Comparison

Portkey vs Weights & Biases

On the evidence we track, Portkey leads this comparison with a composite score of 80/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Portkey full profile →Weights & Biases full profile →

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Attribute comparison across 2 tools
Attribute	PortkeyLeader	Weights & Biases
Vioscale score	80 / 100low · 46%	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	Portkey equips AI teams with everything needed to go to production—AI Gateway, Observability, Guardrails, Governance, and Prompt Management in one platform.	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":"gateway","evaluation":true,"managed_cloud":true,"model_serving":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"llm_observability":true,"prompt_management":true,"framework_agnostic":true,"experiment_tracking":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	{"web":true}	{"web":true}
Pricingpricing	{"type":"hybrid","plans":[{"free":true,"name":"Developer","summary":"Free forever","features":["Universal API, Fallbacks, Load Balancing, Retries","Logs, Traces, Feedback, Custom Metadata, Filters","3 Prompt Templates, Playground, API Endpoints, Versioning, Variables","Simple Caching","Deterministic Guardrails","Community Support"],"description":"Perfect for prototyping and testing or evaluating enterprise POCs. Not suitable for production workloads.","contactSales":false,"includedLimits":{"log_retention":"3 days","recorded_logs":"10k/mo","metrics_retention":"30 days"}},{"free":false,"name":"Production","summary":"$49/month","features":["Universal API, Fallbacks, Load Balancing, Retries","Logs, Traces, Feedback, Metadata, Filters, Alerts","LLM & Partner Guardrails","Unlimited Templates, Playground, API Endpoints, Versioning, Variables","Role-Based Access Control, Service Account API Keys","Production Support","Simple & Semantic Caching"],"components":[{"kind":"fixed","amount":49,"period":"month","currency":"USD"}],"description":"Great for teams ready to deploy LLM apps in production. Not recommended for organizations requiring custom security controls or data residency guarantees.","contactSales":false,"includedLimits":{"overage_rate":"$9 per 100k additional logs","log_retention":"30 days","recorded_logs":"100k/mo","metrics_retention":"90 days"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Custom Guardrail Hooks, Advanced Evaluation Templates","Role-Based Access Control, SSO, Granular Budget & Rate Limits","Private Cloud Deployment, Data Export to Data Lakes, VPC Hosting","Advanced Compliance (SOC2 Type 2, GDPR, HIPAA)","Custom BAAs, Data Isolation","Dedicated Onboarding & Priority Support"],"description":"Built for organizations with complex compliance needs and high-volume production workloads. Full Portkey feature set with enterprise support and multiple deployment configurations.","contactSales":true,"includedLimits":{"log_retention":"Custom","recorded_logs":"10M+/mo","metrics_retention":"Custom"}}],"summary":"Free tier for prototyping; Production at $49/month with $9 overage per 100k logs; Enterprise with custom pricing","currency":"USD","freeTier":true,"sourceUrl":"https://portkey.ai","retrievedAt":"2026-08-03T22:44:45.309Z","startingPrice":{"amount":49,"period":"month","currency":"USD"},"billingPeriods":["month"]}	-
Free tierpricing.free_tier	Yes	-
Modelpricing.model	commercial	commercial
Price levelpricing.price_level	mid	-
Starting gbppricing.starting_gbp	49	-
Transparentpricing.transparent	Yes	-
Cadence daysrelease.cadence_days	-	20
Status pagereliability.status_page	Yes	Yes
Disclosure policysecurity.disclosure_policy	-	Yes
Gdprsecurity.gdpr	Yes	Yes
Hipaasecurity.hipaa	Yes	Yes
Iso27001security.iso27001	-	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	Portkey	Weights & Biases
Core
Tool role	Model gateway / router	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.