Cloud · head to head
Anyscale vs Okta

Anyscale
Cloud
Platform for scaling AI and data workloads on Ray, built by Ray's creators
- From
- Free
- Rated
- -
The short version
- Each has a real cost: Anyscale pricing for high-end H100/B200-class GPUs is not published and requires contacting sales.; Okta requires $1,500 annual minimum contract
- They diverge on capability: Anyscale covers Distributed model training, Okta covers Single sign-on (SSO).
Where they differ
Only the attributes on which Anyscale and Okta actually diverge.
Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Anyscale
- Distributed model training
- Multimodal data curation
- Batch embedding generation
- Multi-cloud orchestration
- Governance and security
- Observability
- Bring-your-own-cloud deployment
- Elastic GPU allocation
Only in Okta
- Single sign-on (SSO)
- Multi-factor authentication
- Lifecycle management
- Universal directory
- API access management
- B2B integration
- Passwordless authentication
- Adaptive MFA
What people use each for
The jobs each tool is most often brought in to do.
Anyscale
- Training large models on distributed GPU clustersnot Okta
- Running batch inference and embedding jobsnot Okta
- Preparing multimodal datasets at scalenot Okta
- Post-training LLMs with reinforcement learning frameworksnot Okta
Okta
- Employee SSOnot Anyscale
- Customer identitynot Anyscale
- B2B integrationnot Anyscale
- Zero Trust securitynot Anyscale
- Compliancenot Anyscale
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Anyscale
- Pricing for high-end H100/B200-class GPUs is not published and requires contacting sales.
- Built around Ray, so teams not already using Ray face a steeper adoption curve than single-purpose inference APIs.
- No published fixed-fee subscription tier; all listed pricing is usage-based on-demand compute.
Okta
- Requires $1,500 annual minimum contract
- Admin-only MFA can be vulnerable to push notification fatigue attacks
- Implementation requires significant services and integration fees in year one
Pricing, plan by plan
Anyscale
Free- Pay-as-you-go$undefined/mo
- CPU only from $0.0135/hr
- NVIDIA T4 $0.5682/hr
- NVIDIA L4 $0.9542/hr
- Committed contract$undefined/mo
- Volume discounts
- Use of existing GPU reservations
Okta
Free- Starter Suite$6/user/month
- SSO
- MFA
- Universal Directory
- Core Essentials Suite$14/user/month
- Adaptive MFA
- Privileged Access
- Lifecycle Management
- Essentials Suite$17/user/month
- Same as Core Essentials
- Most popular
- Professional Suite$undefined/custom
- Device Access
- Identity Security Posture
- Threat Protection
Which should you pick?
Choose Anyscale if
- You need distributed model training.
- You want to start without paying.
- You work on web, api.
- You also want multimodal data curation.
Choose Okta if
- You need single sign-on (sso).
- You want to start without paying.
- You work on Web, SaaS.
- You also want multi-factor authentication.
Questions people ask
- Is Anyscale or Okta better?
- Neither clearly leads. Anyscale starts at Free and Okta at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Anyscale or Okta?
- Anyscale starts at Free and Okta at Free.
- Does Anyscale or Okta run on more platforms?
- Anyscale runs on web, api. Okta runs on Web, SaaS.
- Can I use Anyscale for free?
- Both have a free tier, so you can try either at no cost before committing.
- What is Anyscale best used for?
- Anyscale is most often used for training large models on distributed gpu clusters, running batch inference and embedding jobs, preparing multimodal datasets at scale, post-training llms with reinforcement learning frameworks. Of those, training large models on distributed gpu clusters and running batch inference and embedding jobs are not what Okta is typically brought in for.
- What can Anyscale do that Okta cannot?
- Anyscale covers Distributed model training, Multimodal data curation, Batch embedding generation, Multi-cloud orchestration. Okta covers Single sign-on (SSO), Multi-factor authentication, Lifecycle management, Universal directory.
Answered from the vendors’ own pages
Anyscale: How much does Anyscale cost?
Anyscale bills on a pay-as-you-go basis: CPU compute starts at $0.0135/hr, NVIDIA T4 at $0.5682/hr, and NVIDIA A100 at $4.9591/hr, with committed contracts offering volume discounts for larger workloads.
SourceOkta: What is the minimum contract for Okta Workforce Identity?
Okta requires a $1,500 annual minimum contract for Workforce Identity plans. Pricing starts at $6 per user per month (Starter) and ranges to $17 per user per month (Essentials), billed annually.
SourceAnyscale: Is there a free trial or credit?
New users receive $100 in Anyscale credits to explore the platform, which can be applied toward starter templates and on-demand compute usage.
SourceOkta: Does Okta offer a free trial?
Yes, Okta provides a 30-day free trial so customers can explore all product capabilities before committing to a paid plan.
SourceAnyscale: How is usage billed?
Hosted usage is billed hourly per compute instance type and invoiced monthly by credit card; bring-your-own-cloud usage is invoiced through Anyscale or the customer's cloud marketplace account.
SourceOkta: How many pre-built integrations does Okta support?
Okta offers over 7,000 pre-built integrations with popular enterprise applications including Salesforce, Slack, Workday, Box, Confluence, and Zendesk.
SourceAnyscale: What support is included?
Hosted plans include business-hours support with up to 5 case submissions, while bring-your-own-cloud deployments get 24x7 enterprise SLAs and unlimited case submissions.
SourceOkta: What security features does Okta provide for admins?
Okta provides multi-factor authentication, adaptive MFA, single logout, and identity threat detection and response. However, only 94% of Okta customers have MFA enabled for administrators.
SourceOkta: Can Okta integrate with on-premises directories?
Yes, Okta's Universal Directory and lifecycle management support cloud and on-premises identity sources, including Active Directory and LDAP.
SourceRelated pages
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- Okta vs Vault
- Okta vs Wiz
- Okta vs Beam Cloud
- Okta vs Cerebrium
- Okta vs DeepInfra
- Okta vs Go
- Okta vs Azure Functions
- Okta vs Caddy
- Okta vs Asana
- Okta vs ClickUp
- Okta vs Linear
- Okta vs Figma
- Okta vs Kubernetes
- Okta vs Notion
- Okta vs Datadog
- Okta vs Monday.com
- Okta vs Terraform
- Okta vs Docker
- Okta vs Greenhouse
- Okta vs Google Chrome
- Okta vs Intercom
- Okta vs Mozilla Firefox
- Okta vs PostHog
- Okta vs Redis
- Okta vs Supabase
- Okta vs Amplitude

