platoseed
โ† All companies
Sentrial logo

Sentrial

Active

Datadog for Agent Reliability

Winter 2026Founded 20252 peopleSan Francisco, CA, USA
Generate ideas โ†’
AI insightcan contain mistakes
AI Agent Observability & DebuggingSaaSAI product teams and companies deploying agentsMedium competition
Moat
Agent-specific diagnostics (loops, hallucinations); production monitoring tailored to agent behavior.
Key risk
Consolidation by incumbents (Datadog, New Relic); rapid evolution of agent architectures.
Why now
AI agents in production are failing in new ways; teams need specialized observability beyond traditional APM.
Competitors
Datadog, New Relic, Honeycomb, agent-specific startups
โ†ป Pivot / rename signal

This company has previously operated under โ€œRealmโ€. A rename frequently marks a pivot in positioning or product โ€” useful raw material for variant ideas.

About

Sentrial is the monitoring platform for AI products in production. When your AI product/agent loops indefinitely, hallucinates, or frustrates users, Sentrial detects it in real-time, diagnoses the root cause, and recommends specific fixes. We provide the monitoring, evaluation, and debugging infrastructure that traditional tools weren't built for, so teams iterate based on production reality, not just offline evals.

Founders ยท 1

Neel Sharma
Neel SharmaFounder/CEO
Berkeley

Neel is the founder of Sentrial - production monitoring for AI products. He studied Computer Science at UC Berkeley and worked on agentic optimization at Sense. He saw firsthand that traditional evaluation frameworks break down once agents hit production. That insight led to the creation of Sentrial, a platform built to monitor, evaluate, and improve agent performance in real-world, production environments. contact: neel@sentrial.com

Related startups

Also in Winter 2026