Software · head to head
Anyscale vs Akamai

Anyscale
Software
Platform for scaling AI and data workloads on Ray, built by Ray's creators
- From
- Free
- Rated
- -
The short version
- Only Anyscale has a free tier, so it costs nothing to try first.
- Each has a real cost: Anyscale pricing for high-end H100/B200-class GPUs is not published and requires contacting sales.; Akamai only the cloud computing services carry published rates; security and content delivery products require contacting sales for a price
- They diverge on capability: Anyscale covers Distributed model training, Akamai covers CDN.
Where they differ
Only the attributes on which Anyscale and Akamai actually diverge.
Identical on both: platforms (web, api), user rating (Not yet rated), category (Unknown).
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 Akamai
- CDN
- DDoS Protection
- Web Application Firewall
- Bot Management
- Image Optimization
- Video Platform
- API Gateway
- Analytics
What people use each for
The jobs each tool is most often brought in to do.
Anyscale
- Training large models on distributed GPU clustersnot Akamai
- Running batch inference and embedding jobsnot Akamai
- Preparing multimodal datasets at scalenot Akamai
- Post-training LLMs with reinforcement learning frameworksnot Akamai
Akamai
- Content delivery and web performance through Ion and adaptive media deliverynot Anyscale
- DDoS protection, bot management and API securitynot Anyscale
- Running compute, Kubernetes and managed databases on Akamai's cloudnot Anyscale
- Edge compute with EdgeWorkersnot Anyscale
- Zero trust access for enterprise applicationsnot 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.
Akamai
- Only the cloud computing services carry published rates; security and content delivery products require contacting sales for a price
- Cloud pricing varies by region across North America, Europe and Asia Pacific rather than being a single rate
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
Akamai
$1000/month- CDN$1000/month
- Content delivery
- Global edge network
- Real-time analytics
- Security Suite$2000/month
- DDoS protection
- WAF
- Bot management
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.
Questions people ask
- Is Anyscale or Akamai better?
- Neither clearly leads. Anyscale starts at Free and Akamai at $1000/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Anyscale or Akamai?
- Anyscale has a free tier; the other does not. Paid plans start at Free for Anyscale and $1000/month for Akamai.
- Does Anyscale or Akamai run on more platforms?
- Anyscale runs on web, api. Akamai runs on Web, Api.
- Can I use Anyscale for free?
- Yes. Anyscale has a free tier, so you can try it without paying. Akamai starts at $1000/month.
- 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 Akamai is typically brought in for.
- What can Anyscale do that Akamai cannot?
- Anyscale covers Distributed model training, Multimodal data curation, Batch embedding generation, Multi-cloud orchestration. Akamai covers CDN, DDoS Protection, Web Application Firewall, Bot Management.
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.
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.
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.
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.
SourceRelated pages
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