Fluidstack VS Panofy
Compare Fluidstack VS Panofy, what is the difference between Fluidstack and Panofy?
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Summarize
Fluidstack summarize
Fluidstack Landing Page
Panofy summarize
Panofy Landing Page
Compare Details
Fluidstack details
| Categories | AI Developer Tools, AI Models, Large Language Models (LLMs) |
| Fluidstack Website | https://fluidstack.io?utm_source=toolify |
| Added Time | December 25 2023 |
| Fluidstack Pricing | -- |
Panofy details
| Categories | AI Developer Tools, AI Agent |
| Panofy Website | https://panofy.ai?utm_source=Toolify&utm_medium=referral&utm_campaign=product_launch |
| Added Time | April 14 2026 |
| Panofy Pricing | -- |
Comparison of usage
How to use Fluidstack?
To use Fluidstack, you can either reserve a large-scale GPU cluster for AI training and inference or launch on-demand GPU instances. The platform offers fully managed Kubernetes or Slurm environments, and you can contact their engineers for support.
How to use Panofy?
Activating an Invite Code After registering on the homepage, you will automatically be added to the invite code waitlist. Check your email for your invite code. Training Your Agent Training is the core step in Panofy. Once training is complete, your agent retains the role definition, task scope, and output requirements you have set, and applies them consistently in every subsequent conversation — no need to re-explain the background each time. 1. In the Agent Workspace, click "+ New Agent" in the top-right corner to begin the creation process. 2. Name your agent based on its intended function — for example, "TweetForge". 3. In the training input field, provide instructions or knowledge content for your agent. Define its role, task scope, output format requirements, and tone preferences. 4. Upload files to accelerate knowledge building. Suitable materials include SOPs, business guidelines, evaluation frameworks, and reference examples. 5. Click "Submit" to begin training. You will be automatically redirected to the Agent Workspace, where training progress updates in real time. 6. Once training is complete, the agent's status changes from "Training" to "Ready". You can then proceed to the next step. Assigning Tasks to Your Agent Once training is complete, your agent has internalized its setup and is ready to receive and execute task instructions. Executing a Task 1. In the Agent Workspace, click on the relevant agent to open the conversation interface. 2. Enter your task instructions in the input box and send. The agent will begin executing the task automatically. 3. Results are displayed in real time in the conversation window and simultaneously saved to the "Output" panel on the left. Creating a New Task 1. Click "New Task" in the right-hand navigation bar to create an additional task for the same agent. 2. For complex tasks, the agent will automatically generate a task plan listing each step. You can then choose to execute immediately, schedule execution, or revise the plan. 3. Once execution is confirmed, you can monitor the progress of each sub-task in real time. 4. Click "Import" in the right-hand navigation bar to bring in an existing task plan from another complex task. This allows established workflows to be saved and reused directly. Inviting Collaborators and Sharing 1. Click "Invite" in the right-hand navigation bar to generate an invite link. Anyone with the link can use your trained agent directly, with any credits consumed charged to their own account. You can configure whether to include access to external tools and whether to require a passcode. 2. Click the share icon above the conversation to generate a shareable link for the task record. You can set visibility to "Anyone with the link" or "Only me", and optionally enable playback mode so external viewers can replay the task without needing to register. You're ready to start. Create your first agent, train it, and let it become a genuine part of how you work. The more you put in, the better it gets.
Compare Pros between Fluidstack and Panofy
Core features of Fluidstack
- Access to thousands of NVIDIA GPUs (H100, A100, H200, GB200)
- Fully managed infrastructure with Slurm and Kubernetes
- Large scale GPU clusters for training and inference
- On-demand GPU instances
- 24/7 support with 15-minute response times
- 99% uptime guarantee
Core features of Panofy
- - Agent Training — Train a reusable AI agent with a single sentence. No more rewriting context every session. Your agent carries your instructions forward, reducing communication overhead and token consumption.
- - Long-Term Memory — As your agent works, it automatically learns experience and reflects on mistakes. The more you use it, the better it understands you.
- - Agent Swarm — Manage an entire team of AI agents from one platform. Each agent maintains its own dedicated knowledge base and memory, ready to handle its specialized role.
Compare Use Cases
Use cases for Fluidstack
- Training large AI models
- Running inference at scale
- Deploying and managing GPU clusters
- Accelerating machine learning product development
Use cases for Panofy
- You can train a content assistant that understands your brand voice and continuously generates on-tone copy and content ideas.
- You can upload your company's SOPs and product documentation to turn an agent into an onboarding guide for new hires or a customer-facing support bot.
- You can define a competitive analysis framework and have an agent produce structured reports to that same standard, every time.
- What these scenarios share is that the agent doesn't just answer once — it becomes a stable, long-term part of how you work.
Different Plan between Fluidstack and Panofy
Fluidstack
Sorry, there are no data
Panofy
$20 / PLUS
$200 / PRO
Fluidstack's traffic
Fluidstack is the one with 101.4K monthly visits and 00:01:06 Avg.visit duration. Fluidstack has a Page per visit of 2.58 and a bounce rate of 39.33%.
Visit Over Time
| Monthly Visits | 101.4K |
| Avg·visit Duration | 00:01:06 |
| Page per Visit | 2.58 |
| Bounce Rate | 39.33% |
Panofy's traffic
Panofy is the one with 0 monthly visits and 00:00:00 Avg.visit duration. Panofy has a Page per visit of 0.00 and a bounce rate of 0.00%.
Visit Over Time
| Monthly Visits | 0 |
| Avg·visit Duration | 00:00:00 |
| Page per Visit | 0.00 |
| Bounce Rate | 0.00% |
Geography
The top 5 countries/regions for Fluidstack are:United States 80.13%, United Kingdom 6.42%, India 2.15%, Canada 1.61%, Vietnam 1.48%
Top 5 Countries/regions
 | 80.13% |
 | 6.42% |
 | 2.15% |
 | 1.61% |
 | 1.48% |
Geography
Sorry, there are no data
Traffic Sources
The 6 main sources of traffic to Fluidstack are:vs_sourcesSearchOrganic 34.64%, vs_sourcesSocialOrganic 31.53%, Direct 25.60%, Referrals 5.40%, Mail 1.88%, vs_sourcesGenAi 0.94%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%
vs_sourcesSearchOrganic | 34.64% |
vs_sourcesSocialOrganic | 31.53% |
Direct | 25.60% |
Referrals | 5.40% |
Mail | 1.88% |
vs_sourcesGenAi | 0.94% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
vs_sourcesSocialPaid | 0.00% |
Traffic Sources
The 6 main sources of traffic to Panofy are:Mail 0, vs_sourcesGenAi 0, Direct 0, vs_sourcesAffiliate 0, Referrals 0, vs_sourcesDisplayAds 0, vs_sourcesSearchPaid 0, vs_sourcesSocialPaid 0, vs_sourcesSearchOrganic 0, vs_sourcesSocialOrganic 0
Mail | 0 |
vs_sourcesGenAi | 0 |
Direct | 0 |
vs_sourcesAffiliate | 0 |
Referrals | 0 |
vs_sourcesDisplayAds | 0 |
vs_sourcesSearchPaid | 0 |
vs_sourcesSocialPaid | 0 |
vs_sourcesSearchOrganic | 0 |
vs_sourcesSocialOrganic | 0 |
Which is better: Fluidstack or Panofy?
Fluidstack might be a bit more popular than Panofy.As you can see, Fluidstack has 101.4K monthly visits, while Panofy has 0 monthly visits. So more people choose Fluidstack. So the odds are that people will recommend Fluidstack more on social platforms.
Fluidstack has an Avg.visit duration of 00:01:06, while Panofy has an Avg.visit duration of 00:00:00. Also, Fluidstack has a page per visit of 2.58 and a Bounce Rate of 39.33%. Panofy has a page per visit of 0.00 and a Bounce Rate of 0.00%.
The main users of Fluidstack are United States, United Kingdom, India, Canada, Vietnam, with the following distribution: 80.13%, 6.42%, 2.15%, 1.61%, 1.48%.
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