Operations | Monitoring | ITSM | DevOps | Cloud

LLM API Pricing Comparison In 2026: Every Major Model, Ranked By Cost

Compare LLM API pricing across OpenAI, Anthropic, Google, DeepSeek, and Mistral in 2026. Full pricing tables, hidden cost breakdowns, and proven strategies to cut AI spend. Written for engineering leads, platform teams, and FinOps practitioners evaluating or optimizing production AI costs.

Migrating Your DX NetOps Integrations from OData 2 to OData 4

If you integrate DX NetOps with external dashboards, reporting engines, or IT service management tools, you likely rely on our API framework. We are currently migrating this framework from OData 2 to OData 4. This transition requires you to update your existing integrations so they continue to function properly. Let me walk you through exactly what is changing, how to identify your active API queries, and the specific adjustments you need to make to your setup.

Easily connect any AI assistant (Claude, Codex, ...) to your Oh Dear data

Oh Dear keeps a watchful eye on your websites: uptime, performance, SSL certificates, broken links, DNS, cron jobs. If something can quietly break, we're already checking it for you. Today we're connecting that data to a new place: your AI assistant. We just shipped an MCP integration. If you use Claude, Cursor, or any other client that speaks the Model Context Protocol, you can now ask questions like "any broken links on my site?" or "when does my certificate expire?" in plain language.

Making Semantic Conventions Work for You With OpenTelemetry Weaver

Your dataset has hundreds of attributes. Some are self-explanatory: http.response.status_code, server.address. Others are not: meta.refinery.reason, dataset.slug, sli.latency_target_ms. If you don't know what an attribute means, you can't write a good query. And if an AI agent doesn't know what it means, it guesses.

What is an Enterprise Knowledge Graph? Definition, Benefits, and Use Cases

Are your AI systems giving answers your teams cannot trust? Most enterprises deploy LLMs expecting reliable outputs, but the results often feel inconsistent or incomplete. The problem is the missing structure behind it. Enterprise data is usually fragmented across multiple systems, teams, and tools. Your AI does not understand how customers, products, policies, and operations connect. Without that context, it fills gaps with assumptions, which leads to unreliable results.

What is AI Agent Orchestration? Concept + How It Works

Have you tried using AI at work and felt it works well for small tasks, but not beyond that? It can handle simple things like creating a summary, writing a draft, or answering a question. This works because the task is clear. But most tasks are not that simple. They involve multiple steps. One step depends on another. Data comes from different systems, and some decisions need checks before moving ahead. This is where a single AI system starts to struggle.

AI startup on a budget? How to master GPU computing without overspending

This blog is based on the webinar, “Panel Discussion: Understanding the importance of GPUs for AI success”. You can watch the full recording by clicking here! Cheap GPUs don't kill AI startups. Cheap thinking about GPUs does. In 2026, the teams burning through runway fastest aren't the ones who can't afford compute; they're the ones measuring the wrong thing and scaling the wrong way.

NAS vs. Cloud Storage: Which One is Best?

NAS (Network Attached Storage) is becoming a popular storage method for people to take control over their data and move away from cloud storage companies that take advantage of their data for their own profits. Although cloud storage is the mainstream storage option for families, businesses, and personal use, NAS storage is an option many are choosing due to more control over where data resides.

What Architecture Ensures Long-Term Scalability in a Rails-Based B2B Platform?

Scalability is not a feature you add later; it is a choice made at the architectural level from day one. A Rails-based B2B platform that handles growing clients, data, and transactions without slowdowns or costly rewrites is built on a modular design, clear domain boundaries, background job processing, caching, and a database strategy that supports load distribution and horizontal scale. Get these foundations right, and you stay in control of growth instead of reacting to problems after they appear.

7 Best Secure Video Hosting Platforms with Access Control and Signed URLs

Here is the uncomfortable truth about "private" video links: most of them are not private. A password keeps honest people out. Anyone who receives it can forward it in one click, paste it in a forum, or share it in a group chat. An unlisted link offers even less. There is no expiry, no authentication, no accountability. Once someone has the URL, your content is theirs indefinitely.