Oodle.ai

Oodle.ai

Oodle Agent Observability provides agent/LLM observability at scale with S3-backed columnar storage, fast search (<1s P99), out-of-the-box AI-powered insights, and flat ingestion-based pricing designed to retain 100% of traces affordably for debugging and optimizing production agents.

Oodle.ai is ai agents software teams evaluate for ai agents. Use this page to review pricing, integration signals, and the best alternatives before you commit.

Free API 70/100
#435 in AI Agents (435 tools)
Just launched
34 profile views ยท 11 vendor visits in 30 days

Profile facts come from the vendor source. AiMatch labels unknown pricing or API details instead of estimating them.

Review official source →

Quick Overview

Best for: AI Agents

What it does

AI Agents software for decision-makers comparing workflow fit and alternatives.

Best fit

AI Agents

Pricing snapshot

Free from Examples shown: $10 per million spans; ingestion $0.30 / GB; retention example $0.001 / GB / mo; unlimited queries

Next step

Compare Oodle.ai with similar tools before you shortlist it.

Compare this tool before you shortlist it

Review alternatives, pricing posture, and workflow fit side by side.

Oodle.ai

Oodle Agent Observability is a production observability product purpose-built for agentic and generative AI systems. It stores full agent traces in S3-backed columnar storage with serverless compute to enable fast, low-cost querying and retention of 100% of traces. The product surfaces AI-powered insights (quality, performance, efficiency) and provides LLMOps capabilities such as evals, prompt versioning, regression checks, cost estimation, and a live playground for iterating without redeploying. It is aimed at engineering teams and companies from startups to enterprise, with onboarding that can begin in minutes and a free tier available.

End-to-end visibility across LLM calls, APIs, and infra - so you can ship your AI with confidence, not hope. Agent observability at $10 per million spans.

Own this listing?

Claim this page to add pricing, features, screenshots, and verified owner details.

Claim this listing

Key Features

Fast trace search

<1s P99 query using columnar storage and serverless compute for fast searches over large agent traces.

Low-cost S3-based storage

S3-backed storage with pricing examples such as $10 / million spans and ingestion pricing (e.g., $0.30/GB) to retain 100% of traces affordably.

Out-of-the-box AI Insights

Automatic detection of silent failures, high-duration traces, low user satisfaction, cost optimization, caching inefficiency, and excessive LLM turns without writing rules.

Full LLMOps workflow

Prompt versioning, build eval datasets, run experiments, and score results with built-in or custom evaluators alongside production traces.

Agent transcript and span detail

Inspect multi-turn conversations, system prompts, tool calls, multi-agent handovers, and token breakdowns per span.

Cost estimation and model pricing

Estimated cost per trace/model/service with 50+ model pricing definitions (OpenAI, Anthropic, Google, Mistral, Cohere, etc.) and support for custom models.

OpenTelemetry (OTLP) ingestion

Consumes standard OpenTelemetry traces using the Generative AI semantic conventions; point your OTLP exporter at Oodle.

Playground for prompt iteration

Iterate on prompts, swap models, tweak parameters, and compare outputs live without redeploying.

Pricing

Free Tier Available

Free tier included โ€” no credit card required; Try in Playground available.

Pay-as-you-go / Ingestion-based

Examples shown: $10 per million spans; ingestion $0.30 / GB; retention example $0.001 / GB / mo; unlimited queries
  • Flat ingestion-based pricing (no per-query / per-user charges)
  • Unlimited queries (UI, MCP, CLI, API)
  • Configurable retention with all retained data queryable at same speed

Use Cases

Production agent debugging

Detect silent failures, incomplete tool call chains, and unhandled exceptions across agent traces to debug agents in production.

Agent performance and reliability monitoring

Identify high-duration traces, stuck loops, slow tool calls, and retry storms impacting agent performance.

LLM cost optimization

Spot over-provisioned model calls, calculate estimated costs per trace or model, and identify opportunities to use cheaper models or caching.

Regression checks and evals

Build eval datasets from production traces or CSV, run experiments, and compare model outputs to maintain quality over time.

Migration from legacy observability

Replace or complement ELK, Grafana, Datadog traces with an object-storage-native, serverless architecture tailored for agent traces.

Voice AI monitoring

Catch silent failures and other issues specific to voice agents in production (explicitly called out in case studies).

Integrations

OpenTelemetry (OTLP)

Consume standard OpenTelemetry traces using the Generative AI semantic conventions.

LLM providers

Cost estimation and support for OpenAI, Anthropic, Google Gemini, Mistral, Cohere, Azure OpenAI, AWS Bedrock, and self-hosted models.

Cloud marketplaces / cloud commits

Use cloud commits via cloud marketplace (site references cloud marketplace options).

Benefits

Fast query performance (sub-second P99) for large agent trace datasets.
Lower storage cost via S3-based architecture and flat ingestion pricing (example: $10 / million spans).
Retain 100% of traces (no sampling) while controlling budget.
Automatic AI-powered insights to surface failures and inefficiencies without manual rules.
Integrated LLMOps workflow: evals, experiments, prompt versioning, and playground iteration.

Limitations

Claim this listing to add transparent limitations.

Frequently Asked Questions

Do I need a separate SDK to instrument my LLM calls?
No. Oodle consumes standard OpenTelemetry traces using the Generative AI semantic conventions. If your instrumentation library already emits these attributes, you point your OTLP exporter at Oodle.
Which LLM providers and models are supported?
Any provider that your code calls โ€” OpenAI, Anthropic, Google Gemini, Mistral, Cohere, Azure OpenAI, AWS Bedrock, and self-hosted models. Cost estimation ships with 50+ model pricing definitions and you can add custom models.
How is this different from standalone LLM observability tools?
Standalone tools create another data silo. Oodle shows LLM spans inside the same traces as API, database, and cache calls so you see the full picture when something breaks.
Does Oodle do prompt versioning or evals?
Yes. Oodle includes a full LLMOps workflow: version and label prompts, build eval datasets (or import via CSV), run experiments against any model, and score results with built-in or custom evaluators alongside production traces.
Do you sample LLM traces?
No. Retain 100% of your traces with full prompt and response content.

Getting Started

  1. 1 Sign up and access the free tier or Try in Playground (free tier included, no credit card required).
  2. 2 Instrument your application to emit OpenTelemetry (OTLP) traces using Generative AI semantic conventions.
  3. 3 Point your OTLP exporter at Oodle and begin sending traces (start sending traces in under 15 minutes).
  4. 4 Use the Playground to iterate on prompts and run evals or experiments.

Support

Docs

Documentation and product docs linked from the site (Docs link present on the product page).

Playground

Interactive Playground to try features and iterate on prompts without deploying.

Schedule Demo / Sales

Schedule Demo call to see the product in your environment.

Community / Chat

Community links such as Discord and LinkedIn referenced on the site.

Status

Status page and support policy links are available from the site footer.

API

Available: Yes

Compare Oodle.ai with similar tools

See how it stacks up against alternatives

Contact for pricing
Sentinel

Sentinel

Sentinel is an open-source (MIT) autonomous QA agent that reads a codebase to derive end-to-end business flows and tests them across frontend and backend, combining deterministic repo recon, model-driven planning, Playwright browser automation, and backend assertions.

AI Agents
High-growth
Contact for pricing
Nous

Nous

Nous is an open-source context graph for agentic GTM (go-to-market) teams that centralizes identity-resolved people and company data from multiple GTM tools so agents can read a single, source-traced account context in one call. It is available as a hosted service and as a self-hostable stack.

AI Agents
Enterprise-ready High-growth
Freemium
Lineation

Lineation

Lineation is an agentic-AI security platform that provides a single control plane to govern, trace, and defend autonomous AI agents across multiple providers and execution endpoints, aimed at security and platform teams in enterprise settings.

AI Agents
High-growth
Free
Crux

Crux

Crux is a local-first AI personal assistant that runs across your desktop, files, apps, and workflows, offering overlay and live-assist modes while keeping chats, files, and context stored locally on your machine.

AI Agents
High-growth
Freemium
Scalix World

Scalix World

Scalix World is an AI-native neocloud that unifies database, AI, functions, storage, and compute into one platform operable by humans and AI agents via a single API key and credit pool.

AI Agents
High-growth
Free
Superserve

Superserve

Superserve is an open-source, self-hostable sandbox platform for long-running AI agents that provides durable Firecracker microVMs, pausing/resuming sessions, and programmatic control via an SDK and API.

AI Agents
High-growth
Free
X402vps

X402vps

X402vps provides pay-per-hour Docker containers designed for autonomous AI agents โ€” no signup or API key required; your wallet (USDC on Base mainnet) is your identity. It offers prebuilt images, internet-enabled node/core tiers for scraping and browser automation, and a JSON API for lifecycle and exec operations.

AI Agents
High-growth
Free
Authoryze- payment controls for AI agents

Authoryze- payment controls for AI agents

Authoryze is a payment authorization and control layer that lets AI agents make purchases using single-use virtual cards while enforcing spending limits, approvals, merchant rules, and a full audit trail.

AI Agents
High-growth

Premium Alternatives

Paid
ClaudeThings

ClaudeThings

ClaudeThings provides a packaged, continuously-updating set of 89 specialized agents, 103 pre-built skills, and 181 slash commands that act as an AI engineering and marketing team for Claude Code โ€” delivered as a private GitHub repo and installed with a single npx command. It adapts to any stack via a CLAUDE.md project manifest and is sold as a one-time purchase with lifetime updates.

AI Agents
High-growth
Paid
Miro

Miro

Miro is a collaborative visual workspace and AI platform that integrates intelligent agents (Sidekicks), visual multi-step workflows (Flows), and connectors to bring team context and external data into a shared canvas to accelerate planning, design, and decision-making across organizations.

AI Agents
Enterprise-ready High-growth
Paid
bellmanloop

bellmanloop

BellmanLoop is an AI-powered debt collection platform that automates and scales collections with compliance controls, multi-channel and multi-language support, real-time analytics, and SDKs for integration.

AI Agents
Enterprise-ready High-growth
Paid
enso

enso

enso is an agentic growth lab that deploys always-on AI agents to find demand and platform opportunities across places customers spend time (Google, Reddit, LinkedIn, Wikipedia, ChatGPT, social and community platforms) and convert them into growth.

AI Agents
High-growth
Paid
Moontower

Moontower

Moontower is an AI-powered volatility intelligence platform that provides cross-sectional options-market analytics, dealer positioning signals, and an AI agent copilot for desks ranging from individual traders to enterprise trading teams.

AI Agents
Enterprise-ready
Paid
Sitemanagerai

Sitemanagerai

Site Manager AI is a web + iOS app that provides UK construction site managers and foremen instant, regulation-aware answers, on-site photo hazard analysis, and fast drafting of risk assessments, method statements and site reports.

AI Agents
Paid
Wonderchat

Wonderchat

Wonderchat is an AI concierge platform that builds site-embedded chat agents to deflect repetitive support questions, qualify leads, and answer using your approved content with citations; built for teams across SaaS, industrial, healthcare and e-commerce and deployable in minutes.

AI Agents
Paid
qomplement

qomplement

qomplement is an Agentic AI-driven ERP built for supply chain and operations teams that automates tasks across procurement, inventory, freight, finance, and planning to reduce manual work and scale operations without adding headcount.

AI Agents
High-growth

Explore Related Categories