Every category we measure
200 categories in 10 families, 5,117 vendors. Each card carries the median of that category and how much of it we could measure at all.
Market median across all categories: 22/100.
“With a score” is a statement about us: it is the share of vendors in that category where we could measure enough criteria to compute one. A low figure means we could not reach them, not that they publish less.
- Content, media and collaboration 19
- Engineering and data 28
- Finance and legal 21
- Healthcare and life sciences 14
- Industry and operations 29
- People and HR 13
- Public sector, education and nonprofit 11
- Retail, hospitality and services 21
- Sales and marketing 21
- Security and compliance 23
Content, media and collaboration
19 categories, 487 vendors-
Board and meeting management
26 vendors
Median 22/100
88% with a score
-
Cloud storage
23 vendors
Median 33/100
87% with a score
-
Contact centre
24 vendors
Median 13/100
96% with a score
-
Content management systems
28 vendors
Median 26/100
86% with a score
-
Digital asset management
27 vendors
Median 25/100
93% with a score
-
Digital signage
26 vendors
Median 26/100
100% with a score
-
Document collaboration
28 vendors
Median 30/100
93% with a score
-
Document management
29 vendors
Median 13/100
76% with a score
-
Helpdesk
27 vendors
Median 39/100
96% with a score
-
Knowledge base and wiki
28 vendors
Median 17/100
96% with a score
-
Media localization
21 vendors
Median 15/100
95% with a score
-
Music rights and royalties
26 vendors
Median 17/100
73% with a score
-
Project management
24 vendors
Median 48/100
92% with a score
-
Records management
15 vendors
Median 13/100
87% with a score
-
Translation and localization
20 vendors
Median 30/100
95% with a score
-
Video and podcast hosting
31 vendors
Median 22/100
94% with a score
-
Video conferencing
24 vendors
Median 35/100
88% with a score
-
Web accessibility
29 vendors
Median 11/100
90% with a score
-
Website builders
31 vendors
Median 30/100
97% with a score
Engineering and data
28 categories, 757 vendors-
API management
28 vendors
Median 26/100
96% with a score
-
Business intelligence
31 vendors
Median 30/100
94% with a score
-
Business process management
23 vendors
Median 15/100
96% with a score
-
Cloud hosting
30 vendors
Median 45/100
90% with a score
-
Data catalogs and governance
16 vendors
Median 15/100
100% with a score
-
Data integration
30 vendors
Median 38/100
100% with a score
-
Data labelling
31 vendors
Median 22/100
100% with a score
-
Data warehouses and databases
30 vendors
Median 30/100
90% with a score
-
Developer collaboration and CI
31 vendors
Median 24/100
97% with a score
-
Document AI and data capture
27 vendors
Median 24/100
96% with a score
-
Email hosting
27 vendors
Median 18/100
89% with a score
-
Feature flags and experimentation
26 vendors
Median 35/100
96% with a score
-
GIS and mapping
28 vendors
Median 30/100
93% with a score
-
Incident management
23 vendors
Median 30/100
100% with a score
-
IoT platforms and connectivity
32 vendors
Median 22/100
84% with a score
-
IT documentation and asset tracking
25 vendors
Median 26/100
100% with a score
-
IT service management
30 vendors
Median 30/100
93% with a score
-
LLM tooling and evaluation
28 vendors
Median 20/100
100% with a score
-
Low-code and internal tools
27 vendors
Median 26/100
100% with a score
-
MLOps and model serving
27 vendors
Median 26/100
96% with a score
-
Monitoring and observability
30 vendors
Median 40/100
93% with a score
-
Network monitoring
26 vendors
Median 20/100
85% with a score
-
Robotic process automation
21 vendors
Median 13/100
90% with a score
-
Search and vector infrastructure
28 vendors
Median 30/100
93% with a score
-
Telecom and SaaS expense management
18 vendors
Median 28/100
100% with a score
-
Test automation
29 vendors
Median 35/100
93% with a score
-
Transactional email and notifications
25 vendors
Median 28/100
96% with a score
-
Workflow automation
30 vendors
Median 39/100
93% with a score
Finance and legal
21 categories, 534 vendors-
Accounting
30 vendors
Median 22/100
90% with a score
-
Contract management
25 vendors
Median 23/100
96% with a score
-
Debt collection software
28 vendors
Median 11/100
93% with a score
-
E-signature
25 vendors
Median 39/100
88% with a score
-
eDiscovery and archiving
31 vendors
Median 24/100
100% with a score
-
Equity and cap table management
23 vendors
Median 20/100
96% with a score
-
ERP for mid-market
15 vendors
Median 9/100
100% with a score
-
Expense management
23 vendors
Median 34/100
87% with a score
-
Financial planning and close
29 vendors
Median 22/100
93% with a score
-
Fund administration and private markets
22 vendors
Median 22/100
95% with a score
-
Insurance software
29 vendors
Median 14/100
100% with a score
-
Investor relations and disclosure
28 vendors
Median 10/100
82% with a score
-
Legal practice management
23 vendors
Median 26/100
91% with a score
-
Lending and mortgage software
33 vendors
Median 15/100
85% with a score
-
Patent and trademark management
26 vendors
Median 13/100
88% with a score
-
Payment orchestration
25 vendors
Median 20/100
88% with a score
-
Payment processing
32 vendors
Median 30/100
84% with a score
-
Procurement
18 vendors
Median 22/100
94% with a score
-
Tax compliance software
21 vendors
Median 9/100
100% with a score
-
Title and closing
18 vendors
Median 15/100
89% with a score
-
Wealth management software
30 vendors
Median 17/100
87% with a score
Healthcare and life sciences
14 categories, 332 vendors-
Behavioral health
19 vendors
Median 9/100
79% with a score
-
Clinical trial software
28 vendors
Median 17/100
96% with a score
-
Dental practice software
22 vendors
Median 17/100
77% with a score
-
Emergency medical services
17 vendors
Median 9/100
94% with a score
-
Healthcare revenue cycle
30 vendors
Median 9/100
83% with a score
-
Home health and care agencies
32 vendors
Median 9/100
91% with a score
-
Laboratory information systems
26 vendors
Median 13/100
88% with a score
-
Medical imaging and radiology
31 vendors
Median 17/100
87% with a score
-
Medical practice software
29 vendors
Median 17/100
93% with a score
-
Pharmacy software
23 vendors
Median 9/100
91% with a score
-
Physical therapy practice
14 vendors
Median 15/100
100% with a score
-
Senior living
20 vendors
Median 9/100
90% with a score
-
Telehealth platforms
22 vendors
Median 17/100
86% with a score
-
Veterinary practice software
19 vendors
Median 9/100
100% with a score
Industry and operations
29 categories, 712 vendors-
Aviation maintenance software
19 vendors
Median 9/100
100% with a score
-
Construction estimating
24 vendors
Median 13/100
96% with a score
-
Construction management
27 vendors
Median 17/100
89% with a score
-
Demand planning
22 vendors
Median 9/100
100% with a score
-
Drone operations
29 vendors
Median 20/100
90% with a score
-
Energy management
30 vendors
Median 17/100
93% with a score
-
Equipment rental
22 vendors
Median 15/100
82% with a score
-
EV charging software
31 vendors
Median 13/100
90% with a score
-
Farm management
30 vendors
Median 13/100
93% with a score
-
Field service management
22 vendors
Median 22/100
95% with a score
-
Food safety and traceability
22 vendors
Median 11/100
100% with a score
-
Inventory management
20 vendors
Median 22/100
95% with a score
-
Label and artwork management
15 vendors
Median 17/100
100% with a score
-
Maintenance management (CMMS)
28 vendors
Median 13/100
93% with a score
-
Manufacturing execution
27 vendors
Median 9/100
100% with a score
-
Maritime and port operations
25 vendors
Median 17/100
92% with a score
-
Mining operations
23 vendors
Median 9/100
83% with a score
-
Oil and gas production
25 vendors
Median 9/100
92% with a score
-
Print and packaging software
23 vendors
Median 13/100
83% with a score
-
Product information management
29 vendors
Median 26/100
93% with a score
-
Property management
29 vendors
Median 17/100
90% with a score
-
Quality management
31 vendors
Median 13/100
90% with a score
-
Returns management
18 vendors
Median 13/100
100% with a score
-
Route planning and delivery
30 vendors
Median 13/100
97% with a score
-
Shipping and logistics
30 vendors
Median 22/100
100% with a score
-
Solar design and proposal
11 vendors
Median 9/100
100% with a score
-
Utility billing
23 vendors
Median 13/100
83% with a score
-
Warehouse management
31 vendors
Median 13/100
90% with a score
-
Waste management software
16 vendors
Median 9/100
100% with a score
People and HR
13 categories, 338 vendors-
Applicant tracking
26 vendors
Median 26/100
96% with a score
-
Background screening
27 vendors
Median 22/100
96% with a score
-
Business travel management
21 vendors
Median 15/100
67% with a score
-
E-learning authoring
27 vendors
Median 17/100
96% with a score
-
Employee benefits
31 vendors
Median 20/100
90% with a score
-
HR and payroll
29 vendors
Median 25/100
72% with a score
-
Learning management
29 vendors
Median 40/100
90% with a score
-
Performance management
29 vendors
Median 40/100
100% with a score
-
Recruiting assessment
28 vendors
Median 26/100
93% with a score
-
Scheduling
22 vendors
Median 30/100
91% with a score
-
Staffing agency software
19 vendors
Median 13/100
100% with a score
-
Workforce and shift management
26 vendors
Median 30/100
96% with a score
-
Workplace and visitor management
24 vendors
Median 28/100
100% with a score
Public sector, education and nonprofit
11 categories, 290 vendors-
Association management
26 vendors
Median 11/100
85% with a score
-
Childcare management
25 vendors
Median 22/100
92% with a score
-
Church and community management
30 vendors
Median 17/100
87% with a score
-
Court case management
17 vendors
Median 7/100
82% with a score
-
Higher education CRM
26 vendors
Median 13/100
96% with a score
-
Library systems
31 vendors
Median 9/100
90% with a score
-
Museum collections management
29 vendors
Median 9/100
97% with a score
-
Nonprofit fundraising
29 vendors
Median 30/100
83% with a score
-
Research administration
18 vendors
Median 17/100
94% with a score
-
School management
29 vendors
Median 17/100
86% with a score
-
Software for local government
30 vendors
Median 13/100
97% with a score
Retail, hospitality and services
21 categories, 508 vendors-
Auto repair shop management
27 vendors
Median 9/100
81% with a score
-
Automotive retail software
34 vendors
Median 9/100
79% with a score
-
Cannabis retail and compliance
26 vendors
Median 17/100
88% with a score
-
Car rental and fleet sharing
21 vendors
Median 9/100
81% with a score
-
Catering and event management
25 vendors
Median 17/100
92% with a score
-
Ecommerce platforms
28 vendors
Median 30/100
86% with a score
-
Event management
31 vendors
Median 26/100
81% with a score
-
Fitness and studio management
30 vendors
Median 22/100
90% with a score
-
Franchise management
21 vendors
Median 17/100
95% with a score
-
Funeral home software
27 vendors
Median 4/100
70% with a score
-
Golf club management
25 vendors
Median 17/100
76% with a score
-
Hotel management
26 vendors
Median 17/100
96% with a score
-
Parking management
23 vendors
Median 10/100
96% with a score
-
Restaurant point of sale
25 vendors
Median 17/100
84% with a score
-
Retail operations
29 vendors
Median 30/100
93% with a score
-
Retail point of sale
17 vendors
Median 13/100
88% with a score
-
Salon and spa booking
28 vendors
Median 17/100
86% with a score
-
Security guard workforce
12 vendors
Median 9/100
100% with a score
-
Self storage management
11 vendors
Median 13/100
82% with a score
-
Sports team management
24 vendors
Median 22/100
100% with a score
-
Venue ticketing
18 vendors
Median 9/100
67% with a score
Sales and marketing
21 categories, 570 vendors-
Affiliate and partner marketing
29 vendors
Median 22/100
93% with a score
-
Conversational AI
29 vendors
Median 26/100
93% with a score
-
Creative review and approval
29 vendors
Median 30/100
100% with a score
-
CRM
25 vendors
Median 35/100
92% with a score
-
Customer communities
25 vendors
Median 31/100
96% with a score
-
Customer reviews and testimonials
24 vendors
Median 13/100
79% with a score
-
Customer success and onboarding
29 vendors
Median 39/100
97% with a score
-
Digital adoption and enablement
26 vendors
Median 26/100
100% with a score
-
Email marketing
26 vendors
Median 35/100
81% with a score
-
Influencer marketing
28 vendors
Median 17/100
89% with a score
-
Loyalty and rewards
32 vendors
Median 26/100
94% with a score
-
Marketing attribution
31 vendors
Median 30/100
94% with a score
-
Marketing automation
26 vendors
Median 48/100
85% with a score
-
Proposals and quoting
26 vendors
Median 19/100
100% with a score
-
Sales engagement
33 vendors
Median 35/100
94% with a score
-
SEO tools
30 vendors
Median 24/100
100% with a score
-
Social listening
23 vendors
Median 13/100
96% with a score
-
Social media management
26 vendors
Median 39/100
100% with a score
-
Surveys and forms
24 vendors
Median 30/100
96% with a score
-
User research and testing
24 vendors
Median 30/100
100% with a score
-
Web analytics
25 vendors
Median 35/100
100% with a score
Security and compliance
23 categories, 589 vendors-
API security
19 vendors
Median 22/100
89% with a score
-
Backup and recovery
23 vendors
Median 22/100
91% with a score
-
Business continuity
16 vendors
Median 13/100
94% with a score
-
Compliance automation
29 vendors
Median 30/100
97% with a score
-
Container and cloud workload security
20 vendors
Median 22/100
90% with a score
-
Crypto compliance and blockchain analytics
29 vendors
Median 22/100
93% with a score
-
Email security
31 vendors
Median 26/100
90% with a score
-
Endpoint management and security
30 vendors
Median 35/100
83% with a score
-
ESG reporting
25 vendors
Median 24/100
96% with a score
-
Fraud prevention and identity
28 vendors
Median 26/100
89% with a score
-
Identity governance
18 vendors
Median 20/100
100% with a score
-
Mass notification and critical events
33 vendors
Median 13/100
94% with a score
-
Password and identity
27 vendors
Median 39/100
93% with a score
-
Password management
16 vendors
Median 22/100
81% with a score
-
Physical access control and video security
33 vendors
Median 17/100
91% with a score
-
Privacy compliance
28 vendors
Median 26/100
96% with a score
-
Privileged access management
31 vendors
Median 28/100
97% with a score
-
SIEM and security operations
26 vendors
Median 30/100
92% with a score
-
Supply chain risk
28 vendors
Median 20/100
86% with a score
-
Threat intelligence
26 vendors
Median 22/100
100% with a score
-
Trade compliance
23 vendors
Median 11/100
96% with a score
-
Vulnerability management
29 vendors
Median 30/100
86% with a score
-
Whistleblowing systems
21 vendors
Median 17/100
90% with a score