Comparison

Baseten vs Weights & Biases

On the evidence we track, Baseten leads this comparison with a composite score of 83/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Baseten full profile →Weights & Biases full profile →

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Attribute comparison across 2 tools
Attribute	BasetenLeader	Weights & Biases
Vioscale score	83 / 100low · 47%	78 / 100low · 25%
Commits last 30dactivity.commits_last_30d	-	100
Github starsadoption.github_stars	-	11,214
Optionsdeployment.options	{"cloud":true,"hybrid":true,"on_prem":true,"self_hosted":true}	{"cloud":true}
Longdescription.long	An inference platform for deploying open-source, custom, and fine-tuned AI models in production with high-performance infrastructure, cross-cloud availability, and seamless developer workflows.	Weights & Biases provides experiment tracking, model evaluation, LLM serving, and AI application monitoring. It offers hyperparameter optimization, data visualization, evaluation tools, and serverless inference for multiple LLM providers.
Capabilitiesfeatures.capabilities	{"role":"serving","managed_cloud":true,"model_serving":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"framework_agnostic":true}	{"role":"platform","evaluation":true,"managed_cloud":true,"model_serving":true,"self_hostable":false,"multi_provider":true,"no_train_on_data":"unknown","llm_observability":true,"prompt_management":true,"framework_agnostic":true,"experiment_tracking":true}
Primarylanguage.primary	-	Python
Spdxlicense.spdx	-	MIT
Supportplatform.support	{"cli":true,"web":true}	{"web":true}
Pricingpricing	{"type":"usage","plans":[{"free":true,"name":"Basic","summary":"$0/month base + usage","features":["Dedicated deployments","Model APIs","Training","Fast cold starts","SOC 2 Type II certified","HIPAA compliant","Email and in-app chat support"],"description":"Deploy custom, fine-tuned, and open-source models with dedicated deployments, Model APIs, training, and SOC 2 Type II and HIPAA compliance.","contactSales":false},{"free":false,"name":"Pro","summary":"Volume discounts available","features":["Everything in Basic","Priority access to high-demand GPUs","Dedicated compute","Higher Model API rate limits","Hands-on engineering expertise","Dedicated Slack and Zoom support"],"description":"Everything in Basic plus priority GPU access, dedicated compute, higher Model API rate limits, engineering expertise, and dedicated support.","contactSales":true},{"free":false,"name":"Enterprise","summary":"Volume discounts available","features":["Everything in Pro","Custom SLAs","Self-hosted deployments","On-demand flex compute","Use existing cloud commitments","Full data residency control","Advanced security and compliance","Custom global regions","Advanced RBAC with Teams"],"description":"Everything in Pro plus custom SLAs, self-hosted deployments, on-demand flex compute, data residency control, advanced security, and custom global regions.","contactSales":true}],"summary":"Pay-as-you-go from $0/month. Free credits for new accounts. Model API pricing from $0.10–$3.00 per 1M input tokens depending on model; compute instances from $0.00058–$0.16633 per minute.","currency":"USD","freeTier":true,"sourceUrl":"https://baseten.co","retrievedAt":"2026-08-03T22:45:11.653Z","billingPeriods":["month"]}	-
Free tierpricing.free_tier	Yes	-
Modelpricing.model	commercial	commercial
Price levelpricing.price_level	low	-
Transparentpricing.transparent	Yes	-
Cadence daysrelease.cadence_days	-	20
Sla pctreliability.sla_pct	99.99	-
Status pagereliability.status_page	Yes	Yes
Disclosure policysecurity.disclosure_policy	Yes	Yes
Gdprsecurity.gdpr	Yes	Yes
Hipaasecurity.hipaa	Yes	Yes
Iso27001security.iso27001	-	Yes
Pcisecurity.pci	Yes	-
Soc2security.soc2	Yes	Yes

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Capability comparison for MLOps & LLMOps Tools
Capability	Baseten	Weights & Biases
Core
Tool role	Model serving	End-to-end ML platform
Deployment
Self-hostable / OSS core	✓	✗
Managed cloud available	✓	✓
On-prem / VPC deployment	✓	-
Observability
LLM tracing / observability	-	✓
Evaluation (offline / LLM-judge / human)	-	✓
Dev
Prompt management + versioning	-	✓
Tracking
Experiment tracking / model registry	-	✓
Serving
Model serving / inference endpoint	✓	✓
Interop
OpenTelemetry / OpenLLMetry compatible	-	-
Framework-agnostic	✓	✓
Gateway
Multi-provider model support	✓	✓
Data
No-train-on-customer-data guarantee	-	Unknown

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.