Knowledge core

Software categories

A directory of every category we rank, grouped by domain. Each category ranks tools by a confidence-weighted blend of independent signals. Pick a group, or jump straight to a category.

Developer Tools

20 categories · 333 tools

Frameworks, languages, editors, CI/CD, testing, and the tools engineers use to build software.

Infrastructure & Cloud

17 categories · 232 tools

Cloud platforms, containers, deployment, messaging, and observability.

Configuration Management Tools22 APM Tools19 Service Mesh19 Container Orchestration Tools18 Message Queues17 PaaS & Hosting17 Cloud Infrastructure16 Container Registries15 Infrastructure as Code Tools15 Serverless & Edge Platforms15 Error Tracking Software14 Observability Tools14 Log Management Software11 Distributed Tracing Tools10 Secrets Management Tools10 Hosting Infrastructure0 Self-Hosted Apps0

Data & AI

15 categories · 194 tools

Databases, data platforms, analytics, business intelligence, and machine-learning tooling.

MLOps & LLMOps Tools25 Data Engineering Tools21 BI Software19 Relational Databases17 Vector Databases17 Data Warehouse Software16 Graph Databases12 Key-Value Stores12 NoSQL Databases12 Time-Series Databases12 Search Engines11 AI Tools10 Product Analytics Software9 Analytics & BI Software1 Databases0

Business Software

12 categories · 165 tools

CRM, sales, HR, finance, ERP, and operations software.

CRM Software24 Billing & Invoicing Software22 Legal Software19 Accounting Software16 ATS & Recruiting Software16 Expense & Procurement Software11 HRIS & Payroll Software11 Sales Software11 FP&A Software10 LMS & Training Software10 IT Management Software9 ERP Software6

Industry Software

8 categories · 109 tools

Vertical software built for a specific industry.

Healthcare Software18 Field Service Management Software17 Real Estate Software16 Construction Management Software14 Fintech Infrastructure13 Restaurant POS Software13 Insurance Software9 Logistics & TMS Software9

Security & Identity

7 categories · 93 tools

Application, cloud, and endpoint security, plus identity and access management.

Auth & Identity Software20 Cloud Security Software18 DevSecOps Tools16 SIEM & SOAR Software12 IAM SSO10 Password Managers9 Endpoint Security Software8

Collaboration & Productivity

7 categories · 91 tools

Team communication, docs, project management, and workflow automation.

Collaboration Software20 Communication APIs20 Customer Support14 Knowledge Base Software13 No-Code Automation Tools13 Project Management Software11 Workflow Automation Software0

Marketing & Commerce

6 categories · 71 tools

Marketing, SEO, content, social, and e-commerce platforms.

CMS Software19 SEO Tools12 Email Marketing11 E-commerce Platforms10 Social Media Management Software10 Marketing Automation Software9

Design & Media

3 categories · 23 tools

Design, prototyping, and creative tooling.

UI/UX & Prototyping Tools12 Video Editing Software7 Design & Creative Software4