Scoring Matrix

Every score for every platform on one page — 41 platforms · 10 categories · 187 criteria

Key70–100Strong40–69Adequate0–39Weak

Criterion	◆Acquia	◆Adobe Experience Manager	●Agility CMS	◆Bloomreach	■Concrete CMS	●Contentful	●Contentstack	●Cosmic	■Craft CMS	●DatoCMS	●Directus	■Drupal	■Drupal CMS	■Ghost	◆HCL Digital Experience	■HubSpot Content Hub	●Hygraph	◆Jahia	■Joomla	◆Kentico Xperience 13	●Kontent.ai	◆Liferay	◆Magnolia	◆Optimizely PaaS DXP	◆Optimizely SaaS CMS	●Payload CMS	●Prismic	◆Salesforce Experience Cloud	●Sanity	◆Sitecore XP	◆SitecoreAI	■Sitefinity	■Squiz DXP	●Storyblok	●Strapi	■Umbraco	◆Uniform	■Webflow	■WordPress	■WordPress VIP	◆Xperience by Kentico

Composite Scores
Capability	68	⭐77	55	64	44	72	72	55	57	58	58	63	63	43	42	58	61	62	☠️36	46	63	59	61	72	69	55	51	55	71	57	75	60	59	64	51	56	64	62	57	61	61
Cost Efficiency	42	25	62	46	66	64	68	68	70	71	64	73	68	75	29	66	67	48	69	42	66	45	48	40	45	⭐79	70	34	75	☠️24	40	41	42	72	73	71	55	63	76	58	53
Build Simplicity	48	☠️25	67	54	48	64	71	68	68	71	69	54	58	67	31	62	68	55	54	39	68	44	55	55	58	65	⭐72	45	72	33	63	53	43	70	70	67	65	66	63	62	58
Operational Ease	50	42	69	53	48	62	68	62	59	66	46	50	53	64	37	64	63	51	49	40	⭐70	43	48	51	66	47	66	57	65	☠️33	54	44	65	62	50	61	66	64	54	61	59
Platform Velocity	64	74	56	62	53	73	67	52	66	65	68	73	74	65	42	79	66	51	41	☠️39	62	56	56	68	63	74	62	72	78	45	68	59	54	69	73	68	59	75	79	⭐80	72
Use-Case Fit
Marketing	63	⭐79	46	62	46	52	62	40	42	45	36	56	56	49	36	73	41	64	☠️31	55	43	58	60	70	64	38	45	44	51	65	76	65	62	55	37	52	61	63	54	60	57
Commerce	49	66	33	⭐68	32	34	44	34	45	37	32	51	48	22	☠️20	33	36	36	22	44	30	53	40	65	49	31	31	42	40	43	54	45	33	37	31	39	43	35	50	50	42
Intranet	46	44	24	24	39	30	34	28	25	24	29	57	44	24	49	26	28	48	30	33	29	⭐65	40	43	37	29	21	56	34	45	44	41	54	28	32	38	☠️18	18	34	35	28
Multi-Brand	62	⭐77	40	51	47	41	51	38	40	33	34	55	50	23	50	37	39	60	☠️23	43	34	59	54	56	52	34	39	46	47	60	66	55	56	48	24	45	55	43	46	51	45
1. Core Content Management
1. Core Content Management	75	82	68	65	58	77	78	62	69	77	71	73	71	51	49	55	75	65	☠️45	56	72	65	68	78	72	73	63	51	⭐82	61	75	64	66	75	64	66	71	64	61	66	68
Content Modeling
1.1.1Content type flexibility	⭐90	87	68	70	58	78	80	65	80	77	78	88	85	☠️30	52	48	82	66	45	62	72	73	70	90	75	88	70	50	88	74	72	65	64	78	73	78	64	64	65	65	69
1.1.2Content relationships	82	78	60	58	60	68	66	60	75	70	80	82	80	☠️32	48	40	82	62	32	52	62	63	60	82	72	⭐86	58	55	82	65	72	65	64	61	64	65	58	57	55	55	65
1.1.3Structured content support	85	87	68	72	60	73	77	64	82	82	72	80	78	55	50	50	76	68	☠️37	63	78	64	72	88	77	⭐90	70	40	90	73	81	63	68	82	73	73	80	55	62	64	68
1.1.4Content validation	76	68	58	65	62	76	64	60	73	75	72	78	76	35	45	45	73	63	38	63	60	60	65	82	70	⭐85	☠️22	60	85	58	68	60	62	60	68	71	63	52	50	50	64
1.1.5Content versioning	79	83	70	71	70	82	86	66	70	74	72	80	75	53	55	65	73	70	67	73	72	70	72	⭐89	73	82	68	☠️43	82	80	88	68	72	78	58	77	70	67	72	72	72
Authoring Experience
1.2.1Visual/WYSIWYG editing	80	89	70	77	82	66	78	☠️50	58	77	67	78	76	63	62	78	60	74	55	68	70	72	82	88	84	58	70	65	72	60	82	73	80	⭐92	58	65	88	88	77	76	68
1.2.2Rich text capabilities	76	78	58	55	58	75	76	63	72	84	58	75	73	69	54	62	70	68	52	57	67	60	70	70	66	83	65	☠️42	⭐85	60	71	60	60	75	66	70	64	55	72	72	66
1.2.3Media management	80	⭐92	72	62	52	78	87	70	76	85	78	72	73	58	60	65	74	65	56	☠️46	76	71	82	78	73	73	80	52	85	62	78	68	72	79	74	73	77	62	56	62	67
1.2.4Real-time collaboration	42	62	62	50	40	62	62	52	48	65	75	50	42	40	30	38	52	48	22	30	70	35	45	55	52	52	76	30	⭐88	32	48	45	56	52	36	☠️20	48	80	52	78	59
1.2.5Content workflows	72	86	66	72	68	78	⭐87	57	52	74	64	75	68	45	62	58	76	70	62	73	80	75	72	80	75	48	☠️42	62	74	78	84	70	72	78	56	62	74	68	52	58	76
Content Delivery
1.3.1API delivery model	78	82	76	66	58	⭐89	82	68	78	80	83	78	78	62	☠️50	57	86	74	55	55	76	72	70	80	77	85	78	60	83	54	81	70	64	78	78	73	70	60	72	74	77
1.3.2CDN and edge delivery	72	⭐88	76	62	38	82	81	76	63	82	45	45	46	42	30	70	77	64	☠️25	35	78	55	55	69	70	35	72	57	75	40	80	52	72	78	44	50	84	72	46	82	73
1.3.3Webhooks and event system	62	79	72	65	40	⭐85	80	56	65	76	62	50	54	68	35	53	82	48	☠️30	52	73	62	62	52	68	72	48	45	80	54	62	60	60	70	62	63	72	65	55	62	62
1.3.4Multi-channel output	68	82	72	63	48	⭐88	82	64	68	79	75	70	71	64	42	☠️40	82	59	40	48	78	63	60	75	65	80	58	50	80	48	79	63	58	82	73	66	78	52	55	55	65
2. Platform Capabilities
2. Platform Capabilities	67	⭐78	48	66	41	60	64	40	50	51	44	54	57	38	42	57	49	58	☠️31	54	49	55	56	67	64	38	42	52	53	60	70	58	62	51	38	46	56	58	51	56	60
Personalization & Experimentation
2.1.1Audience segmentation	72	85	25	82	35	74	73	20	20	25	22	28	38	44	58	75	25	72	15	65	25	58	70	72	64	☠️10	25	65	25	⭐88	80	68	74	20	10	25	72	65	25	30	75
2.1.2Content personalization	65	⭐88	32	78	38	72	72	30	30	30	28	28	38	42	60	68	52	68	18	60	30	57	68	66	60	☠️10	35	60	50	82	75	68	71	50	10	25	80	68	25	28	70
2.1.3A/B and multivariate testing	62	78	28	77	20	68	72	20	35	25	15	22	35	15	30	75	30	65	8	65	20	52	50	⭐85	80	28	20	20	35	72	58	68	70	55	☠️5	18	72	72	40	45	35
2.1.4Recommendation engine	55	75	12	⭐88	15	18	48	15	15	15	12	15	20	12	15	20	10	38	10	42	20	40	40	45	65	☠️5	12	35	5	28	42	62	45	5	5	10	22	25	35	50	20
Search & Discovery
2.2.1Built-in search	68	72	32	⭐86	45	48	52	40	45	50	28	55	50	25	58	45	48	70	48	52	40	75	55	82	71	48	☠️22	52	62	60	75	55	80	25	35	62	22	32	50	70	42
2.2.2Search extensibility	75	78	66	72	40	70	65	62	68	70	72	80	⭐82	65	53	☠️35	72	62	35	60	68	68	65	68	58	55	65	60	68	62	71	72	70	65	65	70	72	55	68	72	72
Commerce Integration
2.3.1Native commerce	62	40	12	55	52	☠️10	20	12	74	15	12	75	72	24	10	47	10	12	15	72	10	73	35	⭐78	65	18	12	60	15	15	35	50	15	10	10	47	12	62	75	75	59
2.3.2Commerce platform integration	60	72	54	⭐76	45	62	62	42	63	60	32	55	58	38	25	45	62	30	☠️20	38	50	42	60	72	65	30	52	50	62	45	65	62	50	50	50	55	72	48	48	50	65
2.3.3Product content management	60	68	52	67	42	55	51	50	68	62	60	70	67	24	☠️15	35	52	44	28	65	50	70	45	⭐76	64	50	45	55	58	40	52	55	35	48	45	48	58	60	60	60	65
Analytics & Intelligence
2.4.1Built-in analytics	52	64	38	74	48	60	57	62	28	25	38	20	32	67	35	⭐78	30	65	18	65	50	57	48	62	62	☠️15	28	60	42	78	64	58	66	30	20	17	52	68	40	55	55
2.4.2Analytics integration	65	⭐92	63	71	55	74	64	50	60	50	52	60	67	56	40	68	66	65	40	52	40	50	63	66	65	☠️30	50	50	55	55	75	62	60	50	35	55	65	65	72	75	62
Multi-Site & Localization
2.5.1Multi-site management	82	⭐95	64	68	65	68	68	45	78	35	42	72	63	☠️20	65	55	62	72	30	72	62	75	80	75	70	58	70	55	68	75	87	70	78	72	40	73	68	62	68	78	70
2.5.2Localization framework	80	88	64	62	62	85	83	52	74	85	75	⭐90	87	☠️22	58	50	75	78	70	60	82	67	75	88	65	78	62	52	62	90	84	73	68	78	65	78	68	70	55	55	70
2.5.3Translation integration	72	⭐85	55	48	☠️35	80	75	42	56	57	58	78	70	35	38	47	70	68	35	62	65	47	68	72	65	42	52	40	62	72	78	60	63	72	45	50	65	65	55	55	58
2.5.4Multi-brand governance	75	⭐92	48	65	30	63	69	45	50	35	42	55	52	☠️18	55	40	56	64	20	48	52	65	68	60	58	38	55	55	55	55	82	58	68	64	25	57	55	55	55	65	62
Digital Asset Management
2.6.1Native DAM capabilities	82	⭐89	50	37	52	50	78	45	48	55	45	42	54	☠️32	64	38	56	55	35	48	52	58	60	58	66	57	45	35	67	48	76	50	60	56	54	38	50	38	33	35	62
2.6.2Asset delivery & CDN optimization	76	82	68	43	35	75	76	72	66	⭐85	52	52	45	55	45	50	65	60	☠️22	42	68	42	46	70	72	42	68	45	75	38	70	45	60	72	39	45	68	52	44	68	70
2.6.3Video & rich media management	75	⭐87	30	35	22	22	31	25	22	80	26	25	32	32	38	62	28	20	22	22	25	22	25	20	28	22	22	20	58	25	60	35	40	20	25	☠️18	22	28	25	25	30
Authoring & Editorial Experience
2.7.1Visual page builder & layout editing	75	82	64	72	72	70	72	38	46	73	44	63	74	40	48	68	44	67	☠️28	63	58	68	77	84	85	52	62	65	62	68	88	72	74	80	40	42	80	⭐92	72	65	72
2.7.2Editorial workflow & approvals	62	⭐82	58	58	60	68	73	45	45	64	60	70	68	☠️38	70	45	64	68	57	70	72	73	65	72	62	40	38	52	58	80	74	50	70	72	62	57	65	65	52	58	68
2.7.3Publishing calendar & scheduling	55	72	60	58	55	⭐78	74	55	52	55	☠️38	55	63	38	55	55	53	68	42	50	70	55	45	68	52	45	48	63	60	48	76	45	63	62	50	52	58	54	55	58	58
2.7.4Real-time collaboration	38	64	55	35	25	48	69	45	24	50	72	33	32	36	25	42	55	45	☠️20	28	68	32	40	45	48	38	65	22	78	28	60	25	50	58	25	22	45	⭐82	53	70	40
Marketing & Engagement
2.8.1Forms & data capture	72	⭐82	32	62	50	22	26	20	64	25	20	82	77	28	65	75	18	70	40	62	20	55	60	74	77	45	22	48	☠️15	68	78	68	76	15	20	60	20	50	65	65	69
2.8.2Email marketing & ESP integration	70	70	38	⭐89	30	28	40	28	45	28	28	62	58	68	☠️20	85	30	52	32	62	20	28	48	65	60	22	22	62	20	60	52	72	61	30	20	37	30	60	60	58	65
2.8.3Marketing automation	72	65	22	⭐86	20	18	43	18	28	20	20	35	42	38	20	85	18	50	22	65	18	26	48	35	55	☠️12	15	60	20	68	45	58	47	38	20	48	22	38	40	28	66
2.8.4CDP & customer data integration	72	78	35	⭐90	18	62	72	18	18	25	24	25	35	32	22	65	32	72	15	55	15	55	62	62	74	☠️12	18	68	20	67	74	72	75	25	15	20	60	45	28	35	71
Integration & Extensibility
2.9.1App marketplace & ecosystem	75	78	47	58	40	76	73	40	72	65	58	72	86	50	☠️32	85	48	58	58	45	42	52	72	68	64	45	32	78	72	62	73	60	62	65	72	62	70	62	85	⭐88	55
2.9.2Webhooks & event streaming	58	⭐80	67	50	25	72	79	45	58	75	67	38	62	64	☠️18	65	72	42	22	38	75	42	38	52	66	40	55	52	70	45	72	42	60	62	62	55	68	65	48	50	42
2.9.3Headless preview & staging environments	52	72	62	63	28	⭐79	77	52	66	74	68	60	61	42	30	48	67	48	☠️20	35	78	35	30	66	60	58	60	30	70	58	78	38	52	68	55	55	72	65	45	62	68
2.9.4Role-based permissions & governance	60	82	68	68	55	75	⭐83	48	60	75	72	75	78	☠️42	60	60	67	68	54	62	72	78	62	78	62	62	54	72	68	80	76	66	66	79	62	58	64	68	48	58	65
3. Technical Architecture
3. Technical Architecture	68	73	65	61	55	78	73	58	64	69	69	69	70	56	50	61	73	67	☠️42	47	70	65	63	74	65	69	60	62	⭐79	59	78	65	65	72	66	65	68	63	64	72	62
API & Integration
3.1.1API design quality	72	70	68	65	50	⭐91	78	68	72	78	80	78	78	62	45	58	86	67	52	☠️42	80	65	66	74	69	82	75	55	88	55	82	62	64	78	75	75	72	62	72	72	64
3.1.2API performance	62	72	70	63	44	83	76	70	68	75	65	58	60	58	38	55	80	68	☠️37	38	77	55	59	72	70	73	72	45	⭐84	50	77	60	60	74	59	57	68	60	55	75	58
3.1.3SDK ecosystem	50	62	62	57	32	84	⭐85	52	40	66	52	40	46	52	25	55	63	40	☠️18	42	80	48	42	74	59	57	58	55	76	55	85	58	50	74	50	45	58	58	52	55	45
3.1.4Integration marketplace	72	82	57	52	62	80	73	53	77	70	57	82	82	63	☠️30	⭐84	63	60	48	34	45	62	57	63	60	50	40	80	67	65	73	62	74	64	60	62	75	62	80	72	53
3.1.5Extensibility model	85	82	67	57	68	87	76	64	82	71	82	90	90	☠️38	55	58	72	73	60	62	70	74	72	82	65	⭐92	38	72	92	68	83	68	67	76	87	78	73	71	89	88	75
Security & Compliance
3.2.1Authentication	72	⭐85	70	62	63	84	75	62	64	68	68	75	75	61	78	65	76	72	☠️48	62	72	80	75	79	72	65	60	80	70	75	83	67	66	75	68	70	76	65	68	78	60
3.2.2Authorization model	70	82	71	52	68	72	82	56	65	81	84	⭐85	85	☠️46	80	55	78	75	66	62	68	85	72	74	68	79	52	85	80	78	82	65	60	73	65	65	65	55	58	60	65
3.2.3Compliance certifications	83	⭐93	71	80	70	82	80	40	45	64	68	55	55	50	72	67	80	72	☠️20	45	92	76	78	80	80	30	48	88	73	68	81	80	68	74	58	61	73	77	48	85	77
3.2.4Security track record	61	60	57	70	54	⭐73	66	55	38	62	50	70	64	52	62	67	68	64	☠️30	30	70	63	70	63	52	64	52	52	68	50	67	46	65	72	55	71	68	70	50	62	38
Infrastructure & Reliability
3.3.1Hosting model	74	65	57	71	73	55	60	53	75	52	74	80	80	74	65	53	55	75	65	60	55	78	72	71	55	73	52	☠️40	56	67	62	73	68	58	⭐82	75	54	55	80	60	70
3.3.2SLA and uptime	70	⭐85	76	66	36	85	66	60	47	68	62	50	50	58	50	72	75	70	☠️30	30	80	60	64	68	72	38	64	58	68	60	77	79	72	72	52	55	65	70	50	82	70
3.3.3Scalability architecture	70	80	64	65	50	81	77	57	66	70	68	80	80	55	50	70	76	72	☠️40	57	75	65	58	72	67	70	65	65	83	52	79	65	68	75	50	65	68	65	70	⭐85	62
3.3.4Disaster recovery	75	75	62	56	43	70	62	55	52	60	58	72	72	48	45	55	72	60	45	☠️38	68	62	60	74	61	58	55	55	⭐80	42	73	64	63	66	64	68	57	55	62	75	68
Developer Experience
3.4.1Local development	62	58	58	47	70	55	57	57	80	55	72	78	80	71	☠️40	55	62	71	48	52	45	56	62	77	55	⭐88	70	57	85	50	76	65	67	70	78	68	63	48	75	75	67
3.4.2CI/CD integration	65	75	58	51	52	79	70	55	76	75	67	78	78	50	45	55	81	70	☠️30	50	60	55	58	75	62	64	60	52	⭐82	52	77	68	64	71	57	70	68	66	55	72	64
3.4.3Documentation quality	62	72	67	67	62	82	78	65	81	80	78	65	69	68	☠️48	72	78	67	52	62	80	66	64	75	64	80	72	60	⭐87	52	78	65	70	76	74	68	74	75	72	78	69
3.4.4TypeScript support	48	45	62	61	28	73	70	62	42	80	70	33	44	44	28	38	80	60	☠️10	20	75	42	37	73	67	⭐92	82	52	90	55	82	58	58	72	70	55	74	55	35	35	30
4. Platform Velocity & Health
4. Platform Velocity & Health	64	74	56	62	53	73	67	52	66	65	68	73	74	65	42	79	66	51	41	☠️39	62	56	56	68	63	74	62	72	78	45	68	59	54	69	73	68	59	75	79	⭐80	72
Release Cadence
4.1.1Release frequency	70	80	74	64	68	83	80	79	74	77	83	80	78	80	64	80	79	58	64	☠️28	77	66	70	76	76	78	75	75	85	45	81	62	70	80	84	77	82	82	84	82	⭐86
4.1.2Changelog quality	62	65	63	67	60	72	75	65	72	70	75	72	76	74	50	75	72	63	50	55	72	58	67	75	72	70	67	65	⭐86	☠️48	75	65	68	72	75	70	68	72	72	75	82
4.1.3Roadmap transparency	62	72	66	68	60	55	63	53	72	65	75	⭐80	80	50	☠️38	62	62	50	54	38	70	58	62	75	64	72	58	62	68	45	62	52	60	70	74	73	40	70	72	72	78
4.1.4Breaking change handling	65	64	60	64	55	76	70	55	75	70	65	63	77	63	60	78	75	58	56	38	72	57	63	71	57	60	65	55	71	☠️35	58	58	64	69	60	65	62	68	⭐85	85	78
Ecosystem & Community
4.2.1Community size	70	82	40	38	42	70	57	42	58	58	73	85	82	79	☠️25	82	55	36	40	38	47	50	40	64	53	86	57	85	82	54	66	50	40	66	87	65	46	80	⭐95	95	60
4.2.2Community engagement	65	68	52	42	57	67	56	48	70	65	67	83	78	61	☠️28	74	60	40	41	35	52	52	45	66	58	73	54	70	80	52	62	50	40	64	75	68	44	70	84	⭐86	67
4.2.3Partner ecosystem	75	⭐92	57	67	48	77	72	50	60	62	64	82	79	42	47	85	62	62	☠️32	46	57	54	65	77	73	55	63	90	70	65	85	68	56	65	60	65	72	78	82	85	70
4.2.4Third-party content	55	78	40	38	45	72	52	42	66	60	67	70	83	63	☠️18	82	58	40	28	38	46	40	40	63	53	72	60	80	78	48	67	50	38	61	75	60	48	82	⭐95	95	58
Market Signals
4.3.1Talent availability	57	68	40	45	38	75	52	38	62	55	62	61	70	53	☠️22	78	55	42	33	41	40	43	40	57	54	61	55	80	68	47	65	55	44	52	75	57	46	73	⭐95	95	60
4.3.2Customer momentum	60	75	56	71	50	74	74	48	64	65	65	61	62	76	37	⭐83	70	56	22	☠️15	62	55	57	68	69	83	65	70	80	28	69	62	51	70	68	67	72	80	62	68	72
4.3.3Funding and stability	49	92	46	75	50	88	70	50	58	58	57	78	80	79	73	⭐93	65	42	☠️29	43	65	60	72	68	65	86	55	88	84	33	57	64	55	75	68	70	52	68	60	60	71
4.3.4Competitive positioning	62	67	52	73	47	75	68	54	64	60	59	59	64	66	38	77	62	47	☠️22	22	64	57	55	80	72	⭐82	60	64	77	46	75	66	57	80	65	66	75	79	62	63	72
4.3.5Customer sentiment	69	60	69	82	58	65	71	50	58	76	63	69	54	63	☠️37	80	76	57	45	58	73	68	50	55	58	82	67	60	⭐84	40	65	63	50	77	79	78	55	73	70	70	75
5. Total Cost of Ownership
5. Total Cost of Ownership	42	25	62	46	66	64	68	68	70	71	64	73	68	75	29	66	67	48	69	42	66	45	48	40	45	⭐79	70	34	75	☠️24	40	41	42	72	73	71	55	63	76	58	53
Licensing
5.1.1Pricing transparency	35	30	64	36	65	60	68	78	74	72	62	⭐95	78	83	35	82	76	46	95	45	60	35	55	35	30	85	72	30	74	☠️25	25	32	35	80	76	88	45	70	95	35	56
5.1.2Pricing model fit	39	☠️18	60	50	72	54	60	52	78	65	50	⭐90	73	72	35	55	50	43	88	52	58	45	46	47	35	85	58	30	60	30	38	40	33	62	64	85	55	50	85	55	60
5.1.3Feature gating	45	☠️28	48	45	66	45	54	38	66	60	52	⭐95	76	62	55	45	48	62	90	48	55	50	50	42	44	92	52	38	53	30	47	48	40	51	45	70	42	48	80	60	55
5.1.4Contract flexibility	41	26	45	34	60	55	66	62	75	70	57	92	82	78	25	62	65	33	⭐95	38	62	48	45	35	35	90	62	☠️22	78	26	32	35	30	70	82	85	35	60	90	45	40
5.1.5Free / Hobby Tier	15	15	38	31	72	48	62	72	72	67	60	90	85	55	20	62	70	57	88	20	40	70	62	☠️5	10	⭐92	62	5	82	8	15	22	15	48	82	88	25	55	92	5	22
Implementation Cost Signals
5.2.1Time-to-first-value	48	28	70	47	68	75	78	75	70	76	76	53	66	83	25	82	78	66	55	40	72	40	43	48	59	80	80	40	⭐88	☠️22	48	42	35	85	82	55	68	82	72	60	60
5.2.2Typical implementation timeline	42	☠️20	66	44	66	72	65	68	70	71	70	45	57	⭐80	25	75	70	45	52	48	68	42	45	47	45	70	75	35	75	20	30	42	40	75	75	55	60	75	60	65	52
5.2.3Specialist cost premium	40	☠️18	68	40	62	68	64	72	68	76	76	45	52	75	22	68	68	41	38	45	70	42	38	42	42	80	82	30	72	22	27	55	35	78	⭐85	58	62	55	70	85	52
Operational Cost Signals
5.3.1Hosting costs	52	35	78	65	67	82	80	78	54	82	58	55	56	72	28	85	82	42	68	45	85	50	45	54	72	57	82	65	⭐89	☠️20	68	50	75	88	67	58	80	82	58	70	65
5.3.2Ops team requirements	55	38	80	62	57	85	80	80	60	82	58	40	47	78	25	85	78	37	35	40	82	40	42	52	70	52	85	60	85	☠️18	71	48	75	⭐88	52	54	82	82	44	80	65
5.3.3Vendor lock-in and exit cost	48	☠️20	60	55	72	62	70	68	75	65	78	⭐90	75	79	27	32	58	56	53	40	69	40	55	35	57	80	58	20	70	37	41	42	50	66	90	82	48	35	85	78	48
6. Build Simplicity
6. Build Simplicity	48	☠️25	67	54	48	64	71	68	68	71	69	54	58	67	31	62	68	55	54	39	68	44	55	55	58	65	⭐72	45	72	33	63	53	43	70	70	67	65	66	63	62	58
Learning Curve
6.1.1Concept complexity	38	☠️8	66	48	45	73	72	78	67	74	70	61	50	76	25	55	78	50	52	35	68	34	56	44	55	70	68	30	45	28	48	54	30	70	78	65	55	56	⭐83	82	52
6.1.2Onboarding resources	59	50	62	56	42	80	80	70	73	78	67	48	67	71	☠️35	82	75	57	42	46	72	57	57	72	57	47	77	80	85	47	67	60	52	74	72	67	73	84	82	⭐88	76
6.1.3Framework familiarity	43	☠️25	72	65	42	80	⭐88	76	63	79	73	59	52	66	25	42	78	63	60	33	72	41	45	50	66	88	72	50	82	35	74	50	42	78	84	64	64	52	47	45	52
Implementation Complexity
6.2.1Boilerplate and starter quality	58	43	72	42	☠️35	70	71	66	72	70	63	46	64	52	36	74	65	64	45	40	60	45	62	76	63	68	75	57	⭐82	41	74	58	40	75	74	72	75	72	68	78	60
6.2.2Configuration complexity	40	☠️16	64	52	52	60	61	72	62	69	61	52	51	75	22	64	62	62	53	33	75	35	53	42	59	68	76	32	⭐82	20	68	42	40	58	62	68	53	68	50	35	57
6.2.3Data modeling constraints	50	☠️26	56	51	48	36	50	58	66	63	68	45	60	43	32	45	58	40	62	40	58	48	55	53	57	42	66	40	⭐80	45	62	55	45	68	52	62	63	52	40	40	63
6.2.4Preview and editing integration	62	42	62	58	62	46	55	56	66	68	65	57	65	52	58	75	62	58	50	43	58	55	67	60	57	52	63	58	65	40	55	50	52	55	63	68	70	⭐77	52	☠️35	58
Team & Talent
6.3.1Required specialization	35	☠️10	74	57	44	75	74	74	66	76	73	60	52	76	22	55	74	60	50	38	75	39	45	53	58	⭐82	76	31	66	22	53	48	40	73	82	65	62	59	63	60	52
6.3.2Team size requirements	42	☠️12	74	48	52	78	82	78	76	76	77	52	54	83	25	72	76	48	62	36	75	38	50	48	54	80	80	35	82	20	65	52	38	76	⭐85	72	65	76	68	78	52
6.3.3Cross-functional complexity	57	☠️27	70	62	58	41	81	45	69	55	72	56	68	79	30	68	47	56	59	47	68	53	60	62	59	44	71	42	55	32	79	65	60	79	46	71	82	74	⭐83	82	65
7. Operational Ease
7. Operational Ease	50	42	69	53	48	62	68	62	59	66	46	50	53	64	37	64	63	51	49	40	⭐70	43	48	51	66	47	66	57	65	☠️33	54	44	65	62	50	61	66	64	54	61	59
Upgrade & Patching
7.1.1Upgrade difficulty	50	70	78	54	42	80	⭐87	68	56	82	42	46	58	68	35	80	78	45	59	35	82	36	50	38	79	48	72	68	68	☠️25	51	40	75	80	52	58	75	76	58	35	61
7.1.2Security patching	58	64	86	55	48	⭐88	88	80	53	87	41	73	68	62	47	84	85	62	46	40	85	48	45	52	82	42	84	76	87	☠️27	76	40	80	85	52	70	85	85	52	87	58
7.1.3Vendor-forced migrations	40	☠️18	60	48	62	25	52	42	⭐74	55	33	48	52	66	37	43	50	38	50	30	68	40	50	44	60	53	48	45	44	38	18	60	55	42	49	55	64	52	60	38	58
7.1.4Dependency management	45	38	80	52	52	⭐85	85	80	57	76	54	35	33	69	25	80	82	42	52	40	80	36	47	56	72	52	80	80	60	☠️20	65	40	78	82	47	58	75	78	50	40	52
Operational Overhead
7.2.1Monitoring requirements	53	45	68	60	35	83	78	64	44	64	42	40	42	65	☠️30	67	65	55	38	38	75	46	51	62	70	38	67	50	75	30	60	38	71	68	48	56	60	60	42	⭐88	66
7.2.2Content operations burden	45	☠️22	60	44	42	70	56	56	48	49	48	35	40	57	40	52	45	60	55	42	⭐72	50	47	63	58	42	50	45	65	35	63	48	64	54	50	65	50	54	50	32	45
7.2.3Performance management	48	40	72	60	42	77	78	78	58	76	45	50	52	68	☠️30	75	78	57	60	38	78	42	52	50	73	45	78	55	76	34	46	40	70	82	51	57	80	78	52	⭐88	68
Support & Resolution
7.3.1Support tier quality	55	42	68	64	45	44	52	54	60	64	50	45	45	53	45	50	55	58	☠️18	55	60	48	50	53	55	48	65	40	42	38	55	50	64	45	44	55	62	44	40	⭐84	67
7.3.2Community support quality	60	35	48	37	52	35	51	45	72	50	60	75	72	64	☠️30	63	48	40	55	40	52	43	38	53	50	57	58	70	66	50	52	32	38	42	58	70	45	68	80	⭐90	52
7.3.3Issue resolution velocity	46	34	64	55	52	38	52	62	64	60	54	42	54	⭐66	42	53	48	55	62	42	47	40	50	48	55	45	60	45	66	☠️30	56	45	54	42	52	63	65	50	50	38	62
8. Use-Case Fit
8. Use-Case Fit	55	⭐67	36	51	41	39	48	35	38	35	33	55	49	30	39	42	36	52	☠️27	44	34	59	49	58	51	33	34	47	43	53	60	51	51	42	31	44	44	40	46	49	43
Marketing Sites
8.1.1Landing page tooling	70	85	62	68	66	55	72	42	50	66	50	65	78	52	☠️35	86	54	72	38	65	55	64	72	80	74	48	74	57	68	70	79	72	74	88	41	58	78	⭐90	72	72	65
8.1.2Campaign management	58	78	33	78	35	40	57	32	35	28	30	35	38	48	30	78	37	63	☠️22	63	45	40	60	67	60	25	30	45	41	75	⭐79	62	44	50	25	38	48	32	40	40	63
8.1.3SEO tooling	80	84	68	42	69	50	52	38	55	62	44	78	83	76	☠️35	⭐87	46	74	62	55	55	62	56	77	60	68	60	42	57	72	86	77	72	55	40	65	67	80	82	82	69
8.1.4Performance marketing	60	74	33	66	52	40	42	30	33	☠️22	25	47	50	58	22	⭐80	32	65	32	63	30	50	52	66	70	40	28	38	35	62	76	72	69	38	22	55	35	55	55	55	65
8.1.5Personalization and targeting	54	80	33	80	30	65	66	22	☠️20	22	20	50	35	38	42	70	41	72	20	54	30	70	66	76	62	20	35	52	47	72	⭐88	70	71	30	20	62	80	70	40	48	63
8.1.6A/B testing and experimentation	60	78	28	80	20	62	72	20	36	22	☠️15	50	46	22	18	72	30	68	15	60	28	68	52	76	72	38	20	20	50	70	⭐84	70	60	63	25	58	72	74	44	60	42
8.1.7Content velocity	62	80	60	53	64	59	74	58	57	71	46	58	70	58	45	80	51	70	☠️35	56	60	62	68	76	70	47	68	45	65	58	⭐84	67	71	77	57	57	75	79	70	70	65
8.1.8Multi-channel publishing	65	⭐78	55	78	35	55	72	52	48	65	55	62	55	62	48	62	55	55	☠️25	46	62	65	52	65	65	45	48	42	67	62	66	52	48	55	58	50	48	32	48	55	62
8.1.9Marketing analytics integration	55	⭐80	42	72	42	59	65	58	35	28	28	45	52	68	28	74	28	58	30	55	28	52	65	68	62	☠️25	32	38	43	68	65	60	53	42	30	52	48	70	44	70	52
8.1.10Brand and design consistency	68	⭐82	45	48	55	50	64	35	38	45	35	58	62	43	45	65	32	62	30	48	45	62	61	67	65	35	58	48	45	70	79	62	68	57	☠️22	45	75	80	50	55	45
8.1.11Social and sharing integration	42	55	32	33	42	32	38	44	42	42	35	45	48	⭐63	☠️20	58	28	45	25	56	25	42	38	42	45	35	38	32	37	45	43	42	40	35	28	38	28	38	58	60	30
8.1.12Marketing asset management	73	⭐91	50	38	42	47	68	48	50	73	42	52	48	42	55	42	46	55	☠️35	45	45	58	62	67	62	38	45	38	60	60	84	55	60	56	46	42	52	38	47	50	58
8.1.13Marketing localization	63	⭐82	50	58	50	50	57	52	52	50	48	72	62	☠️20	60	68	55	66	40	55	52	60	62	68	62	45	57	44	45	70	81	62	57	61	53	48	55	62	46	48	60
8.1.14MarTech ecosystem connectivity	68	82	52	72	42	56	67	40	38	30	32	58	52	42	☠️22	⭐85	35	66	28	52	42	53	68	72	68	25	32	68	48	52	68	72	64	47	47	48	70	62	55	62	50
Commerce
8.2.1Product content depth	64	⭐75	48	68	46	55	55	48	65	58	52	70	65	25	☠️15	35	57	44	25	62	48	73	40	75	62	58	48	55	56	43	58	55	38	52	45	52	58	55	64	65	58
8.2.2Merchandising tools	47	70	18	⭐90	24	20	20	18	40	18	18	55	48	15	☠️10	25	22	22	22	55	20	55	36	66	50	20	18	56	20	40	52	38	24	15	15	42	28	18	57	55	44
8.2.3Commerce platform synergy	55	⭐85	46	78	40	60	52	40	58	60	35	40	45	28	☠️18	38	62	36	18	30	42	45	55	80	63	35	50	47	60	35	68	52	38	52	40	48	78	32	50	50	38
8.2.4Content-driven storytelling	45	72	42	70	32	45	49	38	50	60	38	68	55	30	☠️18	35	42	36	18	45	38	55	48	⭐73	58	35	42	35	56	42	48	45	30	58	42	38	62	60	64	65	48
8.2.5Checkout and cart content	38	50	25	55	22	18	32	28	48	28	18	42	35	☠️12	12	15	28	22	15	45	15	55	28	⭐60	35	28	18	38	20	32	38	38	18	22	22	35	30	58	52	52	35
8.2.6Post-purchase content	38	42	20	⭐70	22	18	45	20	38	18	20	38	42	☠️12	12	40	20	20	15	42	20	42	20	52	30	20	15	30	20	35	28	32	18	18	22	32	22	32	44	40	42
8.2.7B2B commerce content	52	66	25	52	30	22	32	22	48	25	35	65	55	22	32	35	32	42	28	42	28	⭐75	38	65	40	35	22	68	34	48	55	45	32	30	28	45	28	☠️18	40	38	32
8.2.8Search and discovery content	55	58	32	⭐88	32	28	45	32	35	32	28	58	50	☠️20	20	28	28	48	22	45	22	62	40	71	58	22	22	47	42	52	73	46	52	27	22	35	32	25	46	50	42
8.2.9Promotional content management	45	67	38	⭐76	35	30	44	32	42	35	34	55	52	36	☠️18	35	32	34	28	52	35	52	42	70	46	25	30	38	41	55	52	52	38	38	38	42	48	42	56	58	49
8.2.10Multi-storefront content	62	⭐75	45	75	40	48	52	40	52	28	42	50	50	☠️18	38	30	40	56	18	45	45	58	52	72	55	40	42	42	55	55	70	58	38	57	22	45	58	25	48	52	52
8.2.11Visual commerce and media	52	⭐82	30	55	35	35	54	30	38	52	35	40	40	30	35	☠️28	32	34	30	38	28	45	38	54	52	28	38	28	46	38	56	38	38	46	41	30	42	35	44	45	40
8.2.12Marketplace and seller content	28	⭐38	18	35	20	20	28	22	25	18	30	35	35	☠️12	12	15	25	18	22	18	18	22	25	25	28	25	18	32	28	22	22	22	18	22	22	20	15	15	38	32	22
8.2.13Commerce content localization	55	⭐72	45	58	40	48	55	38	52	58	45	72	60	☠️15	28	38	50	44	30	50	42	58	50	72	52	50	48	38	46	55	67	52	38	53	52	45	48	28	48	50	52
8.2.14Commerce conversion analytics	44	62	20	⭐72	25	18	45	55	28	18	18	28	35	22	☠️12	52	18	32	15	43	15	45	42	60	45	15	18	28	20	45	55	48	32	18	18	38	38	45	42	42	32
Intranet & Internal
8.3.1Access control depth	72	78	38	45	68	65	58	40	52	48	60	85	72	34	82	55	62	70	62	63	65	⭐88	70	73	60	75	40	85	64	80	82	68	70	70	57	68	42	☠️20	52	55	60
8.3.2Knowledge management	63	55	38	32	52	54	53	37	42	38	49	75	55	35	72	45	50	65	48	52	65	⭐78	58	63	54	48	38	75	58	68	73	55	62	52	49	65	28	☠️22	48	55	45
8.3.3Employee experience	51	48	20	25	50	30	28	22	25	☠️18	22	55	40	20	75	30	32	52	32	28	30	⭐83	45	52	38	30	22	67	30	55	52	45	55	25	25	52	18	18	38	35	32
8.3.4Internal communications	45	42	22	15	45	18	28	20	18	18	22	45	40	30	55	18	22	48	30	32	18	⭐70	45	45	34	20	☠️12	48	22	48	30	43	55	18	32	35	12	15	32	32	20
8.3.5People directory and org chart	32	28	15	12	28	15	20	15	18	18	25	48	35	☠️10	48	15	18	34	18	18	20	⭐60	25	20	22	22	12	42	28	22	18	22	58	12	28	22	10	12	26	22	15
8.3.6Policy and document management	45	52	30	14	42	28	36	31	28	33	34	55	45	18	52	18	30	45	24	40	30	⭐62	38	42	38	35	22	48	38	45	45	38	50	28	41	38	☠️10	18	30	30	28
8.3.7Onboarding content delivery	35	32	18	15	32	18	25	15	18	15	22	42	32	22	38	18	22	35	18	22	20	⭐55	30	32	28	20	18	54	28	38	28	38	32	22	28	28	☠️12	15	26	25	22
8.3.8Enterprise search quality	60	48	22	32	38	27	40	30	22	22	22	68	48	22	42	22	24	62	28	40	20	68	42	55	46	22	☠️18	52	30	55	58	56	⭐74	18	32	38	18	18	40	48	34
8.3.9Mobile and frontline access	35	38	28	42	30	22	35	30	25	☠️18	28	42	38	30	40	25	25	38	30	28	20	50	32	32	35	25	28	⭐57	28	32	35	32	38	33	32	30	20	25	36	38	28
8.3.10Learning and training integration	32	28	15	12	25	12	22	15	12	12	15	⭐55	30	12	32	15	22	32	18	18	15	42	25	22	20	15	12	42	18	20	15	28	28	12	18	20	☠️10	12	34	28	15
8.3.11Social and collaboration features	38	25	15	15	32	12	22	18	18	18	18	62	40	32	45	15	15	28	25	17	12	⭐68	32	18	22	15	12	62	20	22	18	18	58	12	18	30	☠️10	12	32	28	15
8.3.12Workplace tool integration	32	32	25	22	25	43	36	45	☠️15	22	28	52	42	25	22	38	20	50	28	26	20	⭐72	33	42	30	22	20	52	35	38	34	48	45	28	22	28	15	20	28	32	20
8.3.13Content lifecycle and archival	50	50	32	22	44	32	38	35	30	32	33	60	50	☠️18	48	20	22	52	32	38	48	55	40	45	45	25	18	48	40	48	⭐66	28	65	33	34	32	25	22	26	25	30
8.3.14Internal analytics and engagement	38	44	15	28	30	22	30	28	18	15	18	38	35	24	32	25	15	45	20	28	15	⭐52	34	44	36	15	15	42	22	42	40	40	50	☠️12	18	28	12	15	26	28	20
Multi-Brand / Multi-Tenant
8.4.1Tenant isolation	78	⭐90	60	62	58	70	70	62	55	60	45	65	65	35	70	42	65	72	☠️28	50	58	72	62	68	62	55	60	50	67	68	85	48	60	67	30	65	65	60	66	70	57
8.4.2Shared component library	73	⭐92	52	58	58	44	55	38	55	25	38	57	62	25	60	44	47	68	☠️22	55	45	62	65	73	67	42	55	55	58	75	82	68	64	62	25	62	78	62	56	65	58
8.4.3Governance model	73	⭐92	50	60	62	60	69	52	47	38	35	67	55	☠️22	65	42	52	70	25	53	50	68	65	68	62	38	40	65	58	72	87	62	66	67	25	58	70	50	48	68	58
8.4.4Scale economics	65	65	48	55	65	42	53	55	65	40	56	60	⭐73	50	37	☠️30	45	52	50	52	40	56	50	55	48	48	50	35	55	45	46	68	42	48	37	65	58	38	56	55	50
8.4.5Brand theming and style isolation	68	⭐80	30	55	52	38	50	35	40	25	42	60	62	35	60	52	25	62	35	38	22	62	55	60	55	30	42	48	42	72	73	60	63	45	☠️18	45	72	58	56	60	48
8.4.6Localized content governance	55	⭐76	40	52	40	42	53	32	35	35	30	52	45	☠️15	52	35	37	63	20	45	32	55	52	63	50	35	38	42	37	62	68	50	48	50	22	38	40	32	38	40	42
8.4.7Cross-brand analytics	38	⭐62	☠️15	48	25	25	35	30	18	15	20	30	30	15	18	32	18	40	15	30	15	45	30	32	32	15	18	32	32	32	40	42	45	20	18	25	28	25	32	45	22
8.4.8Brand-specific workflows	55	⭐72	50	34	48	42	56	44	32	50	32	62	48	25	52	42	42	60	☠️22	50	42	62	48	63	58	30	38	52	50	68	65	55	60	50	28	45	43	42	42	45	48
8.4.9Content syndication and sharing	65	⭐88	42	48	40	22	40	35	42	22	30	48	33	18	62	28	47	68	☠️15	40	25	62	65	52	45	30	25	38	43	62	65	58	50	52	18	35	61	38	40	42	42
8.4.10Regional compliance controls	55	⭐66	25	52	44	28	47	☠️15	25	32	25	62	45	24	42	32	28	52	20	40	35	50	42	38	42	22	30	38	38	52	65	48	48	30	28	32	28	25	36	40	32
8.4.11Design system management	68	⭐80	30	40	44	32	43	22	22	22	22	55	55	18	48	32	22	58	18	28	☠️15	58	52	49	55	22	44	50	40	55	70	52	68	50	18	37	72	58	38	38	38
8.4.12Cross-brand user management	68	⭐74	55	58	55	55	65	54	48	50	40	57	48	☠️18	58	45	48	68	18	50	45	68	65	67	60	48	45	62	56	70	73	60	62	59	28	55	60	55	54	60	57
8.4.13Multi-brand content modeling	55	⭐70	42	42	40	35	38	32	45	30	35	55	48	☠️15	42	30	39	52	18	42	35	54	58	59	58	35	32	42	57	58	62	48	52	44	18	40	58	25	38	40	42
8.4.14Portfolio-level reporting	40	⭐58	15	42	25	26	30	15	18	☠️12	18	28	25	12	18	22	15	40	12	25	12	42	28	28	28	15	15	32	24	28	28	38	45	18	18	20	20	18	30	35	20
9. Regulatory Readiness & Trust
9. Regulatory Readiness & Trust	76	78	48	62	51	77	71	35	47	48	51	43	42	40	66	77	60	56	☠️34	47	77	75	63	74	70	39	43	⭐87	63	62	78	65	58	64	55	60	52	58	43	68	57
Data Privacy & Regulatory
9.1.1GDPR & EU data protection	82	85	62	84	44	85	82	45	66	70	62	50	48	64	72	85	74	86	40	62	82	80	75	80	81	☠️38	65	⭐92	87	70	85	68	72	82	78	77	82	68	52	82	65
9.1.2HIPAA & healthcare compliance	78	77	25	36	74	72	25	25	20	28	25	35	28	22	55	76	32	40	☠️18	38	70	68	25	80	74	20	25	⭐88	30	40	82	74	25	40	22	35	25	28	35	52	30
9.1.3Regional & industry regulations	78	81	45	67	68	75	76	30	30	50	38	30	40	28	52	72	58	47	☠️18	42	64	67	49	68	57	22	43	⭐92	62	57	77	64	60	58	28	53	50	55	30	82	55
Security Certifications
9.2.1SOC 2 Type II	83	80	76	83	65	88	90	28	35	32	85	20	22	28	66	88	84	30	☠️5	35	85	78	86	82	82	25	60	⭐93	72	75	88	80	50	50	84	35	85	78	20	55	76
9.2.2ISO 27001 / ISO 27018	75	85	48	81	62	80	75	30	30	72	35	20	22	28	72	70	72	72	☠️5	52	83	80	72	81	82	25	52	⭐92	38	72	85	65	70	65	38	74	35	82	20	62	72
9.2.3Additional certifications	75	80	38	69	68	76	55	32	40	42	45	15	32	32	63	66	55	52	☠️5	45	73	74	55	68	58	20	45	⭐85	48	60	79	62	62	55	42	45	45	62	15	72	45
Data Governance
9.3.1Data residency & sovereignty	77	84	70	70	35	75	80	42	60	48	63	80	50	62	80	78	85	77	78	70	85	80	80	80	72	80	☠️33	⭐90	75	80	82	72	65	78	74	80	68	40	80	75	76
9.3.2Data lifecycle & deletion	70	74	52	69	45	78	81	50	60	58	57	45	52	58	62	78	60	76	45	55	72	76	55	75	62	☠️28	50	⭐86	74	55	76	56	66	65	56	58	50	60	48	72	58
9.3.3Audit logging & compliance reporting	76	79	45	56	45	⭐93	82	52	40	58	56	55	50	42	70	76	58	66	45	55	76	75	78	72	65	44	☠️35	89	70	60	79	65	72	68	64	57	42	67	50	75	55
Platform Accessibility
9.4.1Authoring UI accessibility	70	64	28	32	35	62	64	☠️25	63	35	40	62	62	34	62	⭐78	38	30	57	30	77	73	52	64	65	62	30	72	62	55	65	55	45	72	54	72	35	52	60	68	44
9.4.2Accessibility documentation	62	74	☠️22	25	28	60	58	22	66	25	32	45	50	22	58	72	25	25	40	25	64	73	42	50	50	42	22	⭐77	56	38	58	46	45	60	30	62	25	45	42	55	30
10. AI Enablement
10. AI Enablement	59	75	36	62	20	77	77	65	42	30	48	57	55	23	22	60	45	56	24	☠️17	63	54	59	72	⭐78	41	38	55	74	44	78	53	37	61	37	48	64	61	53	47	52
AI Content Creation
10.1.1AI text generation & editing	62	70	52	66	30	82	⭐88	78	43	25	55	64	66	15	35	78	70	60	28	☠️12	70	57	68	73	83	42	52	52	82	60	82	72	52	77	28	64	75	68	60	52	65
10.1.2AI image & media generation	60	⭐82	22	40	20	65	68	82	45	28	55	55	54	20	25	52	22	45	25	☠️8	52	50	70	70	67	30	22	15	77	40	70	42	20	52	45	40	45	60	57	42	45
10.1.3AI translation assistance	52	70	48	45	☠️15	⭐78	58	70	47	38	72	57	55	15	40	68	68	65	35	45	72	55	70	70	68	38	60	20	74	62	78	52	20	77	50	34	68	58	56	40	66
10.1.4AI metadata & SEO automation	65	80	30	48	28	72	77	67	42	22	35	55	56	25	25	65	44	74	30	☠️16	67	42	65	79	⭐83	42	63	28	73	48	82	66	38	71	28	52	72	75	58	50	55
AI Workflow Automation
10.2.1AI-assisted content operations	62	73	30	62	22	⭐82	82	74	36	22	50	65	64	☠️20	38	62	50	65	25	24	72	57	55	69	82	35	58	28	76	54	76	55	38	70	40	48	74	55	52	58	58
10.2.2Agentic workflow automation	50	82	35	78	☠️5	79	89	82	38	22	47	67	55	15	8	75	62	52	8	5	82	64	60	78	⭐92	28	44	82	87	35	89	55	35	76	28	52	82	70	50	55	52
10.2.3Content intelligence & insights	56	68	20	58	☠️10	68	66	52	30	18	35	45	38	22	10	58	18	45	20	18	64	42	45	71	75	30	20	35	72	35	⭐80	56	58	42	12	30	55	61	40	65	50
10.2.4AI content auditing & quality	65	76	25	38	10	62	67	55	36	20	25	58	42	12	15	45	42	66	20	☠️8	70	35	45	72	69	30	20	35	⭐78	48	72	48	55	50	12	28	62	62	42	22	50
AI Search & Personalization
10.3.1AI/semantic search	60	67	22	⭐80	15	70	55	56	33	22	20	47	48	28	☠️12	25	20	28	20	22	65	62	60	60	76	56	20	58	79	35	78	64	68	30	28	46	64	38	50	18	35
10.3.2AI-powered personalization	56	87	15	⭐88	12	79	80	22	☠️10	15	10	30	28	15	20	58	15	25	18	28	28	50	35	76	84	25	18	78	40	62	83	70	26	35	12	24	57	70	32	40	42
AI Platform & Extensibility
10.4.1MCP server availability	64	⭐93	84	70	42	88	83	84	74	65	82	42	42	68	☠️0	73	80	68	40	0	78	48	58	78	80	67	72	68	92	35	88	42	5	74	82	68	82	88	60	72	68
10.4.2Bring your own AI model/key (BYOM/BYOK)	62	55	38	65	32	⭐88	84	32	62	44	74	85	80	8	48	58	8	85	38	32	20	72	82	56	58	65	12	82	62	22	46	35	☠️5	68	48	82	40	12	80	55	20
10.4.3AI developer extensibility & agent APIs	70	86	64	72	28	85	86	85	66	62	55	68	68	58	32	58	58	62	35	☠️25	68	62	66	77	77	65	66	79	⭐91	35	88	35	30	63	76	60	70	77	71	62	64
10.4.4AI governance, safety & audit trails	52	76	38	60	20	⭐85	85	70	44	30	72	63	70	22	10	72	70	68	15	☠️8	84	60	70	79	84	32	28	82	66	46	84	50	50	64	40	54	57	68	45	52	50
10.4.5AI observability & usage analytics	42	62	15	42	8	60	81	68	27	18	45	63	55	10	8	50	42	40	8	☠️5	45	44	22	74	⭐85	22	16	72	68	25	62	36	38	72	38	44	40	52	42	20	57