AgentOps vs Puzzlet AI

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

Tagline

AgentOps

Observability and debugging platform purpose-built for AI agents, with time-travel replay and cost tracking across 400+ LLMs.

Puzzlet AI

Git-native prompt management and observability platform for teams shipping LLM applications.

Pricing

AgentOps

Freemium· Free up to 5,000 events; Pro from $40/mo; Enterprise custom

Puzzlet AI

Freemium· Basic: $20 · Pro: $50 · Enterprise: Contact sales

Lowest paid tier

AgentOps

—

Puzzlet AI

$20 · Basic

captured 2026-08-09

Free trial

AgentOps

Yes

Puzzlet AI

Yes

API

AgentOps

Yes

Puzzlet AI

Yes

Platforms

AgentOps

apiweb

Puzzlet AI

api

Open source

AgentOps

Yes · MIT

Puzzlet AI

Yes

GitHub stars

AgentOps

5,847

checked 2026-09-29

Puzzlet AI

—

Last GitHub push

AgentOps

2026-06-25

Puzzlet AI

—

First commit

AgentOps

2023-08

Puzzlet AI

—

Company

AgentOps

Puzzlet AI

—

Model used

AgentOps

Multi-model

Puzzlet AI

Multi-model

Best for

AgentOps

Pick AgentOps if you are shipping multi-step or multi-agent systems on CrewAI/AutoGen/LangChain and need proper traces, replays, and cost visibility.

Puzzlet AI

Pick Puzzlet AI if you want hosted LLM observability and evals without surrendering prompt history to a closed dashboard.

Not for

AgentOps

Skip it if you only make single-shot LLM calls - a generic LLM logger or your existing APM will do the job with less overhead.

Puzzlet AI

Skip it if your team needs a mature, broadly adopted platform with a deep integration ecosystem or a self-serve enterprise price list.

Editorial score

AgentOps

8.2 / 10

Puzzlet AI

7.1 / 10

Use cases

AgentOps

agent-observabilityllm-tracingcost-trackingdebuggingfine-tuning-datacompliance-auditing

Puzzlet AI

prompt-managementllm-observabilityevaluationstracingagent-development

Pros

AgentOps

Purpose-built for multi-agent traces, not just single LLM calls
Time-travel replay makes non-deterministic bugs reproducible
Native SDK support for CrewAI, AutoGen, LangChain, and 400+ LLMs
Genuine free tier plus open-source SDK
Enterprise path with SOC-2, HIPAA, and on-prem deployment

Puzzlet AI

Prompts live in Git with real version control, not a vendor dashboard
Open-source core (agentmark, SDK, templatedx) reduces lock-in
OpenTelemetry-based tracing with ClickHouse-backed analytics
Reusable markdown prompt components for multi-agent systems
Model-agnostic via the Vercel AI SDK

Cons

AgentOps

Overkill for simple single-prompt chatbot logging
Pro tier events can add up fast for chatty agents
Dashboard UX still evolving compared to mature APM tools

Puzzlet AI

Smaller and less battle-tested than Langfuse, LangSmith, or Braintrust
Pricing isn't published; production tiers likely require sales contact
Git-first workflow adds friction for non-technical prompt authors
Ecosystem and community content are still thin

Website

AgentOps

www.agentops.ai

Puzzlet AI

puzzlet.ai

Editorial score: rule-based, 0–10, from AI-assisted profile inputs (see /methodology) — not a user rating; “—” means unscored. “Not listed” means we have no record of it, not that it is absent. GitHub figures and prices carry the date they were checked or captured; prices are shown as published, unconverted.

Pick AgentOps if

✅ Purpose-built for multi-agent traces, not just single LLM calls
✅ Time-travel replay makes non-deterministic bugs reproducible
✅ Native SDK support for CrewAI, AutoGen, LangChain, and 400+ LLMs
✅ Genuine free tier plus open-source SDK

Pick Puzzlet AI if

✅ Prompts live in Git with real version control, not a vendor dashboard
✅ Open-source core (agentmark, SDK, templatedx) reduces lock-in
✅ OpenTelemetry-based tracing with ClickHouse-backed analytics
✅ Reusable markdown prompt components for multi-agent systems

Compare a different pair →