Conclusion

Mature DevOps Key to AI Success

DevOps is not dying. It is becoming the economic and operational foundation for AI at scale.

The data shows the same pattern across every domain: AI succeeds when delivery systems are standardized, centralized, automated, and measurable. Where those foundations are weak, AI magnifies existing gaps in coordination, governance, auditability, cost, and outcomes.

DevOps practices are widespread but uneven. This split explains why DevOps is simultaneously described as "solved" and "broken." For organizations with mature practices, DevOps works. For those with incomplete implementations, it doesn't. AI doesn't change this dynamic. It amplifies it, widening differences in outcomes, reliability, and cost.

Success requires commitment to maturing DevOps practices: standardizing workflows where consistency matters, centralizing governance where fragmentation creates risk, automating what can be automated, and building the measurement infrastructure that makes AI outcomes verifiable.

In this AI era, organizations doing the work to improve their DevOps maturity see AI compound their advantages. Those who skip it see AI multiply their inefficiencies.

Authors

Anjali Arora

Chief Technology Officer, Perforce

As CTO of Perforce Software, Anjali Arora leads global product management, engineering, security, and innovation across a broad software portfolio. She is an executive with a proven record of driving organizational transformation and bringing innovative products to market, backed by more than 30 years of experience leading global teams in dynamic environments—from private equity growth companies to publicly traded enterprises, including Rocket Software, Oracle, Allscripts, and CA Technologies (now Broadcom).

She is also a passionate advocate for diversity, equity, and inclusion, particularly advancing opportunities for women in technology.

A recognized industry voice, Anjali regularly speaks at global technology events, including Grace Hopper Celebration India and CIO 100 Leadership Live, and contributes perspectives to industry publications such as DevOps.com and The New Stack.

Anjali holds a B.A. from St. Stephen’s College in India and a master’s in Computer Applications from the University of Delhi.

Deepak Giridharagopal

Chief Technology Officer, Perforce

Deepak is CTO at Perforce, where he has helped architect and build Helix Core Cloud. Before that he was CTO at Puppet, working on one of the world's most popular open source configuration management tools. He has a love of infrastructure, distributed systems, and action cinema.

Stephanie Fairchild

Account Director & Strategist, Panterra Research

Stephanie is an account director and strategist at Panterra Research, where she leads tech-focused projects for enterprise and high-growth clients. She specializes in survey design, advanced quantitative and qualitative analysis, and turning complex technical trends, such as AI adoption, DevOps maturity, and cybersecurity risk, into clear, actionable narratives. With deep expertise in sample design and quality, she builds high-integrity research frameworks that power product strategy, executive decision-making, and market-shaping thought leadership. Stephanie’s work sits at the intersection of data, storytelling, and emerging technology, helping organizations understand not just what is happening in their markets, but why it matters.

About Perforce

Perforce Software delivers the modern DevOps tech stack built for high-stakes, revenue-critical applications where failure isn’t an option. Perforce empowers teams to design, deliver, and govern the AI ecosystem at the speed of light. Built on governance and context, Perforce solutions enforce guardrails across code, quality, infrastructure, and data—enabling innovation without introducing risk. With a global footprint spanning more than 80 countries and including over 75% of the Fortune 100, Perforce is the trusted partner for innovation. Harness the power of AI and accelerate your technology delivery without shortcuts.

Please consult Perforce's Citation and Usage Guidelines for any inquiries regarding citation, usage rights, or requests for extended use of this and any other Perforce Software reports.

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