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O11y One — The Next-Generation Unified Observability Platform for the AI + Product Era

O11y One is a modern, end-to-end observability platform built to help companies of all sizes streamline their product lifecycle, optimize AI/LLM performance, and run production environments with confidence — all while paying a fraction of what legacy vendors (<Insert any "Logs" vendor here>) charge.

It unifies all OpenTelemetry, Product and AI-specific signals into a single, high-performance data plane:

  • LLM & AI observability to ensure deterministic agent outputs, surface hidden costs, and detect performance bottlenecks before they impact users
  • Traces for distributed system & model execution analysis
  • Metrics for system health and model performance monitoring
  • Logs for granular debugging and fine-tuning insights
  • Generic events for business telemetry and custom workflows
  • Session replays for UX and conversation analysis
  • Feature flags for controlled experimentation and model rollouts

Core Technology Stack

  • OpenTelemetry for standardised, high-quality, & battle-tested telemetry.
  • Rust for ultra-low-latency ingestion, processing, and fault tolerance
  • Apache Arrow for in-memory, zero-copy analytics
  • Apache Parquet for compact, query-optimized long-term storage with incremental writes
  • DataFusion for powerful SQL-based cross-signal and cross-model correlations

Key Features & Advantages

  • AI & LLM performance tracking — monitor token usage, cost per request, latency, and output quality in real time
  • Deterministic output assurance — correlate input prompts, context, and output variations to stabilize agent behavior
  • Multi-tenant isolation with Hive-style partitioning for secure, efficient organization
  • Edge-optimized OTLP exporters for low-latency, lossless signal forwarding
  • Schema-aware pipelines that adapt to evolving AI and product telemetry
  • Real-time + historical analytics in one unified interface
  • Type-safe instrumentation wrappers for SvelteKit, Python, Go, Rust, Cloudlfare Workers, and any backend services
  • Unified correlation engine — connect traces ↔ logs ↔ metrics ↔ events ↔ replays ↔ AI outputs in one timeline
  • State-of-the-art cost efficiency — thanks to our Rust + Arrow + DataFusion core, you get High value insights at a fraction of the cost

By collapsing fragmented observability stacks into a blazingly fast, cost-efficient, and AI-ready platform, O11y One transforms how teams monitor, debug, and improve both software systems and AI agents — making it easier to ship faster, run cheaper, and deliver reliably.

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