analyzing data from these sources, Reo Dev could show clients which organizations were exploring their tools, even if developers weren’t directly engaging with the company’s marketing channels.

The Future of Intent Data in Developer Marketing

Rio Dev’s journey is just beginning. Although the company is less than a year old, Achintya shared that they have already achieved significant milestones. They have onboarded 12 customers and built a team of 20 employees. Moving forward, the company plans to expand its data sources and refine its algorithms to provide even more accurate and actionable insights through intent data for developer-focused companies.

In conclusion, Achintya Gupta’s insights provide a unique perspective on how intent data can transform marketing to technical audiences. By leveraging AI and focusing on intent data analysis, Reo Dev is helping companies better understand their customers. This, in turn, allows them to build more effective marketing strategies. For startups and businesses in the cybersecurity industry, this approach could transform how they reach and engage with their target audience.

If you’re interested in learning more about how Reo Dev is revolutionizing the marketing landscape for developer tools using intent data, visit their website.

Check out more insightful discussions and expert interviews on our YouTube channel at https://www.youtube.com/@ofofostudio

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