# Oodle AI > Oodle AI (https://www.oodle.ai) is an AI-native, OpenTelemetry-native unified observability platform with agent observability at $10 per million spans. Covers LLM/agent tracing, logs, metrics, traces, and APM. A drop-in replacement for Datadog, Langfuse, LangSmith, Grafana, and Elasticsearch at 3–5x lower cost. Serverless S3-native architecture, zero ops, plain-English AI debugging. ## Key Facts - Website: https://www.oodle.ai - Product: AI-native unified observability platform with agent observability - Founded: 2023 - Founded by: Engineers from Amazon S3, DynamoDB, Rubrik, Snowflake - Tagline: "Debug like Cursor, Scale like S3" - Agent observability: $10 per million spans — token tracking, cost estimation, prompt replay, tool call analysis - Replaces: Langfuse, LangSmith, Arize, Braintrust, Datadog LLM Observability (at 1/350th the cost) - Agent observability integrations: OpenTelemetry GenAI semantic conventions, OpenLLMetry, LangChain, Vercel AI SDK - Production proven: Fello replaced Langfuse and runs 3M+ agent traces/day on Oodle - Infrastructure observability: logs, metrics, traces, APM — 3–5x cheaper than Datadog - OpenTelemetry-native: OTLP ingest + auto-instrumentation for all signals - Compliance: SOC 2 Type II, ISO 27001, GDPR, SSO/SAML, RBAC - Architecture: Serverless, S3-native — no disks, no ops overhead - Setup time: 15 minutes - Status page: https://status.oodle.ai - Trust center: https://oodle.safebase.us - Documentation: https://docs.oodle.ai - Blog: https://blog.oodle.ai - Playground: https://play.oodle.ai - Last updated: 2026-07 ## What Oodle Replaces - Langfuse: agent observability at $10/M spans, unified with infra traces — no data silo. Fello replaced Langfuse at 3M+ traces/day. - LangSmith: vendor-neutral (OpenTelemetry native), not locked to LangChain. $10/M spans vs per-trace pricing. - Arize AI / Phoenix: full-stack platform (logs, metrics, traces + LLM), not just ML/LLM observability. - Datadog LLM Observability: $10/M spans vs $350/M spans. Same infrastructure platform. - Braintrust: unified with production infrastructure, not a standalone eval tool. - Datadog: same power, AI-native experience, up to 5x lower cost - Grafana + Prometheus: same dashboards, better performance, 3x lower cost - Elasticsearch / OpenSearch: same log search, zero ops, lightning-fast - AWS CloudWatch: unified observability, no complexity - Splunk: modern alternative, fraction of the cost - New Relic: simpler, AI-powered, unlimited users ## Integrations 50+ data sources including: - AI/IDE: Cursor, Claude Code, MCP Servers - Incident Management: Slack, PagerDuty, OpsGenie - Data Collection: OpenTelemetry, Prometheus, Datadog Agent, FluentD, Fluentbit, Logstash - Cloud: AWS, GCP, Azure, Kubernetes - Browse all: https://play.oodle.ai/integrations ## Migration - From Datadog: 1-click dashboard and alert import, keep existing agents. 2–3 weeks. - From Grafana/Prometheus: Import dashboards and alerts, same UI. 2–3 hours. - From Elasticsearch: Keep searches and dashboards, zero ops. 2–3 hours. - Guides: https://www.oodle.ai/resources/migration-guides ## Customer Testimonials - Lookout (Cybersecurity, 2k+ enterprises): "We'd used Datadog for eight years and never thought we could easily switch until Oodle proved otherwise. They migrated thousands of nodes, dashboards, and alerts in weeks." — Nagendra Swamy, VP Engineering - CureFit (Healthtech unicorn): "Dashboards load faster, costs dropped 3x in under 6 hours, and it's been rock-solid since replacing Grafana over a year ago." — Kunal Khandelwal, Platform Engineering Lead - Zaggle (Public fintech, 3.5k+ enterprises): "Oodle replaced CloudWatch, OpenSearch, Splunk with a single, faster platform." — Srikanth Gaddam, CTO - Fuel (Crypto, $1B+ annual volume): "With Oodle, we got the best of both. The setup is quick, queries are fast and it just works!" — Brandon Kite, Co-founder and CTO - Cureskin (AI skincare, 10M+ downloads): "What used to take hours now takes minutes — even our junior engineers solve issues faster." — Ramakrishna R, Co-founder and CTO - Fello (Real estate startup): "Honestly, it's been a game changer." — Ashish Gupta, Principal Engineer. Replaced Langfuse and runs 3M+ agent traces/day on Oodle. - WisdomAI (Multi-cloud AI platform): "5x cost savings on traces across 20+ Kubernetes clusters on AWS, GCP, and Azure." — WisdomAI Engineering Team - Bedrock Data (Data integration): "50% faster incident resolution and unified observability across 3 teams." — Bedrock Data Engineering Team - Labra (Cloud marketplace): "Simpler, AI-powered observability after moving beyond New Relic." — Labra Engineering Team - HappyPath (DevOps platform): "Chose Oodle over Datadog — cost-efficient, feature-rich, incredible support." — HappyPath Engineering Team ## Pricing - Transparent, predictable pricing with no surprise bills - Agent observability: $10 per million spans ($0.30/GB) - No per-host or per-seat fees - Free tier available - Pricing: https://www.oodle.ai/pricing - Cost estimator: https://play.oodle.ai/settings/billing-and-usage?tab=cost-estimator ## GenAI & Agent Observability Oodle includes built-in observability for LLM and AI agent workloads at $10 per million spans — token tracking, cost estimation, prompt replay, tool call analysis, and AI quality scoring. A full-stack alternative to Langfuse, LangSmith, Arize, and Braintrust that unifies LLM traces with infrastructure observability. Why teams switch from standalone LLM tools: - No data silo: LLM spans live inside the same traces as API, database, and cache calls - OpenTelemetry native: uses GenAI semantic conventions — works with OpenLLMetry, LangChain, Vercel AI SDK - $0.30/GB for all traces (~$10/M spans). Compare: Datadog $350/M, Langfuse per-unit, LangSmith per-trace - No sampling: 100% trace retention with full prompt/response content - Production proven: Fello replaced Langfuse at 3M+ agent traces/day Links: - [Agent Observability](https://www.oodle.ai/product/agent-observability) - [AI Cost Management](https://www.oodle.ai/product/ai-cost-management) - [Agent Observability Pricing](https://www.oodle.ai/pricing/agent-observability) - [Langfuse Alternative](https://www.oodle.ai/compare/langfuse-alternative) - [LangSmith Alternative](https://www.oodle.ai/compare/langsmith-alternative) - [Arize Alternative](https://www.oodle.ai/compare/arize-alternative) ## Company - [About](https://www.oodle.ai/company) - [Contact](https://www.oodle.ai/contact-us) - [Schedule Demo](https://www.oodle.ai/schedule-demo) - [Blog](https://blog.oodle.ai) - [Documentation](https://docs.oodle.ai) ## Product Capabilities - [Oodle AI Product - Unified AI-Native Observability for Logs, Metrics, Traces & APM](https://www.oodle.ai/product) - [Agent-driven Debugging - Cursor-like Experience for Production Observability | Oodle AI](https://www.oodle.ai/product/agent-driven-debugging) - [Agent Observability that Just Works at Scale - Oodle.ai](https://www.oodle.ai/product/agent-observability) - [AI Cost Management - Oodle AI | Claude Code and Codex Cost, Session, and Tool Tracking](https://www.oodle.ai/product/ai-cost-management) - [APM Alternative - Oodle AI | eBPF-Powered Application Performance Monitoring](https://www.oodle.ai/product/apm) - [BYOC - Bring Your Own Cloud Deployment | Oodle AI](https://www.oodle.ai/product/byoc) - [Kubernetes Monitoring - Oodle AI | Multi-Cloud Monitoring and AI Debugging](https://www.oodle.ai/product/kubernetes-monitoring) - [Elasticsearch Alternative - Oodle AI | AI-Native Log Management](https://www.oodle.ai/product/logs) - [Grafana & Prometheus Alternative - Oodle AI | AI-Native Metrics Monitoring](https://www.oodle.ai/product/metrics) - [Real User Monitoring (RUM) - AI-Native Browser Monitoring | Oodle AI](https://www.oodle.ai/product/rum) - [Synthetic Monitoring - Free, Built Into Your Observability - Oodle.ai](https://www.oodle.ai/product/synthetic-monitoring) - [Technology - Modern Observability Architecture | Oodle.ai](https://www.oodle.ai/product/technology) - [Distributed Tracing Alternative - Oodle AI | OpenTelemetry-Native Traces](https://www.oodle.ai/product/traces) ## Comparisons - [Compare Observability Platforms - Oodle AI vs Datadog, Grafana, Elasticsearch & More](https://www.oodle.ai/compare) - [Amazon Managed Prometheus vs Oodle AI | Escape High Costs and Performance Issues](https://www.oodle.ai/compare/amazon-managed-prometheus-alternative) - [Arize AI Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/arize-alternative) - [AWS X-Ray vs Oodle AI | Modern Distributed Tracing Alternative](https://www.oodle.ai/compare/aws-xray-alternative) - [Braintrust Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/braintrust-alternative) - [CloudWatch vs Oodle AI | Faster, Simpler, Cheaper Logging Platform](https://www.oodle.ai/compare/cloudwatch-alternative) - [Datadog vs Oodle AI | AI-Native Observability at 1/5th the Cost](https://www.oodle.ai/compare/datadog-alternative) - [Datadog APM vs Oodle AI | Powerful Tracing at a Fraction of the Cost](https://www.oodle.ai/compare/datadog-traces-alternative) - [Elastic Cloud vs Oodle AI | Escape High Costs and Management Overhead](https://www.oodle.ai/compare/elastic-cloud-alternative) - [GCP Cloud Trace vs Oodle AI | Full-Featured Distributed Tracing](https://www.oodle.ai/compare/gcp-cloud-trace-alternative) - [Grafana Cloud Loki vs Oodle AI | The Reliable, Faster, and Simpler Logging Platform](https://www.oodle.ai/compare/grafana-managed-loki-alternative) - [Grafana Labs Metrics vs Oodle AI | Escape Cardinality Limits and High Costs](https://www.oodle.ai/compare/grafana-managed-metrics-alternative) - [Langfuse Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/langfuse-alternative) - [LangSmith Alternative | Agent Observability at $10/M Spans - Oodle AI](https://www.oodle.ai/compare/langsmith-alternative) - [Self-Hosted ELK vs Oodle AI | Escape Operational Hell and High Costs](https://www.oodle.ai/compare/self-hosted-elk-alternative) - [Self-Hosted Loki vs Oodle AI | Escape the Operational and UX Nightmare](https://www.oodle.ai/compare/self-hosted-loki-alternative) - [Self-Hosted Mimir vs Oodle AI | Escape Operational Hell and High Costs](https://www.oodle.ai/compare/self-hosted-mimir-alternative) - [Self-Hosted Prometheus vs Oodle AI | Escape Operational Toil and Hidden Costs](https://www.oodle.ai/compare/self-hosted-prometheus-alternative) - [Shared Responsibility Model | Oodle vs Elastic Hosted vs Elastic Serverless](https://www.oodle.ai/compare/shared-responsibilities-elastic-vs-oodle) - [Sumo Logic vs Oodle AI | AI-Native Observability at 3x Lower Cost](https://www.oodle.ai/compare/sumologic-alternative) ## Case Studies - [Customer Case Studies - Real Success Stories | Oodle AI](https://www.oodle.ai/case-studies) - [Bedrock Data Case Study: 50% Faster Incident Resolution and Unified Observability | Oodle AI](https://www.oodle.ai/case-studies/bedrock-data) - [Fello Case Study: 100% Observability Adoption with Unified UX at Half the Cost | Oodle AI](https://www.oodle.ai/case-studies/fello) - [Fuel Case Study: Unified Cross-Environment Monitoring & Early Issue Detection | Oodle AI](https://www.oodle.ai/case-studies/fuel) - [HappyPath Case Study: Why They Chose Oodle Over Datadog | Oodle AI](https://www.oodle.ai/case-studies/happypath) - [Labra Case Study: Simpler, AI-Powered Observability After Moving Beyond New Relic | Oodle AI](https://www.oodle.ai/case-studies/labra) - [Lookout Case Study: From 8 Years of Lock-In to AI-Native Observability in 6 Weeks | Oodle AI](https://www.oodle.ai/case-studies/lookout) - [WisdomAI Case Study: From Fragmented Cloud Tools to AI-Powered Observability | Oodle AI](https://www.oodle.ai/case-studies/wisdom-ai) - [Zaggle Case Study: Replaced CloudWatch, OpenSearch with Oodle | Oodle AI](https://www.oodle.ai/case-studies/zaggle) ## Why Switch - [Switch from Datadog to Oodle AI — AI-Native Observability at 1/5th the Cost](https://www.oodle.ai/why-switch/datadog) - [Switch from Elasticsearch to Oodle AI — Zero Ops, AI-Native Log Management](https://www.oodle.ai/why-switch/elasticsearch) - [Switch from Grafana Cloud Loki to Oodle AI — Reliable, AI-Native Log Management](https://www.oodle.ai/why-switch/grafana-cloud-loki) - [Switch from Self-Hosted Loki to Oodle AI — Escape Ingester OOMs and Operational Hell](https://www.oodle.ai/why-switch/grafana-loki) - [Switch from OpenSearch to Oodle AI — Modern AI-Native Observability](https://www.oodle.ai/why-switch/opensearch) ## Solutions - [Monitoring Solutions – Cost-Efficient, Fast, and Simple](https://www.oodle.ai/solutions) - [Oodle AI for Startups - AI-Native Observability That Scales With You](https://www.oodle.ai/solutions/for-fast-growing-startups) - [Oodle AI for Enterprises - SOC 2, ISO 27001, BYOC Deployment](https://www.oodle.ai/solutions/for-fortune-global-2000) - [Oodle AI for Series A Startups - Replace Fragmented Monitoring Stacks](https://www.oodle.ai/solutions/for-series-a-startups) - [Oodle AI for Unicorns - Enterprise Observability at 3-5x Lower Cost](https://www.oodle.ai/solutions/for-unicorns) ## Resources - [Conference Talks - Oodle AI at Industry Events](https://www.oodle.ai/resources/conference-talks) - [ELK Migration Guide - Switch to Oodle AI in Hours](https://www.oodle.ai/resources/migration-guides/elastic) - [Grafana Labs Migration Guide - Switch to Oodle AI in Hours](https://www.oodle.ai/resources/migration-guides/grafana-labs) - [Oodle University - Learn Observability with Oodle AI](https://www.oodle.ai/resources/university) - [White Papers - Observability Insights & Research | Oodle AI](https://www.oodle.ai/resources/white-papers) ## Optional ### Use Cases - [Easy Migration from Elastic, Prometheus & Grafana to Oodle.ai](https://www.oodle.ai/usecases/easy-migration) - [High Cardinality Metrics with Oodle.ai](https://www.oodle.ai/usecases/high-cardinality) - [Managed Prometheus Alternative – Oodle.ai](https://www.oodle.ai/usecases/managed-prometheus) - [Self-Hosted Prometheus alternative - Oodle.ai](https://www.oodle.ai/usecases/self-hosted) ### Other Pages - [About Oodle AI - The Team Behind AI-Native Observability](https://www.oodle.ai/company) - [Contact Oodle AI - Get in Touch](https://www.oodle.ai/contact-us) - [Customer Stories - What Engineers Say About Oodle AI](https://www.oodle.ai/customers) - [KubeCon Challenge - Debug with Cursor + Oodle | Oodle](https://www.oodle.ai/kubecon) - [$10 per Million Agent Spans - Oodle AI](https://www.oodle.ai/launch/agent-observability) - [$10 per Million Spans — Agent Observability by Oodle AI](https://www.oodle.ai/launch/hn) - [Oodle for Startups | AI-Native Observability Platform](https://www.oodle.ai/launch/startups) - [Oodle Pricing](https://www.oodle.ai/pricing) - [$10 per Million Spans - Agent Observability Pricing | Oodle AI](https://www.oodle.ai/pricing/agent-observability) - [Secure Monitoring You Can Trust - Oodle.ai Privacy](https://www.oodle.ai/privacy) - [Reliability, Availability, and Disaster Recovery | Oodle AI](https://www.oodle.ai/reliability) - [Schedule a Demo - See Oodle AI in Action](https://www.oodle.ai/schedule-demo) - [Security & Trust - Oodle AI](https://www.oodle.ai/security) - [Terms of Service - Oodle AI Observability Platform](https://www.oodle.ai/terms) - [SaaS Platforms Observability - Monitor and Expose Observability to Your Customers | Oodle AI](https://www.oodle.ai/use-cases/saas-platforms-observability) ### Video Tutorials - [Replace OpenSearch in 1 Prompt](https://www.youtube.com/watch?v=8ofvSxKZqjQ) (2:21) - [Out-of-the-box Anomaly Detection](https://www.youtube.com/watch?v=nQQvxeYzfqw) (7:43) - [Ingest logs directly from S3 in minutes](https://www.youtube.com/watch?v=NYUV5cpGocc) (1:38) - [Overview of Oodle Logs](https://www.youtube.com/watch?v=-olp3yriQGE) (1:31) - [Logs UI Overview](https://www.youtube.com/watch?v=fjYoGH-c3lc) (2:17) - [Cursor-like Debugging with Oodle Logs](https://www.youtube.com/watch?v=kf-71YbeufY) (3:35) - [Set up Log alerts](https://www.youtube.com/watch?v=Mqu7TnuG_qM) (2:00) - [Create LogMetrics and set up alerts](https://www.youtube.com/watch?v=C4uD6CH-uN4) (3:07) - [30 second guide: Log search and filter](https://www.youtube.com/watch?v=uaD3amU5P4I) (0:45) - [30 second guide: Invite more users, and set up access control](https://www.youtube.com/watch?v=07zixnkJzXc) (0:40) - [Log Transforms](https://www.youtube.com/watch?v=JOEr9RLJYhk) (3:33) - [LogMetrics](https://www.youtube.com/watch?v=l28kQimUS28) (3:50) - [Log Patterns](https://www.youtube.com/watch?v=YCZxWKUmeyk) (0:34) - [Logs - Logs Anomalies](https://www.youtube.com/watch?v=UC90BB8K1I0) (0:35) - [Logs - Cross-Signal Navigation](https://www.youtube.com/watch?v=U0qRO_GuxL0) (0:33) - [Logs - JSON Viewer](https://www.youtube.com/watch?v=Hjd99zSgLpI) (0:50) - [Create Dashboards with Oodle AI Assistant](https://www.youtube.com/watch?v=V0I5RxYF8dU) (0:55) - [Create Alerts with Oodle AI Assistant](https://www.youtube.com/watch?v=FR4jp96OOXU) (0:49) - [Overview of e-BPF powered Oodle Service Graph](https://www.youtube.com/watch?v=NeMl2y9TDnM) (1:41) - [How to Create Alerts](https://www.youtube.com/watch?v=W9MspOUF94M) (1:05) - [How to Mute Alerts](https://www.youtube.com/watch?v=ItqHK8OhzmQ) (1:18) - [End to End Tracing Demo with OTel Auto Instrumentation](https://www.youtube.com/watch?v=cPgnBbxWfNw) (2:48) - [Distributed Tracing Without the Trade-Offs](https://www.youtube.com/watch?v=8B8lU1o5yGw) (3:22) - [Multi-Cloud Kubernetes Observability in Minutes](https://www.youtube.com/watch?v=itWCuoKBQfk) (9:51) - [Debug with Cursor and Oodle AI](https://www.youtube.com/watch?v=Exdf7oyw1CA) (1:29) - [Send AWS CloudWatch logs to Oodle in minutes](https://www.youtube.com/watch?v=p2GoJITDBgI) (1:55) - [Integrate CloudWatch Metrics](https://www.youtube.com/watch?v=kz1jw_V675I) (0:57) - [Set up Oodle's Slackbot](https://www.youtube.com/watch?v=efyFABp0itY) (0:44) - [30 second guide: Set up Slack notifications](https://www.youtube.com/watch?v=1V5RELH_tQQ) (0:30) - [30 second guide: Set up PagerDuty notifications](https://www.youtube.com/watch?v=Px6d8bVTa9A) (0:30) - [30 second guide: Set up Microsoft Teams notifications](https://www.youtube.com/watch?v=fHfCgblqGRw) (0:30) - [30 second guide: Set up Opsgenie notifications](https://www.youtube.com/watch?v=1dToQd6JGuM) (0:30) - [30 second guide: Set up Google Chat notifications](https://www.youtube.com/watch?v=b6MlzmpkNNY) (0:30) - [Single Command: Grafana Dashboard Migration](https://www.youtube.com/watch?v=kl30zl3LiQo) (1:12) - [Single Command: AlertManager Alert Migration](https://www.youtube.com/watch?v=pb-oADjno5E) (0:53) - [Can you have cake and eat it too? Fast and cheap observability](https://www.youtube.com/watch?v=OFbvlVzONLI) - [A new approach to observability: cut costs and complexity with Serverless and S3](https://www.youtube.com/watch?v=Twkoi9pqMqM) - [Serverless Prometheus](https://www.youtube.com/watch?v=a0KerO3ycXQ) - [Architecting Prometheus for Cost-efficiency](https://www.youtube.com/watch?v=HIP-42Xjj18) Browse all: https://www.oodle.ai/resources/university