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AI · head to head

CoreWeave vs Panopto

CoreWeave logo

CoreWeave

AI

Specialized cloud for GPU compute

From
$0.35/per-hour
Rated
-
Full reviewWebsite
Panopto logo

Panopto

Webinars

Video management and live streaming platform for enterprises

From
On request
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: CoreWeave gPU nodes are sold as full 8 GPU instances rather than single cards, so the entry cost for an H100 node is $49.24 an hour on demand; Panopto no price list is published, and the vendor states there are no tiers at all
  • They diverge on capability: CoreWeave covers NVIDIA H100/A100, Panopto covers Video management.
  • Prices and features above were last checked on 30 August 2026.

Where they differ

Only the attributes on which CoreWeave and Panopto actually diverge.

Attributes where CoreWeave and Panopto differ
AttributeCoreWeavePanopto
Starting price$0.35/per-hourOn request
Pricing modelusage-basedsubscription
PlatformsCloudWindows, Mac, IOS, Android, Web
CategoryAIWebinars
Founded20172007

Identical on both: free tier (No), 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 CoreWeave

  • NVIDIA H100/A100
  • Kubernetes native
  • High bandwidth
  • Object storage
  • Kubernetes
  • Terraform
  • Cloud APIs
  • Cloud support

Only in Panopto

  • Video management
  • Live streaming
  • Recording
  • Search
  • Analytics
  • Microsoft 365
  • Canvas
  • Blackboard

What people use each for

The jobs each tool is most often brought in to do.

CoreWeave

  • Renting GPU compute for model training and inferencenot Panopto
  • Running large scale AI workloads without buying hardwarenot Panopto

Panopto

  • Recording, hosting and searching lecture and training videonot CoreWeave
  • Integrating video libraries with learning management systemsnot CoreWeave

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

CoreWeave

  • GPU nodes are sold as full 8 GPU instances rather than single cards, so the entry cost for an H100 node is $49.24 an hour on demand
  • Spot pricing is roughly 40% of on demand, at $19.71 an hour for the same H100 node, so predictable capacity carries a large premium
  • The newest hardware carries no published price and requires contacting sales
  • Discounts of up to 60% require committed usage agreements negotiated with sales
  • Only the GH200 is offered as a single GPU instance

Panopto

  • No price list is published, and the vendor states there are no tiers at all
  • Cost depends on user count, integrations, add ons and deployment model, so several negotiated variables set the figure
  • Four capabilities are separately priced add ons on top of any quote
  • Every route to a figure is a demo or a conversation with sales

Pricing, plan by plan

CoreWeave

$0.35/per-hour
  • Standard$0.35/per-hour
    • Various GPU types
    • Kubernetes
  • EnterpriseFree
    • Dedicated clusters
    • Custom solutions

Panopto

On request
  • Professional$500/month
    • Video storage
    • Basic features
  • Business$1000/month
    • Live streaming
    • Analytics
  • Enterprise$2500/month
    • Custom solutions
    • Dedicated support

Which should you pick?

Choose CoreWeave if

  • You need nvidia h100/a100.
  • You work on Cloud.
  • You also want kubernetes native.
CoreWeave review

Choose Panopto if

  • You need video management.
  • You work on Windows, Mac, IOS, Android, Web.
  • You also want live streaming.
Panopto review

Questions people ask

Is CoreWeave or Panopto better?
Neither clearly leads. CoreWeave starts at $0.35/per-hour and Panopto at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, CoreWeave or Panopto?
CoreWeave starts at $0.35/per-hour and Panopto at On request.
Does CoreWeave or Panopto run on more platforms?
CoreWeave runs on Cloud. Panopto runs on Windows, Mac, IOS, Android, Web.
What is CoreWeave best used for?
CoreWeave is most often used for renting gpu compute for model training and inference, running large scale ai workloads without buying hardware. Of those, renting gpu compute for model training and inference and running large scale ai workloads without buying hardware are not what Panopto is typically brought in for.
What can CoreWeave do that Panopto cannot?
CoreWeave covers NVIDIA H100/A100, Kubernetes native, High bandwidth, Object storage. Panopto covers Video management, Live streaming, Recording, Search.

Answered from the vendors’ own pages

CoreWeave: How much does CoreWeave cost?

CoreWeave does not publish pricing on its website. The company uses a quote-based pricing model and directs customers to contact their sales team directly to discuss pricing options and customized solutions.

Source
Panopto: How much does Panopto cost?

Panopto does not publish pricing rates. Instead, each organization receives a custom quote based on unique factors including the number of users, storage needs, integrations required, and deployment model.

Source
CoreWeave: How can I get a quote from CoreWeave?

To obtain CoreWeave pricing, you must contact their sales team directly through the Contact Us option on their website. They will provide a customized quote based on your specific compute and infrastructure requirements.

Source
Panopto: What is included in Panopto's base enterprise plan?

The base enterprise plan includes enterprise-scale storage, AI capabilities like search and auto-captions, content creation tools, security and compliance features, LMS integrations, and dedicated implementation support.

Source
Panopto: Does Panopto offer a free trial?

Panopto offers free product demonstrations for prospective customers, with pricing discussions typically conducted through direct contact with their sales team.

Source
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