Author: Ritika Bramhe

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February 9, 2026 | by Ritika Bramhe
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Silent Failure in Production ML: Why the Most Dangerous Model Bugs don’t Throw Errors

You’ve done it. Your machine learning model is live in production. It’s serving predictions, powering features, and quietly doing its job. Dashboards are green. There are no errors in the logs. Nothing appears broken. And yet, something is wrong. Predictions are getting less reliable. Users are waiting a little longer for responses. Conversion rates are … Continued

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February 3, 2026 | by Ritika Bramhe
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How HVAC Companies, Contractors and Property Management Firms Use OnPage for Emergency Response

Over the past couple of weeks, as snowstorms and extreme cold swept across much of the Northeast, something interesting started happening on our end at OnPage. Our phones lit up. Not from healthcare teams or IT operations/tech teams, which is where many people expect us to be used, but from HVAC companies, contractors, and property … Continued

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January 6, 2026 | by Ritika Bramhe
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From Ticket Creation to Human Acknowledgment: Closing the Incident Response Gap

Freshservice has become a trusted system of record for IT teams managing incidents, service requests, and operational issues at scale. Tickets are logged, categorized, prioritized, and tracked with discipline. SLAs are defined. Dashboards provide visibility. On paper, everything looks covered. Yet many teams still experience missed or delayed responses when incidents truly matter, especially after … Continued

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December 18, 2025 | by Ritika Bramhe
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PagerDuty vs Opsgenie vs OnPage (2026): Which On-Call & Alerting Tool Is Right for Your Team?

Disclosure: This comparison is based on my experience working closely with on-call workflows, incident alerting practices, and the teams who rely on these tools. While I work at OnPage, this guide is intended to help IT teams understand practical differences among PagerDuty, Opsgenie, and OnPage so they can choose the solution that best fits their … Continued

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December 16, 2025 | by Ritika Bramhe
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Top Incident Alerting and On-Call Management Software (2026 Buyer’s Guide)

Disclosure: This comparison is written by our product marketing team that works closely with IT operations and on-call workflows. While we build incident alerting software ourselves, this guide is designed to help teams understand how different tools fit different operational needs. We believe there is no single “best” tool. Only the right fit for a … Continued

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December 12, 2025 | by Ritika Bramhe
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AI Reliability, Part 2: When the Datacenter Becomes the Bottleneck

In Part 1, we talked about all the hidden complexity inside AI systems: the pipelines, GPUs, embeddings, vector databases, orchestration layers, and everything else that quietly determines how reliable an AI-first product really is. But all of that software still rests on something far less glamorous: the physical infrastructure underneath it. And the more time … Continued

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December 2, 2025 | by Ritika Bramhe
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OnPage Introduces Multi-Language Mobile App Localization on iOS & Android

As organizations continue to adopt OnPage across regions and operational environments, providing an experience that feels natural and intuitive for every user has become increasingly important. Clear communication is essential in time-sensitive workflows, and being able to use the app in one’s preferred language supports clarity, confidence, and consistency. To support our growing global user … Continued

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December 1, 2025 | by Ritika Bramhe
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AI Infrastructure Is Creating a New Wave of Incidents, And Why Enterprises Need a Modern On-Call Strategy

Over the past couple of months, my entire world has felt flooded with AI breakthroughs. Everywhere I look — podcasts, Twitter, YouTube — it’s another debate about whose chips are faster, whether Blackwell really leapfrogs H100s, if TPUs are finally catching up, or which AI-first startup is about to upend another industry. My podcast feed … Continued

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November 17, 2025 | by Ritika Bramhe
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Manual Call Forwarding vs. Schedule-Based Call Routing: What’s the Better Way to Handle On-Call Support?

When your team shares one support number, someone has to decide who gets the calls when customers need help after hours. And if your team rotates on-call responsibilities weekly, which is common in IT (SRE, DevOps, ITOps, etc), clinical and field engineering teams, you’ve probably relied on manual call forwarding at some point. On paper, … Continued

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