Introducing Sentinel, Sage & Forge: AI Agents for a New Era of Data Observability

We’ve spent the last few years building Sifflet into one of the most powerful platforms for data observability. Our mission has always been clear: help teams move from reactive chaos to proactive reliability.

Today, we’re taking that mission one step further.
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Meet Sentinel, Sage, and Forge, three intelligent AI agents designed to transform how your organization monitors, triages, and resolves data issues at scale.
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These agents don’t just detect anomalies.

They anticipate where monitoring matters most.

They recall your system’s history and past incidents.

And they guide your team toward the right fix, faster than ever before.

Why This Matters Now

Modern data stacks are growing faster than the teams who manage them. We’ve entered an era where thousands of pipelines, models, and dashboards stretch across clouds, domains, and business units…all expected to run flawlessly in real time.

Meanwhile, the number of people responsible for making that happen? Flat. Or shrinking.

That’s why we’re introducing agents. Our goal is to bring memory, reasoning, and guidance into the fold and amplify human efforts.

Meet the Agents

🛡️ Sentinel
Sentinel is your system’s strategic guardian. Instead of merely reacting to anomalies, it proactively analyzes metadata—like lineage, usage patterns, and schema changes—to recommend precise monitoring strategies. By focusing on what truly matters, Sentinel helps reduce alert fatigue and unnecessary monitoring costs.

🧠 Sage
Sage brings wisdom to the chaos. It recalls your system’s history, understands code changes, maps lineage, and surfaces root causes in seconds. The kind of institutional knowledge that usually walks out the door? Sage retains it and puts it to work.
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🔧 Forge
Forge gives you the blueprint to resolve issues fast. It analyzes past fixes, suggests relevant patches, and guides your team toward resolution without taking action on its own. It’s smart, contextual, and keeps you in full control.
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What The Industry is Saying

“What impressed us most about Sifflet’s AI-native approach is how seamlessly it adapts to our data landscape, without needing constant tuning. The system learns patterns across our workflows and flags what matters, not just what’s noisy. It’s made our team faster and more focused, especially as we scale analytics across the business,” says Simoh-Mohammed Labdoui, Head of Data, Saint-Gobain.

“Sifflet’s agent-based approach marks a meaningful evolution in data observability,” said Sanjeev Mohan, founder of SanjMo and former VP Analyst at Gartner. “Rather than relying on static monitoring, these agents bring memory, reasoning, and automation into the fold, helping teams move from alert fatigue to intelligent, context-aware resolution. It’s a strong signal of where the space is headed.”
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What's Next

This isn't just a feature launch. It's the foundation of something bigger. 

We believe the future of observability isn’t about more alerts or dashboards. It’s about giving teams the clarity to move fast, the confidence to trust their systems, and the space to focus on the work that matters.

Sentinel, Sage, and Forge are now available in private beta.

We’re inviting forward-thinking teams to be among the first to experience the future of intelligent observability.
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👉 Get early access
👉 Watch the launch video
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