# Comet vs Guild AI

| Attribute | Comet | Guild AI |
|---|---|---|
| **Vioscale score** | 47.3 (26% (low)) | 60.9 (20% (low)) |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | A platform that helps developers trace agent execution, evaluate performance with automated metrics, and monitor systems in production. It provides experiment management, dataset handling, and tools to identify and fix agent failures before users encounter them. | A platform that provides unified deployment, governance, and observability for AI agents regardless of which model or framework is used, enabling teams to track costs, control access, and maintain visibility across all their agents. |
| features.capabilities | - | `{"soc2":true,"open_source":false,"pricing_model":"freemium-saas","rbac_governance":true,"deployment_model":"managed-SaaS","run_comparison_diffing":true,"llm_genai_eval_tracking":true,"metrics_and_artifact_logging":true,"team_collaboration_workspaces":true}` |
| integrations.count | 60 | 4 |
| integrations.list | `[{"name":"LangChain"},{"name":"OpenAI"},{"name":"Claude Code"},{"name":"Codex"}]` | `[{"name":"Azure"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"OpenAI"}]` |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"web":true}` | `{"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Free Tier","description":"No credit card required, generous free tier for individual use"},{"name":"Open Source Self-Hosted","description":"Apache-2.0 licensed, deployable on Kubernetes with Helm"}],"summary":"Free tier available; open-source self-hosted option under Apache-2.0; enterprise plans available","freeTier":true,"sourceUrl":"https://www.comet.com","retrievedAt":"2026-08-19T09:04:35.440Z"}` | - |
| pricing.free_tier | yes | - |
| pricing.model | freemium | commercial |
| pricing.price_level | low | - |
| pricing.transparent | no | - |
| security.gdpr | yes | yes |
| security.iso27001 | - | yes |
| security.soc2 | - | yes |

## Capabilities (Experiment Tracking)

| Capability | Comet | Guild AI |
|---|:--:|:--:|
| **Capabilities** |  |  |
| Deployment model | - | Managed SaaS |
| Open source | - | ✗ |
| Metrics and artifact logging | - | ✓ |
| Native hyperparameter sweeps | - | - |
| Run comparison diffing | - | ✓ |
| Model registry bundled | - | - |
| Data versioning integration | - | - |
| Distributed multi node tracking | - | - |
| Team collaboration workspaces | - | ✓ |
| LLM genai eval tracking | - | ✓ |
| RBAC governance | - | ✓ |
| SOC2 | - | ✓ |
| Pricing model | - | Freemium saas |

*Source: Vioscale. Generated 2026-09-01T14:52:45.186Z. "-" = undocumented, not absent.*