Anyscale
Fully managed Ray platform for building and running AI workloads with pay as you go compute, autoscaling clusters, GPU utilization tools and $100 get started credit.
Pricing Pay as you go
Category data
Difficulty Beginner
Type Web App
Status Active
D
Diffbot
Structured web data platform that crawls the public web and exposes automatic extraction, knowledge graph, and search via API with free and paid plans.
Pricing Free / $299 per month
Category data
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in Anyscale
raydistributedtraininginferencegpuautoscaling
Shared
None
Only in Diffbot
extractionknowledge-graphapicrawlsearch
Key Features
Anyscale
- • Managed Ray clusters with autoscaling and placement policies
- • High GPU utilization via pooling and queue aware scheduling
- • Model serving endpoints with rolling updates and canaries
- • Ray compatible APIs so existing code ports quickly
- • Observability and cost tracking across jobs and users
- • Environment images with Python CUDA and dependency control
Diffbot
- • Automatic article and product extraction without custom rules
- • Bulk extract and crawl capabilities for large scale coverage
- • Global Knowledge Graph search and enrich endpoints
- • Entity resolution and deduplication across sources
- • REST APIs with SDKs and usage dashboards
- • Flexible credits model that scales with volume
Use Cases
Anyscale
- → Scale fine tuning and batch inference on pooled GPUs
- → Port Ray pipelines from on prem to cloud with minimal edits
- → Serve real time models with canary and rollback controls
- → Run retrieval augmented generation jobs cost efficiently
- → Consolidate ad hoc notebooks into governed projects
- → Share clusters across teams with quotas and budgets
Diffbot
- → Enrich company and contact records for sales intelligence
- → Track competitor product pages for price and spec changes
- → Build vertical search on top of structured entities
- → Assemble market maps by querying the Knowledge Graph
- → Monitor news and blogs for emerging topics at scale
- → Power research portals with fact level search
Perfect For
Anyscale
ml engineers data scientists and platform teams that want Ray without managing clusters and need efficient GPU utilization with observability and controls
Diffbot
growth teams researchers data engineers SaaS builders and marketplaces that need structured web data without maintaining crawlers
Capabilities
Anyscale
Managed Clusters Professional
Model Endpoints Intermediate
Utilization and Cost Intermediate
Enterprise Controls Intermediate
Diffbot
Auto parsers Professional
Entity search Professional
Crawl and Bulk Enterprise
Credits and SDKs Intermediate
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