Fluidstack VS Polygres
Compare Fluidstack VS Polygres, what is the difference between Fluidstack and Polygres?
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Summarize
Fluidstack summarize
Fluidstack Landing Page
Polygres summarize
Polygres turns Postgres into working memory for AI agents. Retrieve structured rows, connected relationships, semantic matches, and full-text results through one hybrid API. All without a separate vector store, graph database, or sync pipeline. Build grounded agents over the data you already have, with relational, graph, and vector context joined at the source. Use the managed cloud or self-host with our open source components. Polygres is currently free to use, just sign up!
Polygres 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 | -- |
Polygres details
| Categories | AI Developer Tools, AI Agent, AI Knowledge Graph, AI API, AI Search Engine |
| Polygres Website | https://polygres.com?utm_source=toolify |
| Added Time | August 26 2026 |
| Polygres 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 Polygres?
Create a Polygres managed instance or install the open-source components on an existing PostgreSQL database. Connect your schema and use the SDK or retrieval API to submit a natural-language query with options such as graph traversal depth, filters, and token limits. Polygres combines relational, graph, vector, and text results into one ranked, token-ready context block that can be passed directly to an AI agent.
Compare Pros between Fluidstack and Polygres
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 Polygres
- Unified relational, graph, vector, and full-text retrieval
- Native graph traversal over existing PostgreSQL foreign keys
- Fused hybrid search with dense HNSW, sparse, filtered, and semantic retrieval
- Token-ready context assembly for grounded AI agents
- Shortest-path, neighborhood, relationship, and multi-hop graph queries
- Managed cloud hosting and open-source self-hosting
- PostgreSQL-native data retrieval without a separate vector store or sync pipeline
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 Polygres
- Build grounded AI agents that retrieve customer records, orders, tickets, and related history
- Investigate failed transactions by combining semantic search with order, payment, and dispute relationships
- Create user-memory systems that retrieve relevant past interactions and connected data
- Query Wikipedia-scale datasets using hybrid indexes and graph relationships
- Provide support agents with ranked, database-backed context
- Develop recommendation and discovery systems using existing PostgreSQL data
Different Plan between Fluidstack and Polygres
Fluidstack
Sorry, there are no data
Polygres
$0 / forever
Open-source pgGraph and pgVector, runnable on any PostgreSQL instance, with community support.
$16 / month
Managed cloud database hosting with email and community Discord support. Currently free for now.
$256 / month minimum usage
Automated vertical and horizontal scaling, email and community Discord support, private Discord or Slack channel, and support hours from 8:00 AM to 5:00 PM.
$4,096 / month minimum usage
Coming soon. Includes dedicated database infrastructure, custom compliance, high availability, 24/7 support, and dedicated support and uptime SLAs.
Fluidstack's traffic
Fluidstack is the one with 152.6K monthly visits and 00:01:38 Avg.visit duration. Fluidstack has a Page per visit of 2.99 and a bounce rate of 42.36%.
Visit Over Time
| Monthly Visits | 152.6K |
| Avg·visit Duration | 00:01:38 |
| Page per Visit | 2.99 |
| Bounce Rate | 42.36% |
Polygres's traffic
Polygres is the one with 11.6K monthly visits and 00:00:12 Avg.visit duration. Polygres has a Page per visit of 1.40 and a bounce rate of 92.09%.
Visit Over Time
| Monthly Visits | 11.6K |
| Avg·visit Duration | 00:00:12 |
| Page per Visit | 1.40 |
| Bounce Rate | 92.09% |
Geography
The top 5 countries/regions for Fluidstack are:United States 85.18%, United Kingdom 7.17%, India 2.20%, Canada 1.57%, France 1.29%
Top 5 Countries/regions
 | 85.18% |
 | 7.17% |
 | 2.20% |
 | 1.57% |
 | 1.29% |
Geography
The top 1 countries/regions for Polygres are:United States 100.00%
Top 1 Countries/regions
| 100.00% |
Traffic Sources
The 6 main sources of traffic to Fluidstack are:vs_sourcesSearchOrganic 45.26%, Direct 31.77%, vs_sourcesSocialOrganic 17.38%, Referrals 2.90%, vs_sourcesSocialPaid 1.40%, Mail 1.27%, vs_sourcesGenAi 0.02%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%
vs_sourcesSearchOrganic | 45.26% |
Direct | 31.77% |
vs_sourcesSocialOrganic | 17.38% |
Referrals | 2.90% |
vs_sourcesSocialPaid | 1.40% |
Mail | 1.27% |
vs_sourcesGenAi | 0.02% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
Traffic Sources
The 6 main sources of traffic to Polygres are:Direct 57.14%, vs_sourcesSocialOrganic 21.37%, vs_sourcesSearchOrganic 13.47%, Referrals 5.27%, Mail 2.75%, vs_sourcesGenAi 0.00%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%
Direct | 57.14% |
vs_sourcesSocialOrganic | 21.37% |
vs_sourcesSearchOrganic | 13.47% |
Referrals | 5.27% |
Mail | 2.75% |
vs_sourcesGenAi | 0.00% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
vs_sourcesSocialPaid | 0.00% |
Which is better: Fluidstack or Polygres?
Fluidstack might be a bit more popular than Polygres.As you can see, Fluidstack has 152.6K monthly visits, while Polygres has 11.6K 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 00:01:38, while Polygres has an Avg.visit duration of 00:00:12. Also, Fluidstack has a page per visit of 2.99 and a Bounce Rate of 42.36%. Polygres has a page per visit of 1.40 and a Bounce Rate of 92.09%.
The main users of Fluidstack are United States, United Kingdom, India, Canada, France, with the following distribution: 85.18%, 7.17%, 2.20%, 1.57%, 1.29%.
The main users of Polygres are United States, with the following distribution: 100.00%.
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