Puddl vs Temporal AI

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-09-15
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At a glance

DimensionPuddlTemporal AI
PricingFree (up to 100k API calls/mo); paid tiers undisclosedFreemium with usage-based billing for cloud; self-hosted open-source free
Primary UseTrack OpenAI API costs in real-timeDurable execution for reliable AI agents and workflows
IntegrationsOpenAI onlyOpenAI Agents SDK, Google ADK, Slack, Twilio, etc.
DeploymentWeb dashboard, no-code (API key)Self-hosted or Temporal Cloud; SDKs for multiple languages
Key FeatureCost breakdown by model, endpoint, userAutomatic state capture, retries, human-in-the-loop
Latest News Impact2026 news unrelated to core product (menus dataset)2026 usage-based billing, custom roles pre-release

If you need to monitor OpenAI spending, Puddl is free and simple. But if you're building reliable AI agents or workflows that survive failures, Temporal is the clear choice with its durable execution, multiple SDKs, and recent improvements like serverless workers and usage-based billing.

Puddl
Puddl

Real-time OpenAI cost tracking, free for most developers.

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Temporal AI
Temporal AI

Open-source durable execution platform that keeps long-running workflows and AI agents alive through crashes, retries, and flaky APIs.

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Pricing
Freemium
Freemium
Plans
$0/mo
$9/mo
$0
Starting at $50 per million actions
Starting at $100/mo
Starting at $500/mo
Custom
Custom
Popularity
1 views
7.5k views
Skill Level
Beginner-friendly
Intermediate
API Available
Platforms
Web
WebAPICLIPlugin
Categories
📡 LLM Observability & Evals
🕸️ Agent Frameworks & Orchestration⚙️ Developer Infrastructure
Features
Real-time cost dashboard
Spend breakdown by model (GPT-4, GPT-3.5)
Spend breakdown by endpoint
User-level cost attribution (Pro)
Monthly and historical cost trends
Customizable email spending alerts
Soft monthly spending limits
Export CSV reports
Multi-account support (invite)
Team collaboration (shared dashboard)
No-code integration (API key only)
Web-based, no desktop or mobile app
Durable execution with automatic state capture at every Workflow step
Workflow-as-code orchestration with replay, pause, and recovery
Activities that retry automatically with backoff, four timeout classes, and heartbeating
Native SDKs for Go, Java, Python, TypeScript, .NET, PHP, Ruby, and Rust
Rust SDK in public preview with quickstart and API docs
Signals, Queries, and Updates for mid-flight interaction with running Workflows
Workflow Streams for real-time interactivity with running executions
Human-in-the-loop orchestration without duct-taped workflow wrappers
Saga pattern via compensating transactions
Durable Timers that sleep for months plus cron Schedules with backfill
Task Queue Priority and Fairness (GA)
Worker Versioning for safe deploys, with Replay tests against real histories
Child Workflows and Temporal Nexus for durable cross-team composition
Temporal Worker Controller for Kubernetes lifecycle management (GA)
Serverless Workers for AWS Lambda (public preview) and Google Cloud Run (pre-release)
Integrations
LangGraph
OpenAI Agents SDK
Google ADK
Google Gemini
Google Cloud Run
AWS Lambda
Azure
Kubernetes
LlamaIndex
Slack
Salesforce
Twilio
NVIDIA
Braintrust

Who should pick which

  • Solo developer using OpenAI APIs
    Pick: Puddl

    Free tracking up to 100k calls/mo, no code setup, and granular cost breakdown by model and user meet the needs of a solo dev monitoring API spending.

  • Team building AI agents with reliability
    Pick: Temporal AI

    Temporal's durable execution, automatic retries, and human-in-the-loop ensure agents survive failures. Integrations with OpenAI SDK and Google ADK directly support agent workflows.

  • Enterprise needing multi-step orchestration
    Pick: Temporal AI

    Support for Saga patterns, multiple SDKs, and custom roles (2026 pre-release) make Temporal suitable for complex, long-running processes with governance.

  • Freelancer building AI apps
    Pick: Puddl

    Low cost (free tier), simple integration, and per-user cost attribution help freelancers track expenses for client projects without overhead.

Frequently Asked Questions

Puddl vs Temporal AI: which should you choose?

If you need to monitor OpenAI spending, Puddl is free and simple. But if you're building reliable AI agents or workflows that survive failures, Temporal is the clear choice with its durable execution, multiple SDKs, and recent improvements like serverless workers and usage-based billing.

Do I need to modify my code to use Puddl?

No, just add your OpenAI API key to the web dashboard—no code changes required.

Can Temporal handle non-OpenAI AI models?

Yes, Temporal integrates with Google ADK, Slack, Twilio, and more via SDKs, supporting heterogeneous workflows.

Is Puddl's free tier enough for production?

For up to 100k API calls per month it's suitable for light usage; beyond that, a paid plan may be needed (pricing undisclosed).

How does Temporal ensure workflow reliability?

Temporal automatically captures state at each step, enabling recovery after crashes, with automatic retries and timeouts on activities.

Can I self-host Temporal?

Yes, Temporal is open-source and can be self-hosted, offering full control.

Does Puddl track costs for non-OpenAI providers?

No, Puddl only supports OpenAI APIs.

What is human-in-the-loop in Temporal?

Temporal allows pausing and resuming workflows via signals, enabling manual approval steps.

What's new in Temporal as of June 2026?

Usage-based billing for cost transparency, custom roles (pre-release), serverless workers, and standalone activities.

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Last reviewed: July 3, 2026