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AI Spend Hit $297B. Nobody Knows Where It Goes.

AI spend doubled to $297B in two years — and most companies can't tell you what any of it shipped. Token spend is disconnected from outcomes on the dev side. Agents in production? The invoice is the only signal. Harness Cloud & AI Cost Management (CACM) gives teams unit economics at the inference level, cross-provider visibility across OpenAI, Anthropic, Bedrock, and Vertex AI, and request-level attribution to the agent, session, or workflow that triggered the spend.

Optimizing Server Bandwidth and CDN Routing for High-Performance IPTV Networks

When a stream plays instantly without buffering, most users don't think twice. But behind that smooth playback lies a carefully tuned system of servers, bandwidth layers, and global routing paths working in sync like an invisible orchestra. Modern IPTV platforms such as the best IPTV in Canada depend heavily on this silent engineering layer, where even a small inefficiency can turn a perfect stream into a frustrating experience.

Why Modern Executives Are Treating Online Reputation Like Business Insurance

Executives have always understood the importance of protecting valuable business assets. Buildings are insured against damage, data is protected through cybersecurity systems, and legal safeguards exist to minimize operational risk. Yet in today's digital economy, one of the most valuable corporate assets is no longer physical at all. It is reputation.

How to Build Real-Time Supply Chain Observability

"One missing pallet." That's how a warehouse supervisor in New Jersey described the start of a week-long supply chain mess back in 2024. One pallet. Then came delayed trucks, angry retailers, overtime pay, and a customer threatening to walk. In logistics, small gaps don't stay small for long. And the uncomfortable part is that most teams are already working hard. The issue isn't effort. It's alignment. The data exists in most organizations-it just doesn't show the same reality at the same time. Which leaves a basic question surprisingly hard to answer: what's actually happening right now?

The 5 Best Marketing Agencies To Help You Sell Your SaaS Solution In 2026

When you're a B2B organisation, aiming to sell your new and improved SaaS solution to companies that are in need of customer relations management, warehouse inventory tracking, or in-house project management, it can actually be quite hard to find new customers. The SaaS world can be a hard market to break into, and you need to know where and when your product actually fits. And that's something we're here to help you with. If you need to find a marketing solution that you can rely on, you're going to want to find SaaS marketing specialists that know what they're talking about.

How to Optimize Storage While Extracting Data at Scale

Large-scale data extraction creates storage overhead through raw files, logs, backups, failed runs, and duplicate records. Planning storage early helps keep pipelines faster, cheaper, and more reliable. The aim is not more storage by default, but better decisions about where data lives and how long it stays there.

Your AI agent is fixing the wrong service

Everyone wants an AI agent factory in 2026. Autonomous agents fixing bugs and shipping features while you sleep. I’ve been building toward that myself. But the error rates don’t support the fantasy. The best AI coding agents in the world fix about 50% of real bugs on SWE-bench verified. Half the time they fail. And AI-generated code produces 1.7x more issues than human-written code.

Inside the Grafana AI Team Weekly: AI Observability for the OTel demo and LLMSpec (May 12, 2026)

This is an excerpt from a real AI team weekly meeting where we talk about the stuff we build and occasionally also demo them! In this one, Principal Software Engineer Sven Großmann demos how he integrated AI Observability into the OTel demo, complete with the guards feature he introduced last week, and Principal Software Engineer Yas Ekinci gives a rare glimpse of LLMSpec, the internal counterpart of the o11ybench benchmark that we use to evaluate Assistant.

Shifting Streams and AI Surges: What Our Data Reveals About the OTT Landscape

OTT data from early 2026 shows streaming hierarchies holding steady while AI platforms reshuffled rapidly. Claude has substantially increased traffic since January, overtaking Gemini, and is on pace to challenge ChatGPT by fall. Doug Madory digs into the data in this new analysis.