LangSmith or Pickaxe? A Comprehensive Review

Observability for LLM apps

Testing for LLM apps

Open-source SDK

Flexible integration

Adaptable to different implementations

App-level usage stats

Real-time behavior monitoring

Stochastic nature of LLMs

Unit testing facilitation

Test datasets creation

No-code platform

Accessible to non-technical users

Visual prompt-framing builder

Monitoring and improving via dashboard

Viewing responses

feedback

Continuous refinement of apps

Pre-built templates available

Custom template creation

Customization options for embedding

Limited to LLM applications

Restricted early access

Beta version risks

Relies on flexible adaptation

No standalone testing environment

Stochastic nature uncertainty

Requires explicit integration

Dataset curation needed

Observability depends on adaptation

No mention of cross-platform compatibility

Lack of native monetization

Credits used for every run

Extra fees for more credits

White-labeling only in Gold Plan

No direct API for integration

Limited customization options

Enterprise-level features restricted

Inability to share templates publicly

Extensive credit usage for testing

No offline usage capability