Comet
Experiment tracking evaluation and AI observability for ML teams, available as free cloud or self hosted OSS with enterprise options for secure collaboration.
Pricing Free / Contact sales
Category data
Difficulty Beginner
Type Web App
Status Active
Alteryx
Analytics automation platform that blends and preps data, builds code free and code friendly workflows, and deploys predictive models with governed sharing at scale.
Pricing Starts $250 per user per month
Category data
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in Comet
mlopsexperiment-trackingevaluationobservabilitygovernance
Shared
None
Only in Alteryx
analyticsetlautomationdesignerpythonr
Key Features
Comet
- • One line logging: Add a few lines to notebooks or jobs to record metrics params and artifacts for side by side comparisons and reproducibility
- • Evals for LLM apps: Define datasets prompts and rubrics to score quality with human in the loop review and golden sets for regression checks
- • Observability after deploy: Track live metrics drift and failures then alert owners and roll back or retrain with evidence captured for audits
- • Governance and privacy: Use roles projects and private networking to meet policy while enabling collaboration across research and product
- • Open and flexible: Choose free cloud or self hosted OSS with APIs and SDKs that plug into common stacks without heavy migration
- • Dashboards for stakeholders: Build views that explain model choices risks and tradeoffs so leadership can approve promotions confidently
Alteryx
- • Code free prep join and transform with hundreds of tools
- • Python and R integration plus built in predictive models
- • Reusable macros and analytic apps for parameterized flows
- • Schedule share and govern results across teams
- • Connectors for files databases apps and cloud warehouses
- • Run on desktop or in cloud with elastic compute
Use Cases
Comet
- → Hyperparameter sweeps: Compare runs and pick winners with clear charts and artifact diffs for reproducible results
- → Prompt and RAG evaluation: Score generations against references and human rubrics to improve assistant quality across releases
- → Model registry workflows: Track versions lineage and approvals so shipping teams know what passed checks and why
- → Drift detection: Monitor production data and performance so owners catch shifts and trigger retraining before user impact
- → Collaborative research: Share projects and notes so scientists and engineers align on goals and evidence during sprints
- → Compliance support: Maintain histories and approvals to satisfy audits and customer reviews with minimal manual work
Alteryx
- → Automate monthly reporting with governed workflows
- → Blend CRM and finance data to reconcile KPIs
- → Build churn or propensity models without heavy coding
- → Publish repeatable apps for business user inputs
- → Move spreadsheet processes into auditable pipelines
- → Upskill analysts using drag and drop plus Python R
Perfect For
Comet
ml engineers data scientists platform and research teams who want reproducible tracking evals and monitoring with free options and enterprise governance when needed
Alteryx
analytics leaders ops teams and data engineers who want governed repeatable workflows and predictive modeling without brittle scripts
Capabilities
Comet
Experiments and Artifacts Professional
Prompts and Rubrics Professional
Production Drift Professional
Roles and Private Networking Enterprise
Alteryx
Blend and Cleanse Intermediate
Predictive and Code Intermediate
Share and Schedule Professional
Admin and Lineage Professional
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