Artificial Intelligence Software
Encord
Encord is a multimodal data platform for curating, annotating, and evaluating datasets used to develop AI systems.
TechZella Directory
Software for AWS in 2026
List of AWS Software | Last updated: November 12, 2026
This page lists the 15 tools in the TechZella directory that are classified under AWS, a platform in our taxonomy. Every profile summarises what the product does, who it suits, what it costs, and where it falls short, based on documented vendor and independent sources rather than hands-on testing. Examples in this group include EmailOctopus, FileCloud, GoodData, Kentico, Magnolia CMS, Prophix, Pyramid Analytics and Qualys Cloud Platform; the list is alphabetical and does not imply a ranking. Across these tools the industries most often documented are Financial Services, Enterprise, Healthcare, Software and Technology. The most common documented use cases are Business Analytics, Website content management, Content approval workflows, Demand forecasting. Tools here are most often also filed under Artificial Intelligence Software, Content Management System, Cloud Security, Cloud Storage. To compare options, open each profile and read the Decision Snapshot, the pricing and total cost sections, and the Gotchas, then check the alternatives listed for the products you are considering. Features, pricing and availability change, so confirm current details with each vendor before you decide.
Editorial guide
About AWS software
This page lists the 15 tools in the TechZella directory that are classified under AWS, a platform in our taxonomy. Every profile summarises what the product does, who it suits, what it costs, and where it falls short, based on documented vendor and independent sources rather than hands-on testing. Examples in this group include EmailOctopus, FileCloud, GoodData, Kentico, Magnolia CMS, Prophix, Pyramid Analytics and Qualys Cloud Platform; the list is alphabetical and does not imply a ranking. Across these tools the industries most often documented are Financial Services, Enterprise, Healthcare, Software and Technology. The most common documented use cases are Business Analytics, Website content management, Content approval workflows, Demand forecasting. Tools here are most often also filed under Artificial Intelligence Software, Content Management System, Cloud Security, Cloud Storage. To compare options, open each profile and read the Decision Snapshot, the pricing and total cost sections, and the Gotchas, then check the alternatives listed for the products you are considering. Features, pricing and availability change, so confirm current details with each vendor before you decide.
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Explore AWS through related software needs
These links use TechZella's existing product-to-taxonomy relationships. They are navigation aids, not independent endorsements.
Directory
Software listed under AWS
Browse the current directory listings and open individual profiles for detailed feature, pricing and evidence information.
Quick comparison
AWS Software
| # | Software / Tool | Best For | TechZella Score | User Rating | Pricing |
|---|---|---|---|---|---|
| 1 | CVAT | CVAT is a visual and audio data annotation platform for image, video,… | 8.3/10 | — | $0 / $33 |
| 2 | Encord | Encord is a multimodal data platform for curating, annotating, and evaluating datasets… | 8.2/10 | — | See pricing |
| 3 | Anyscale | Anyscale is a managed platform built on Ray for developing, deploying, and… | 8.0/10 | — | AC 0.0135/hr (CPU Only); AC 0.5682/hr (NVIDIA T4);… |
| 4 | Kedro | Kedro is an open-source Python framework for building modular, reproducible data science… | 7.8/10 | — | $0 |
| 5 | V7 Darwin | V7 Darwin is a visual data-labeling platform for AI teams. It supports… | 7.8/10 | — | Contact vendor |
| 6 | BentoML | BentoML is an open-source Python framework for packaging AI models and serving… | 7.7/10 | — | $0 / Not publicly listed |
| 7 | Dagster | Dagster is an open-source data orchestrator that models data assets and coordinates… | 7.7/10 | — | $0 / $10 |
| 8 | Fiddler AI | Fiddler AI monitors and evaluates predictive models and AI agents, with guardrails… | 7.7/10 | — | $0 / $0.002 per trace |
| 9 | Arthur AI | Arthur provides AI observability, evaluation, governance, and agent discovery tools for teams… | 7.2/10 | — | $0 / $60 |
| 10 | Seldon Core | Seldon Core is a Kubernetes-focused framework for deploying and operating machine-learning models… | 6.7/10 | — | See pricing |
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Software for AWS in 2026
Artificial Intelligence Software
CVAT
CVAT is a visual and audio data annotation platform for image, video, 3D, and audio datasets, available as cloud, open-source self-hosted, and…
$0 / month
Artificial Intelligence Software
V7 Darwin
V7 Darwin is a visual data-labeling platform for AI teams. It supports AI-assisted annotation, review workflows, and integrations with cloud storage and…
Contact vendor
Artificial Intelligence Software
Arthur AI
Arthur provides AI observability, evaluation, governance, and agent discovery tools for teams operating AI applications.
$0 / month
Artificial Intelligence Software
Fiddler AI
Fiddler AI monitors and evaluates predictive models and AI agents, with guardrails for detecting unsafe outputs and sensitive information.
$0 / month
Artificial Intelligence Software
Anyscale
Anyscale is a managed platform built on Ray for developing, deploying, and scaling distributed Python and AI workloads across cloud and customer-managed…
AC 0.0135/hr (CPU Only); AC 0.5682/hr (NVIDIA T4); AC 0.9542/hr (NVIDIA L4); AC 1.3635/hr (NVIDIA A10G); AC 4.9591/hr (NVIDIA A100) / hour
S
Artificial Intelligence Software
Seldon Core
Seldon Core is a Kubernetes-focused framework for deploying and operating machine-learning models and inference pipelines. Core 2 includes model serving, traffic experiments,…
Developer Tools
BentoML
BentoML is an open-source Python framework for packaging AI models and serving them through APIs. It builds container images for deployment on…
$0 / No subscription
Developer Tools
Kedro
Kedro is an open-source Python framework for building modular, reproducible data science and data engineering pipelines. It provides project structure, pipeline assembly,…
$0 / perpetual
Workflow Automation
Dagster
Dagster is an open-source data orchestrator that models data assets and coordinates their development, execution, lineage, and monitoring. Dagster+ adds hosted and…
$0 / one-time