Scoring Matrix

Every score for every platform on one page — 40 platforms · 10 categories · 187 criteria

Key70–100Strong40–69Adequate0–39Weak

Criterion	◆Acquia	◆Adobe Experience Manager	◆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	63	44	70	68	55	54	58	57	63	63	40	42	58	60	59	☠️36	45	63	59	59	70	68	55	51	55	70	56	74	60	56	63	48	56	64	61	57	61	62
Cost Efficiency	41	☠️24	43	66	64	56	68	65	71	64	73	68	73	29	66	69	47	70	42	65	45	48	41	45	⭐79	70	34	76	24	40	41	41	72	76	71	55	63	76	58	53
Build Simplicity	46	☠️24	54	48	64	67	67	64	71	69	54	57	68	31	62	69	50	53	39	68	44	54	54	57	65	⭐72	44	68	33	62	53	41	70	69	67	65	65	63	62	58
Operational Ease	50	42	52	48	61	66	63	53	66	46	50	52	60	37	65	63	50	51	39	⭐70	43	48	49	66	47	66	57	67	☠️33	53	44	63	61	49	61	66	64	54	61	60
Platform Velocity	63	73	62	53	72	66	52	64	65	68	72	74	64	42	79	66	51	41	☠️38	62	55	57	65	63	74	62	72	78	45	68	59	52	68	73	68	59	74	79	⭐80	70
Use-Case Fit
Marketing	62	⭐79	68	46	51	60	39	40	45	36	55	56	43	36	73	40	62	☠️31	57	43	57	59	69	67	38	45	44	49	65	75	65	58	54	36	52	61	63	54	60	56
Commerce	49	65	⭐69	32	34	42	33	44	37	32	51	51	20	☠️20	33	35	41	22	44	30	53	40	65	50	31	31	42	38	43	53	45	31	36	31	39	43	37	50	50	42
Intranet	46	44	28	39	29	34	26	25	24	29	57	52	22	49	26	28	46	30	32	29	⭐65	39	42	39	29	21	56	32	45	43	41	50	26	31	38	☠️18	18	34	35	28
Multi-Brand	62	⭐77	56	47	40	48	37	40	33	34	55	51	23	50	37	38	58	☠️23	44	34	59	54	56	52	34	39	46	45	60	66	55	51	45	24	45	55	43	46	51	45
1. Core Content Management
1. Core Content Management	75	81	62	58	77	76	64	72	77	71	73	70	50	49	55	74	65	☠️46	56	72	64	67	79	71	73	63	51	⭐85	61	75	64	64	74	60	66	71	64	60	66	68
Content Modeling
1.1.1Content type flexibility	90	84	64	58	78	79	65	80	77	78	88	85	☠️32	52	48	81	65	47	62	72	72	70	92	74	88	70	50	⭐95	74	72	65	62	72	72	78	64	64	65	65	68
1.1.2Content relationships	82	78	58	60	68	66	60	75	70	80	82	80	☠️32	48	40	82	62	32	52	62	63	60	82	71	⭐86	58	55	82	65	72	65	58	58	62	65	58	57	55	55	65
1.1.3Structured content support	85	87	62	60	73	75	60	82	82	72	80	78	55	50	50	76	68	☠️37	63	78	64	72	90	75	90	70	40	⭐95	73	81	63	65	82	72	73	80	55	62	64	68
1.1.4Content validation	76	68	55	62	76	64	60	73	75	72	78	76	35	45	45	72	60	38	63	60	60	65	82	70	85	☠️22	60	⭐88	58	68	60	62	60	65	71	63	52	50	50	64
1.1.5Content versioning	75	83	67	70	82	81	72	78	74	72	80	77	55	55	65	70	70	67	73	72	70	72	⭐92	73	82	68	☠️43	80	80	87	68	70	77	62	77	70	67	72	72	72
Authoring Experience
1.2.1Visual/WYSIWYG editing	80	89	73	82	66	78	50	58	77	67	78	74	63	62	78	60	74	55	68	70	72	82	88	83	58	70	65	76	60	81	73	78	⭐92	☠️48	65	88	88	76	76	68
1.2.2Rich text capabilities	76	78	55	58	75	75	58	75	84	58	75	73	69	54	62	70	67	52	57	67	60	70	75	66	83	65	☠️42	⭐93	60	71	60	60	73	55	70	64	55	72	72	66
1.2.3Media management	80	⭐92	60	52	78	80	70	76	85	78	72	70	53	60	65	74	64	56	☠️46	76	68	82	78	73	73	80	52	83	62	78	68	68	78	72	73	77	62	56	62	67
1.2.4Real-time collaboration	42	56	40	40	62	57	52	72	65	75	50	33	42	30	38	52	45	22	30	70	35	45	32	52	52	76	30	⭐90	32	48	45	45	52	30	☠️20	48	80	50	78	58
1.2.5Content workflows	72	⭐88	72	68	78	87	62	62	74	64	75	76	45	62	58	75	72	62	73	80	75	70	80	75	48	☠️42	62	68	78	84	70	72	76	45	62	74	68	52	58	76
Content Delivery
1.3.1API delivery model	78	80	66	58	⭐89	82	74	78	80	83	78	78	62	☠️50	57	86	74	55	55	76	72	68	84	77	85	78	60	88	54	81	70	62	78	78	73	70	60	72	74	77
1.3.2CDN and edge delivery	72	⭐88	62	38	82	78	76	60	82	45	45	46	42	30	70	77	64	☠️25	35	78	55	55	75	70	35	72	57	82	40	80	52	72	78	40	50	84	72	46	82	73
1.3.3Webhooks and event system	62	73	60	40	84	79	65	62	76	62	50	54	60	☠️35	53	82	52	45	52	73	62	58	62	63	72	48	45	⭐90	54	62	60	55	70	65	63	72	65	55	62	62
1.3.4Multi-channel output	68	82	63	48	88	82	64	68	79	75	70	68	60	42	☠️40	82	58	40	48	78	63	60	78	64	80	58	50	⭐90	48	76	63	58	78	71	66	78	50	55	55	65
2. Platform Capabilities
2. Platform Capabilities	67	⭐78	65	41	55	62	40	48	51	41	54	57	35	42	57	49	55	☠️31	54	49	54	55	64	65	38	42	51	49	60	70	58	59	51	37	46	56	58	51	56	61
Personalization & Experimentation
2.1.1Audience segmentation	72	85	82	35	42	73	20	20	25	22	28	38	40	58	75	22	72	15	65	25	55	70	75	78	☠️10	25	65	10	⭐88	78	68	72	20	10	25	72	65	25	30	75
2.1.2Content personalization	65	⭐88	78	38	54	70	30	30	30	28	28	38	42	60	68	52	68	18	65	30	57	68	62	78	☠️10	35	60	35	82	74	68	67	50	10	25	80	68	25	28	70
2.1.3A/B and multivariate testing	62	82	75	20	44	64	20	25	25	15	22	35	15	30	72	26	65	8	60	20	52	33	⭐90	90	28	20	20	25	72	58	68	63	55	☠️5	18	72	72	40	45	55
2.1.4Recommendation engine	55	75	⭐85	15	18	48	15	15	15	12	15	20	12	15	20	10	38	10	48	20	40	30	38	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	⭐86	45	48	45	40	45	50	28	55	48	☠️22	58	45	48	70	48	52	40	75	55	72	70	48	22	52	58	60	72	55	80	25	35	62	22	32	50	70	48
2.2.2Search extensibility	75	78	72	40	70	65	62	68	70	68	80	⭐82	45	53	☠️35	70	58	35	40	68	68	65	68	58	55	65	40	65	62	70	72	70	65	65	70	72	55	68	72	72
Commerce Integration
2.3.1Native commerce	62	40	55	52	☠️10	20	12	68	15	12	75	72	18	10	45	10	12	15	72	10	73	35	⭐78	65	18	12	60	15	15	35	50	15	10	10	47	12	62	75	75	58
2.3.2Commerce platform integration	60	72	⭐80	45	55	62	42	60	60	32	53	58	38	25	45	60	30	☠️20	38	50	42	60	65	65	30	52	50	55	50	65	62	48	50	50	55	72	48	48	50	65
2.3.3Product content management	60	68	64	42	55	50	50	65	62	60	70	67	25	☠️15	35	50	38	28	65	50	70	45	⭐72	64	50	45	55	50	40	52	55	35	48	45	48	58	60	60	60	65
Analytics & Intelligence
2.4.1Built-in analytics	52	62	72	48	48	55	28	28	25	28	20	32	63	35	⭐78	30	65	18	65	50	55	40	65	62	☠️15	28	60	42	78	63	58	62	30	20	17	52	68	40	55	68
2.4.2Analytics integration	65	⭐92	68	55	72	62	50	57	50	44	60	67	62	40	68	64	65	40	52	40	50	55	60	65	☠️30	50	50	55	55	74	62	60	50	35	55	65	65	72	75	62
Multi-Site & Localization
2.5.1Multi-site management	82	⭐95	68	65	60	66	45	78	35	42	72	63	☠️20	65	55	60	72	30	72	62	75	80	72	70	58	70	55	68	75	87	70	78	66	40	73	68	62	68	78	70
2.5.2Localization framework	80	88	62	62	85	82	52	72	85	75	90	85	☠️22	58	50	75	70	70	60	82	67	75	⭐92	65	78	62	52	62	90	84	73	68	78	65	78	68	70	55	55	70
2.5.3Translation integration	72	⭐85	55	☠️35	80	75	42	52	57	58	78	68	45	38	47	68	68	35	62	65	47	68	72	65	42	52	40	62	72	78	60	63	70	45	50	65	65	55	55	60
2.5.4Multi-brand governance	75	⭐92	63	30	55	62	40	50	35	42	55	52	☠️18	55	40	56	60	20	48	52	65	65	45	58	38	55	55	52	55	82	58	62	60	25	57	55	55	55	65	62
Digital Asset Management
2.6.1Native DAM capabilities	82	⭐88	40	52	42	71	45	42	55	45	42	52	☠️28	64	38	56	48	35	48	52	58	60	55	64	57	45	35	58	48	76	50	58	56	45	38	50	38	33	35	62
2.6.2Asset delivery & CDN optimization	76	82	50	35	75	75	72	52	⭐85	52	52	45	40	45	50	65	38	☠️22	42	68	42	40	55	72	42	68	45	75	38	70	45	55	68	35	45	68	52	42	68	65
2.6.3Video & rich media management	75	⭐85	35	22	22	27	25	22	80	22	25	32	22	38	62	28	20	22	22	25	22	25	☠️15	28	22	22	20	45	25	60	35	30	20	25	18	22	28	25	25	30
Authoring & Editorial Experience
2.7.1Visual page builder & layout editing	75	82	72	72	57	70	38	40	73	38	63	72	38	48	68	42	67	☠️28	63	58	68	77	75	83	52	62	65	62	68	88	72	72	80	40	42	80	⭐92	70	65	72
2.7.2Editorial workflow & approvals	62	⭐82	52	60	68	73	55	45	64	58	70	68	40	70	45	66	68	57	70	72	73	65	72	62	40	☠️38	52	50	80	74	50	68	70	62	57	65	65	52	58	68
2.7.3Publishing calendar & scheduling	55	72	52	55	⭐78	71	55	52	55	☠️38	55	63	38	55	55	55	60	42	50	70	55	45	68	52	45	48	63	58	48	76	45	62	62	50	52	58	48	55	58	58
2.7.4Real-time collaboration	38	55	35	25	48	62	45	22	50	55	33	30	36	25	30	55	22	☠️20	28	68	32	40	25	44	38	65	22	78	28	60	25	38	58	25	22	45	⭐82	50	70	40
Marketing & Engagement
2.8.1Forms & data capture	72	⭐82	65	50	22	25	20	60	25	20	82	77	18	65	75	18	60	40	62	20	55	60	74	75	45	22	48	☠️15	68	74	68	72	15	20	60	20	50	65	65	68
2.8.2Email marketing & ESP integration	70	72	⭐88	30	28	40	28	45	28	☠️20	62	62	60	20	85	30	45	32	62	20	28	48	65	60	22	22	62	20	65	52	72	58	30	20	37	30	60	60	58	65
2.8.3Marketing automation	72	65	⭐85	20	18	43	18	28	20	15	35	42	25	20	85	18	48	22	65	18	22	48	35	55	☠️12	15	60	15	68	45	58	45	38	20	48	22	38	40	28	66
2.8.4CDP & customer data integration	72	78	⭐90	18	49	72	18	18	25	18	25	35	42	22	65	32	72	15	55	15	42	62	60	74	☠️12	18	68	20	70	72	72	73	25	15	20	60	45	28	35	71
Integration & Extensibility
2.9.1App marketplace & ecosystem	75	78	62	40	75	72	45	65	65	48	72	85	42	☠️32	85	50	58	58	52	42	52	72	68	64	45	32	78	72	66	73	60	62	65	72	62	70	62	85	⭐88	55
2.9.2Webhooks & event streaming	58	⭐78	40	25	70	75	58	58	75	67	38	62	58	☠️18	65	72	45	22	42	75	42	38	62	62	40	55	52	78	45	72	42	55	62	62	55	68	65	48	50	52
2.9.3Headless preview & staging environments	52	72	62	28	⭐79	75	52	62	74	62	60	57	38	30	48	67	48	☠️20	35	78	35	30	62	60	58	60	30	70	58	78	38	52	65	55	55	72	65	45	62	65
2.9.4Role-based permissions & governance	60	⭐82	68	55	73	79	42	58	75	72	75	78	☠️32	60	60	67	68	58	62	72	78	62	78	62	62	54	72	65	80	76	66	65	77	60	58	64	60	48	58	65
3. Technical Architecture
3. Technical Architecture	68	74	62	55	78	73	59	61	69	69	69	70	53	50	60	73	66	☠️43	47	70	65	62	72	64	69	60	62	⭐79	59	77	65	64	71	63	65	68	62	64	72	62
API & Integration
3.1.1API design quality	72	70	62	50	⭐91	78	72	68	78	80	78	78	62	45	58	86	67	52	☠️42	80	65	63	73	67	82	75	55	88	55	81	62	62	78	74	75	72	62	72	72	66
3.1.2API performance	62	72	65	44	⭐80	75	70	63	75	65	58	60	58	38	55	80	60	☠️37	38	75	55	59	72	66	73	72	45	80	50	76	60	60	74	59	57	68	60	55	75	58
3.1.3SDK ecosystem	50	62	55	32	⭐85	85	52	38	66	52	40	40	44	25	44	63	40	☠️18	42	80	48	42	74	58	57	58	55	82	55	84	58	50	70	50	45	58	48	52	55	45
3.1.4Integration marketplace	72	82	65	62	79	72	48	72	70	57	82	82	59	☠️30	⭐84	63	62	48	38	45	62	55	69	60	50	40	80	64	65	73	62	68	64	60	62	75	62	80	72	53
3.1.5Extensibility model	85	82	60	68	85	75	68	82	71	82	90	90	☠️38	55	58	72	73	60	62	70	74	72	82	64	⭐92	38	70	92	68	80	68	65	76	83	78	73	68	89	88	74
Security & Compliance
3.2.1Authentication	72	⭐85	68	63	84	75	62	64	68	68	75	75	☠️34	78	65	76	70	52	58	72	80	75	78	72	65	60	80	72	75	83	67	68	74	55	70	76	65	68	78	62
3.2.2Authorization model	70	82	65	68	72	75	52	65	81	84	⭐85	85	☠️46	80	55	78	75	68	62	68	85	72	73	68	79	52	85	78	78	82	65	60	72	61	65	65	55	58	60	65
3.2.3Compliance certifications	83	⭐93	80	70	82	82	45	42	64	68	55	55	44	72	65	80	72	☠️20	45	92	76	78	80	80	30	48	88	78	68	81	80	76	74	58	61	73	77	48	85	77
3.2.4Security track record	63	64	63	54	72	70	55	35	62	50	72	70	61	62	67	68	60	35	☠️30	70	63	70	60	52	64	52	55	⭐75	50	66	46	67	72	50	71	68	70	52	62	43
Infrastructure & Reliability
3.3.1Hosting model	72	65	68	73	55	60	55	75	52	74	80	80	74	65	50	55	75	65	60	55	78	72	73	55	73	52	☠️40	60	67	62	73	68	58	⭐82	75	54	55	80	60	70
3.3.2SLA and uptime	70	⭐85	63	36	84	78	60	45	68	62	50	50	63	50	72	74	70	☠️30	30	80	60	64	70	72	38	64	62	72	60	76	79	70	72	45	55	65	70	50	82	72
3.3.3Scalability architecture	70	80	62	50	81	78	60	58	70	68	80	80	55	50	70	76	72	☠️40	57	75	65	58	72	66	70	65	65	82	52	79	65	68	75	50	65	68	65	70	⭐85	62
3.3.4Disaster recovery	75	75	60	43	⭐77	72	55	52	60	58	72	72	42	45	55	72	60	45	☠️38	68	62	60	55	61	58	55	55	72	42	72	62	55	66	64	68	57	55	62	75	68
Developer Experience
3.4.1Local development	62	58	50	70	55	55	55	78	55	72	78	80	67	☠️40	55	62	71	48	52	45	56	62	72	54	⭐88	70	55	88	50	75	65	67	70	78	68	63	48	75	75	65
3.4.2CI/CD integration	65	73	53	52	78	73	55	73	75	67	78	78	41	45	55	⭐80	68	☠️30	50	60	55	58	73	59	64	60	52	75	52	77	68	62	66	55	70	68	62	55	72	63
3.4.3Documentation quality	62	72	60	62	82	73	65	79	80	78	65	69	68	☠️48	72	78	67	52	62	80	66	62	72	62	80	72	60	⭐85	52	78	65	67	76	72	68	74	75	72	78	68
3.4.4TypeScript support	48	45	58	28	73	70	62	42	80	70	33	38	40	28	38	80	60	☠️10	20	75	42	37	68	64	⭐92	82	50	90	55	81	58	55	67	64	55	74	55	35	35	30
4. Platform Velocity & Health
4. Platform Velocity & Health	63	73	62	53	72	66	52	64	65	68	72	74	64	42	79	66	51	41	☠️38	62	55	57	65	63	74	62	72	78	45	68	59	52	68	73	68	59	74	79	⭐80	70
Release Cadence
4.1.1Release frequency	68	78	65	68	80	77	76	72	77	83	79	78	75	64	80	79	65	64	☠️22	80	64	68	73	72	78	75	75	⭐85	45	79	62	67	78	82	77	82	80	82	82	84
4.1.2Changelog quality	62	65	63	60	72	72	65	72	70	75	72	76	70	50	75	68	63	☠️48	50	72	58	62	72	62	70	67	65	⭐80	48	75	65	68	70	75	70	68	72	72	75	75
4.1.3Roadmap transparency	62	64	60	60	55	63	53	68	65	75	⭐80	80	50	☠️38	62	62	50	52	38	70	58	62	70	64	72	58	62	70	45	62	52	58	68	72	73	40	70	72	72	78
4.1.4Breaking change handling	65	62	58	55	78	72	55	70	70	65	63	76	58	60	78	75	55	56	42	72	57	65	69	60	60	65	55	77	☠️35	62	58	53	68	62	65	62	68	⭐85	85	70
Ecosystem & Community
4.2.1Community size	70	82	49	42	68	56	42	60	58	73	85	82	77	☠️25	82	55	38	41	40	47	50	45	62	55	86	57	85	80	54	68	50	40	64	87	65	46	80	⭐95	95	60
4.2.2Community engagement	65	68	48	57	65	55	48	68	65	67	82	78	65	☠️28	74	60	42	41	35	52	52	50	63	58	73	54	70	75	52	62	50	40	62	75	68	44	70	84	⭐86	67
4.2.3Partner ecosystem	74	⭐92	66	48	75	72	50	60	62	64	82	77	45	47	85	62	60	☠️30	46	57	52	65	74	73	55	63	90	70	65	85	68	56	64	60	65	72	78	82	85	70
4.2.4Third-party content	55	78	42	45	72	50	42	63	60	67	70	83	63	☠️18	82	58	40	28	38	46	38	40	60	53	72	60	80	76	48	65	50	38	61	75	60	48	82	⭐95	95	58
Market Signals
4.3.1Talent availability	57	68	45	38	75	50	38	60	55	62	61	70	55	☠️22	78	55	42	32	41	40	43	40	55	54	61	55	80	66	47	63	55	40	52	75	57	46	73	⭐95	95	60
4.3.2Customer momentum	60	75	74	50	74	77	48	62	65	65	60	62	70	37	⭐85	70	53	24	☠️15	62	52	57	63	69	83	65	70	80	28	68	62	48	70	70	67	72	80	62	68	68
4.3.3Funding and stability	49	92	75	50	85	74	50	58	58	57	77	80	74	73	⭐93	65	42	☠️33	45	65	60	72	63	65	86	55	88	86	33	55	64	55	75	70	70	52	72	60	60	68
4.3.4Competitive positioning	65	67	73	47	74	66	54	60	60	59	58	64	64	38	77	62	43	☠️22	22	64	55	55	73	72	⭐82	60	62	79	46	72	66	52	79	65	66	75	70	62	63	72
4.3.5Customer sentiment	69	60	82	58	65	73	50	61	76	63	69	54	63	☠️37	80	76	63	45	58	73	65	50	55	58	82	67	60	⭐89	40	67	63	50	76	78	78	55	73	70	70	78
5. Total Cost of Ownership
5. Total Cost of Ownership	41	☠️24	43	66	64	56	68	65	71	64	73	68	73	29	66	69	47	70	42	65	45	48	41	45	⭐79	70	34	76	24	40	41	41	72	76	71	55	63	76	58	53
Licensing
5.1.1Pricing transparency	33	30	35	65	65	40	78	65	72	62	⭐95	78	80	35	82	70	42	95	45	60	35	55	35	30	85	72	30	80	☠️25	25	32	35	79	74	88	45	70	95	35	63
5.1.2Pricing model fit	39	☠️18	38	72	48	48	55	78	65	50	⭐90	73	60	35	55	55	50	88	52	58	45	50	47	35	85	58	30	62	30	35	40	40	64	72	85	55	50	85	55	60
5.1.3Feature gating	45	☠️28	44	66	50	45	38	68	60	52	⭐95	78	63	55	45	60	52	90	48	55	50	50	44	44	92	52	35	60	30	52	48	40	51	50	70	42	48	80	60	55
5.1.4Contract flexibility	41	☠️22	38	60	57	50	62	62	70	57	92	82	76	25	58	65	42	⭐95	38	62	48	45	38	35	90	62	25	75	26	32	35	30	70	82	85	35	60	90	45	40
5.1.5Free / Hobby Tier	15	10	28	72	52	10	72	68	67	60	90	85	55	20	62	74	50	88	20	40	70	62	☠️5	10	⭐92	62	5	81	8	15	22	15	48	90	88	25	55	92	5	22
Implementation Cost Signals
5.2.1Time-to-first-value	42	☠️22	42	68	75	70	75	65	76	76	53	65	82	25	82	78	62	55	40	72	40	43	50	57	80	80	40	⭐86	22	45	42	35	85	82	55	68	80	72	60	60
5.2.2Typical implementation timeline	42	☠️20	42	66	72	65	68	65	71	70	45	56	⭐78	25	75	70	38	52	48	68	42	45	42	45	70	75	35	75	20	32	42	40	75	75	55	60	75	60	65	52
5.2.3Specialist cost premium	40	☠️18	40	62	68	62	72	62	76	76	45	52	72	22	68	68	38	40	42	70	42	38	42	42	80	82	30	70	22	25	55	30	78	⭐85	58	62	55	70	85	52
Operational Cost Signals
5.3.1Hosting costs	52	35	55	67	82	78	80	52	82	58	55	56	72	28	85	82	45	68	45	85	50	45	52	70	57	82	65	⭐88	☠️20	68	50	80	88	72	58	80	82	58	70	65
5.3.2Ops team requirements	55	38	55	57	85	80	80	55	82	58	40	47	78	25	85	78	40	37	42	82	40	42	50	70	52	85	60	85	☠️18	70	48	75	⭐88	55	54	82	82	44	80	65
5.3.3Vendor lock-in and exit cost	48	☠️20	53	72	55	67	68	68	65	78	⭐90	75	82	27	32	58	48	53	35	67	40	55	38	55	80	58	20	72	37	40	42	35	65	90	82	48	35	85	78	48
6. Build Simplicity
6. Build Simplicity	46	☠️24	54	48	64	67	67	64	71	69	54	57	68	31	62	69	50	53	39	68	44	54	54	57	65	⭐72	44	68	33	62	53	41	70	69	67	65	65	63	62	58
Learning Curve
6.1.1Concept complexity	38	☠️8	48	45	75	72	78	65	74	70	61	50	78	25	55	78	50	52	35	68	34	56	46	55	70	68	30	30	28	48	54	30	70	78	65	55	56	⭐83	82	52
6.1.2Onboarding resources	57	48	55	42	80	76	70	70	78	67	48	65	68	☠️35	82	75	50	40	48	70	57	57	66	54	47	77	80	80	47	66	60	48	74	68	67	72	84	82	⭐88	75
6.1.3Framework familiarity	40	☠️25	63	42	80	⭐88	78	60	79	73	59	50	70	25	42	78	60	60	33	72	41	45	46	64	88	72	48	82	32	73	50	42	76	82	64	64	52	47	45	52
Implementation Complexity
6.2.1Boilerplate and starter quality	50	40	52	35	75	65	66	65	70	63	46	60	62	36	74	68	52	45	35	60	45	60	72	56	68	75	55	⭐78	40	71	58	☠️32	75	66	72	74	70	68	78	57
6.2.2Configuration complexity	40	☠️14	52	52	60	56	72	55	69	61	52	51	75	22	64	62	52	50	33	75	35	53	45	57	68	76	32	⭐78	20	67	42	35	58	62	68	53	68	50	35	57
6.2.3Data modeling constraints	50	☠️24	58	48	36	42	55	65	63	68	45	60	43	32	45	58	40	62	40	58	48	55	50	57	42	66	40	⭐80	45	60	55	42	64	52	62	63	48	40	40	63
6.2.4Preview and editing integration	57	42	55	62	44	48	48	58	68	65	57	63	52	58	⭐75	62	45	50	43	58	55	65	58	55	52	63	58	58	40	53	50	52	55	63	68	70	75	52	☠️35	58
Team & Talent
6.3.1Required specialization	35	☠️8	55	44	75	72	74	65	76	73	60	52	76	22	55	74	55	50	38	75	39	45	55	58	⭐82	76	31	62	22	51	48	40	73	82	65	62	56	63	60	52
6.3.2Team size requirements	42	☠️12	48	52	78	80	78	72	76	77	52	54	83	25	72	76	45	62	36	75	38	50	48	52	80	80	35	82	20	65	52	38	76	⭐85	72	65	76	68	78	52
6.3.3Cross-functional complexity	57	☠️25	58	58	36	77	45	67	55	72	56	68	79	30	68	47	52	59	47	67	52	60	52	57	44	71	42	55	32	76	65	58	78	42	71	⭐82	72	82	82	65
7. Operational Ease
7. Operational Ease	50	42	52	48	61	66	63	53	66	46	50	52	60	37	65	63	50	51	39	⭐70	43	48	49	66	47	66	57	67	☠️33	53	44	63	61	49	61	66	64	54	61	60
Upgrade & Patching
7.1.1Upgrade difficulty	50	70	59	42	82	⭐87	68	50	82	42	47	58	62	35	80	80	42	59	35	82	36	48	38	82	48	72	68	74	☠️25	53	40	75	80	52	58	75	76	58	35	62
7.1.2Security patching	58	70	49	48	⭐88	86	80	48	87	41	73	75	64	47	84	85	58	50	40	85	48	45	52	82	42	84	76	85	☠️27	75	40	80	85	48	70	85	85	52	87	64
7.1.3Vendor-forced migrations	40	☠️12	48	62	25	57	48	58	55	33	48	46	55	37	45	50	40	50	30	⭐68	40	55	42	60	53	48	45	48	38	22	60	55	40	52	55	62	52	60	38	58
7.1.4Dependency management	45	38	58	52	⭐85	85	80	55	76	54	35	35	67	25	80	82	40	54	40	80	36	48	56	75	52	80	80	48	☠️20	65	40	78	82	45	58	75	78	50	40	52
Operational Overhead
7.2.1Monitoring requirements	53	45	52	35	78	76	64	38	64	42	40	42	60	☠️30	67	65	52	38	33	75	46	51	58	70	38	67	50	72	30	58	38	68	68	42	56	60	60	42	⭐88	66
7.2.2Content operations burden	45	☠️22	50	42	68	46	54	45	49	48	35	40	57	40	52	45	45	60	38	⭐72	50	42	66	56	42	50	45	71	35	61	48	58	50	44	65	50	52	50	32	45
7.2.3Performance management	48	40	55	42	80	78	78	45	76	45	50	52	70	☠️30	75	78	55	60	38	78	42	52	43	73	45	78	55	78	34	42	40	70	82	50	57	80	78	52	⭐88	68
Support & Resolution
7.3.1Support tier quality	55	42	56	45	44	52	52	55	64	50	45	45	48	45	52	55	65	☠️18	55	60	48	50	53	55	48	65	40	44	38	55	50	60	45	45	55	62	44	40	⭐84	67
7.3.2Community support quality	60	35	42	52	35	48	45	72	50	60	75	72	62	☠️30	63	48	45	55	42	52	43	38	48	50	57	58	70	80	50	50	32	38	42	58	70	45	68	80	⭐90	52
7.3.3Issue resolution velocity	48	34	51	52	35	45	62	60	60	54	42	48	60	42	53	48	55	62	42	47	40	47	42	52	45	60	45	⭐67	☠️30	53	45	50	42	50	63	65	50	50	38	62
8. Use-Case Fit
8. Use-Case Fit	55	⭐66	55	41	39	46	34	37	35	33	54	53	27	39	42	36	52	☠️27	44	34	59	48	58	52	33	34	47	41	53	59	51	48	40	30	44	44	40	46	49	42
Marketing Sites
8.1.1Landing page tooling	70	85	68	66	55	72	42	50	66	50	65	78	48	☠️35	86	54	70	38	65	55	64	72	77	74	48	74	57	63	70	79	72	72	88	38	58	78	⭐90	72	72	65
8.1.2Campaign management	58	78	76	35	40	53	32	35	28	30	35	38	40	30	78	35	63	☠️22	63	45	40	60	65	60	25	30	45	38	75	⭐79	62	44	50	25	38	48	32	40	40	63
8.1.3SEO tooling	79	84	65	69	50	48	38	55	62	44	78	80	72	☠️35	⭐87	46	68	62	62	55	62	60	76	70	68	60	42	55	65	80	77	67	55	40	65	67	80	82	82	69
8.1.4Performance marketing	58	74	70	52	40	42	☠️22	30	22	25	47	50	45	22	⭐80	32	60	32	60	30	45	43	66	70	40	28	38	35	62	73	72	64	38	22	55	35	55	55	55	64
8.1.5Personalization and targeting	45	80	82	30	63	65	22	☠️20	22	20	50	40	22	42	68	41	72	20	60	30	70	62	76	75	20	35	52	42	72	⭐86	70	67	30	20	62	80	70	40	48	63
8.1.6A/B testing and experimentation	58	78	80	20	60	72	20	25	22	☠️15	42	46	18	18	72	30	68	15	60	28	68	55	78	78	38	20	20	45	62	⭐83	70	60	63	25	58	72	74	44	60	42
8.1.7Content velocity	62	78	65	64	59	70	58	55	71	46	58	68	55	45	80	51	65	☠️35	56	60	60	68	74	70	47	68	45	63	58	⭐83	67	67	75	55	57	75	76	68	70	64
8.1.8Multi-channel publishing	65	⭐78	75	35	55	72	50	48	65	55	62	55	55	48	62	55	55	☠️25	50	62	65	52	65	65	45	48	42	67	62	65	52	48	55	57	50	48	32	48	55	62
8.1.9Marketing analytics integration	52	⭐80	70	42	53	65	58	35	28	28	45	52	60	28	74	28	58	30	55	28	52	60	66	62	☠️25	32	38	43	68	60	60	50	42	30	52	48	70	44	70	52
8.1.10Brand and design consistency	68	⭐82	55	55	50	60	35	38	45	35	58	58	40	45	65	32	62	30	48	45	62	58	65	65	35	58	48	45	70	78	62	62	57	☠️22	45	75	78	50	55	45
8.1.11Social and sharing integration	42	55	42	42	32	38	44	42	42	35	45	48	⭐60	☠️20	58	28	45	25	52	25	42	38	42	45	35	38	32	35	45	42	42	40	35	28	38	28	38	58	60	30
8.1.12Marketing asset management	72	⭐90	62	42	45	60	48	48	73	42	52	48	☠️32	55	42	40	55	35	45	45	58	62	67	62	38	45	38	58	60	84	55	55	56	42	42	52	38	45	50	58
8.1.13Marketing localization	62	⭐82	65	50	50	55	52	52	50	48	72	62	☠️20	60	68	55	62	40	55	52	60	60	68	62	45	57	44	45	70	79	62	48	57	52	48	55	62	46	48	60
8.1.14MarTech ecosystem connectivity	68	82	74	42	54	65	32	32	30	32	58	55	38	☠️22	⭐85	35	60	28	55	42	48	65	72	70	25	32	68	47	63	67	72	60	47	47	48	70	62	55	62	41
Commerce
8.2.1Product content depth	62	⭐75	65	46	55	52	48	65	58	52	70	72	25	☠️15	35	55	48	25	62	48	73	40	75	62	58	48	55	52	45	58	55	38	50	45	52	58	55	64	65	58
8.2.2Merchandising tools	47	70	⭐90	24	20	20	18	38	18	18	55	48	15	☠️10	25	22	35	22	55	20	55	30	68	55	20	18	56	20	40	52	38	18	15	15	42	28	18	54	55	44
8.2.3Commerce platform synergy	55	⭐85	84	40	60	50	40	58	60	35	40	60	28	☠️18	38	62	40	18	30	42	45	55	80	63	35	50	47	53	35	68	52	35	52	40	48	78	32	50	50	38
8.2.4Content-driven storytelling	45	72	68	32	45	45	38	50	60	38	68	62	28	☠️18	35	42	40	18	45	38	55	48	⭐73	58	35	42	35	55	42	48	45	30	58	42	38	62	60	64	65	48
8.2.5Checkout and cart content	38	45	55	22	18	32	28	48	28	18	42	35	☠️12	12	15	28	35	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	⭐65	22	18	45	20	38	18	20	38	42	☠️12	12	40	20	28	15	42	20	42	20	52	30	20	15	30	18	35	28	32	18	18	22	32	22	32	44	40	42
8.2.7B2B commerce content	52	60	62	30	22	32	22	48	25	35	65	58	22	32	35	32	42	28	42	28	⭐75	38	65	42	35	22	68	32	48	55	45	28	30	28	45	28	☠️18	40	38	32
8.2.8Search and discovery content	55	58	⭐88	32	28	44	25	35	32	28	58	50	☠️20	20	28	28	52	22	45	22	62	42	66	58	22	22	47	38	52	69	46	45	22	22	35	32	25	46	50	35
8.2.9Promotional content management	45	65	⭐75	35	30	40	32	42	35	34	55	52	25	☠️18	35	32	45	28	52	35	52	42	72	50	25	30	38	40	55	52	52	35	38	38	42	48	42	56	58	47
8.2.10Multi-storefront content	62	⭐75	72	40	48	48	40	52	28	42	50	55	☠️18	38	30	40	58	18	45	45	58	52	72	55	40	42	42	55	55	70	58	38	51	22	45	58	25	48	52	52
8.2.11Visual commerce and media	52	⭐82	68	35	35	48	30	38	52	35	40	40	☠️28	35	28	32	38	30	38	28	45	38	54	52	28	38	28	42	38	56	38	35	46	38	30	42	35	44	45	40
8.2.12Marketplace and seller content	28	⭐38	35	20	20	28	22	22	18	30	35	35	☠️12	12	15	25	22	22	18	18	22	25	25	28	25	18	32	27	22	22	22	18	22	22	20	15	15	38	32	22
8.2.13Commerce content localization	55	⭐72	65	40	48	52	38	52	58	45	72	62	☠️15	28	38	50	52	30	50	42	58	50	72	52	50	48	38	43	55	65	52	35	50	52	45	48	48	48	50	52
8.2.14Commerce conversion analytics	42	62	⭐72	25	18	45	55	28	18	18	28	35	20	☠️12	52	18	38	15	43	15	45	38	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	55	68	65	56	35	50	48	60	85	76	32	82	55	62	70	62	65	65	⭐88	70	73	68	75	40	85	62	80	82	68	63	70	55	68	42	☠️28	52	55	60
8.3.2Knowledge management	63	55	48	52	54	52	32	42	38	49	75	60	35	72	45	50	62	48	52	65	⭐78	58	63	52	48	38	75	55	68	73	55	57	47	48	65	28	☠️22	48	55	45
8.3.3Employee experience	51	48	25	50	30	28	22	25	☠️18	22	55	55	20	75	30	32	55	32	28	30	⭐83	45	52	45	30	22	67	30	55	52	45	55	25	25	52	18	18	38	35	32
8.3.4Internal communications	45	42	15	45	18	28	20	18	18	22	45	53	22	55	18	22	48	30	35	18	⭐70	45	45	38	20	☠️12	48	22	48	30	43	52	18	32	35	12	15	32	32	20
8.3.5People directory and org chart	32	28	12	28	15	20	15	18	18	25	48	48	☠️10	48	15	18	35	18	18	20	60	25	20	22	22	12	42	28	22	18	22	⭐62	12	28	22	10	12	26	22	15
8.3.6Policy and document management	45	52	20	42	28	34	28	28	33	34	55	45	18	52	18	30	42	24	40	30	⭐62	38	42	38	35	22	48	33	45	45	38	42	28	38	38	☠️10	18	30	30	28
8.3.7Onboarding content delivery	35	32	15	32	18	25	15	18	15	22	42	45	18	38	18	22	35	18	22	20	⭐55	30	32	30	20	18	54	28	38	28	38	32	22	28	28	☠️12	15	26	25	22
8.3.8Enterprise search quality	60	48	38	38	27	38	22	22	22	22	⭐68	58	22	42	22	24	62	28	36	20	68	42	50	48	22	☠️18	52	25	55	55	56	68	18	32	38	18	18	40	48	30
8.3.9Mobile and frontline access	35	38	42	30	22	35	30	25	☠️18	28	42	42	30	40	25	25	38	30	28	20	50	32	32	35	25	28	⭐57	28	32	35	32	38	25	32	30	20	25	36	38	28
8.3.10Learning and training integration	32	28	12	25	12	22	15	12	12	15	⭐55	48	12	32	15	22	28	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	32	12	22	18	18	18	18	62	55	22	45	15	15	28	25	15	12	⭐68	22	18	22	15	12	62	20	22	18	18	55	12	18	30	☠️10	12	32	28	15
8.3.12Workplace tool integration	32	32	22	25	38	35	45	☠️15	22	28	52	52	25	22	38	20	42	28	18	20	⭐72	28	42	30	22	20	52	35	38	34	48	45	28	22	28	15	22	28	32	20
8.3.13Content lifecycle and archival	50	50	42	44	32	35	30	30	32	33	60	50	☠️18	48	20	22	50	32	38	48	55	38	45	45	25	18	48	34	48	⭐65	28	58	28	32	32	25	22	26	25	30
8.3.14Internal analytics and engagement	38	44	28	30	22	30	28	18	15	18	38	35	22	32	25	15	42	20	28	15	⭐52	30	40	36	15	15	42	22	42	40	40	42	☠️12	18	28	12	15	26	28	20
Multi-Brand / Multi-Tenant
8.4.1Tenant isolation	78	⭐90	64	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	65	58	44	50	38	55	25	38	57	62	25	60	44	47	65	☠️22	55	45	62	65	73	67	42	55	55	57	75	82	68	58	60	25	62	78	62	56	65	58
8.4.3Governance model	73	⭐92	61	62	57	66	48	47	38	35	67	63	☠️22	65	42	52	67	25	53	50	68	65	68	62	38	40	65	53	72	87	62	63	63	25	58	70	48	48	68	58
8.4.4Scale economics	65	65	55	65	42	50	45	65	40	56	60	⭐73	52	37	☠️30	45	50	50	54	40	56	55	55	48	48	50	35	55	45	46	68	45	48	40	65	58	38	56	55	50
8.4.5Brand theming and style isolation	68	⭐80	58	52	38	45	35	40	25	42	60	58	35	60	52	25	62	35	42	22	62	55	60	55	30	42	48	42	72	73	60	58	45	☠️18	45	72	58	56	60	48
8.4.6Localized content governance	55	⭐76	58	40	42	50	32	35	35	30	52	45	☠️15	52	35	37	60	20	45	32	55	52	63	50	35	38	42	37	62	66	50	42	42	22	38	40	32	38	40	42
8.4.7Cross-brand analytics	38	⭐62	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	28	32	35	42	38	18	18	25	28	25	32	45	22
8.4.8Brand-specific workflows	55	⭐72	52	48	42	55	40	32	50	32	62	48	25	52	42	42	60	☠️22	50	42	62	48	63	58	30	38	52	42	68	65	55	55	50	28	45	43	42	42	45	48
8.4.9Content syndication and sharing	65	⭐88	48	40	22	35	35	42	22	30	48	38	18	62	28	44	58	☠️15	40	25	62	65	52	45	30	25	38	43	62	64	58	50	33	18	35	61	38	40	42	42
8.4.10Regional compliance controls	55	⭐66	52	44	28	45	☠️18	25	32	25	62	45	22	42	32	28	52	20	40	35	50	40	38	42	22	30	38	37	52	65	48	48	30	28	32	28	25	36	40	32
8.4.11Design system management	68	⭐80	50	44	32	38	22	22	22	22	55	52	18	48	32	22	55	18	28	☠️15	58	52	49	55	22	44	50	38	55	70	52	58	47	18	37	72	58	36	38	38
8.4.12Cross-brand user management	68	⭐74	62	55	55	58	48	48	50	40	57	52	☠️18	58	45	48	68	18	52	45	68	65	67	60	48	45	62	52	70	72	60	55	59	28	55	60	55	54	60	57
8.4.13Multi-brand content modeling	55	⭐70	55	40	35	38	32	45	30	35	55	48	☠️15	42	30	37	50	18	42	35	52	58	59	58	35	32	42	55	58	62	48	48	38	18	40	58	25	38	40	42
8.4.14Portfolio-level reporting	40	⭐58	42	25	22	30	15	18	☠️12	18	28	30	12	18	22	15	38	12	25	12	42	28	28	28	15	15	32	18	28	28	38	35	15	18	20	20	18	30	35	20
9. Regulatory Readiness & Trust
9. Regulatory Readiness & Trust	76	78	73	51	78	73	36	43	48	51	43	42	41	66	77	68	55	☠️31	47	75	75	62	72	70	39	43	⭐87	63	62	80	65	56	64	49	60	52	58	43	68	56
Data Privacy & Regulatory
9.1.1GDPR & EU data protection	82	85	84	44	85	85	45	52	70	62	50	48	64	72	85	82	80	40	62	82	80	70	80	81	☠️38	65	⭐92	80	70	85	68	72	82	60	75	82	68	52	82	67
9.1.2HIPAA & healthcare compliance	78	75	62	74	72	50	25	20	28	25	35	28	22	55	76	42	55	☠️18	38	64	68	25	72	74	20	25	⭐88	54	40	82	74	25	40	22	35	25	28	35	52	30
9.1.3Regional & industry regulations	78	81	67	68	75	72	30	30	50	38	30	40	32	52	72	62	50	☠️18	42	64	65	49	68	57	22	43	⭐92	60	58	77	64	50	58	28	53	50	55	30	82	52
Security Certifications
9.2.1SOC 2 Type II	85	80	85	65	88	88	28	35	32	85	20	22	28	66	88	82	30	☠️5	35	85	78	85	82	82	25	60	⭐93	72	75	88	80	55	50	82	35	85	78	20	55	76
9.2.2ISO 27001 / ISO 27018	75	85	80	62	80	75	30	30	72	35	20	22	28	72	70	72	72	☠️5	52	83	80	72	78	82	25	52	⭐92	38	75	85	65	65	65	40	74	35	82	20	62	72
9.2.3Additional certifications	75	82	68	68	76	55	32	40	42	45	15	32	32	63	66	60	56	☠️5	45	73	70	55	68	58	20	45	⭐85	48	65	79	62	60	55	22	45	45	62	15	72	45
Data Governance
9.3.1Data residency & sovereignty	77	84	79	35	78	83	55	40	48	63	80	50	45	80	78	84	72	78	70	78	80	80	70	72	80	☠️33	⭐90	75	80	82	72	65	78	76	80	68	40	80	75	72
9.3.2Data lifecycle & deletion	68	74	72	45	78	78	50	48	58	57	45	55	62	62	78	72	68	32	55	72	76	55	68	62	☠️28	50	⭐86	65	55	77	56	52	65	44	58	50	60	48	72	60
9.3.3Audit logging & compliance reporting	76	79	74	45	⭐89	75	48	40	58	56	55	50	☠️28	70	76	65	62	38	52	74	75	76	72	65	44	35	89	68	60	82	65	60	68	55	57	42	65	50	75	50
Platform Accessibility
9.4.1Authoring UI accessibility	70	64	65	35	62	67	☠️25	63	35	40	62	62	56	62	⭐78	60	32	55	30	77	72	52	66	65	62	30	72	62	55	74	55	52	72	50	72	35	52	60	68	42
9.4.2Accessibility documentation	60	74	58	28	65	62	☠️22	70	25	32	45	50	42	58	72	48	25	25	25	64	72	42	55	50	42	22	⭐80	56	38	65	46	55	60	30	62	25	45	42	55	30
10. AI Enablement
10. AI Enablement	62	75	62	20	75	60	62	30	30	48	57	56	19	22	59	42	52	22	☠️15	63	51	49	65	⭐76	41	38	55	71	42	75	53	34	57	32	48	63	60	52	47	57
AI Content Creation
10.1.1AI text generation & editing	62	70	68	30	⭐82	78	78	40	25	55	62	70	15	35	78	66	60	28	☠️12	70	55	63	70	81	42	52	52	82	58	80	72	52	74	28	64	75	68	60	52	65
10.1.2AI image & media generation	60	⭐82	35	20	65	40	82	28	28	55	55	54	20	25	52	22	15	25	☠️8	52	50	70	62	65	30	22	15	73	40	66	42	20	52	45	40	45	60	57	42	45
10.1.3AI translation assistance	57	70	48	15	⭐78	52	68	45	38	72	55	62	15	40	68	64	65	20	☠️10	72	55	65	62	64	38	60	20	72	55	75	52	20	75	50	34	68	58	56	40	55
10.1.4AI metadata & SEO automation	65	80	52	28	72	62	65	30	22	35	55	62	25	25	65	38	65	30	☠️10	67	42	62	72	⭐83	42	63	28	70	48	74	66	38	68	28	52	72	75	58	50	67
AI Workflow Automation
10.2.1AI-assisted content operations	62	73	68	22	⭐82	67	72	☠️18	22	50	65	70	18	38	62	50	62	22	22	72	52	48	66	78	35	58	28	74	52	74	55	35	65	35	48	74	55	52	58	60
10.2.2Agentic workflow automation	70	80	82	☠️5	72	75	80	22	22	47	67	55	12	8	75	58	62	8	5	82	50	45	65	⭐90	28	44	82	86	35	89	55	25	70	25	52	82	65	50	55	68
10.2.3Content intelligence & insights	56	68	60	☠️10	62	58	50	14	18	35	45	42	15	10	58	18	40	20	18	64	42	15	63	73	30	20	35	67	35	⭐74	56	58	30	12	30	55	58	40	65	50
10.2.4AI content auditing & quality	68	⭐76	38	10	62	50	55	12	20	25	58	42	12	15	45	38	55	20	☠️8	70	30	22	62	65	30	20	35	70	48	65	48	55	37	12	28	62	62	42	22	55
AI Search & Personalization
10.3.1AI/semantic search	60	67	⭐80	15	70	28	38	28	22	20	47	55	20	☠️12	25	20	25	20	22	65	62	55	60	76	56	20	58	75	35	74	64	68	30	28	46	64	38	50	18	35
10.3.2AI-powered personalization	62	87	⭐88	12	76	72	22	☠️10	15	10	30	28	12	20	58	15	25	18	35	28	48	25	73	84	25	18	78	38	62	81	70	22	35	12	24	57	70	32	40	42
AI Platform & Extensibility
10.4.1MCP server availability	58	⭐92	78	42	88	40	84	68	65	82	42	42	52	☠️0	65	68	68	38	0	78	48	58	70	80	67	72	68	90	30	88	42	5	74	55	68	82	82	58	72	78
10.4.2Bring your own AI model/key (BYOM/BYOK)	76	55	58	32	⭐88	80	32	50	44	74	85	80	8	48	58	8	82	38	25	20	72	82	52	55	65	12	82	60	22	40	35	☠️5	60	45	82	40	12	80	55	55
10.4.3AI developer extensibility & agent APIs	66	⭐86	72	28	85	67	82	55	62	55	68	68	45	32	52	52	60	35	☠️25	68	58	62	70	75	65	66	77	85	35	86	35	30	60	64	60	70	73	68	62	62
10.4.4AI governance, safety & audit trails	64	76	52	20	⭐84	65	63	22	30	72	63	68	10	10	72	68	62	10	☠️8	84	52	42	64	80	32	28	82	63	42	84	50	42	58	20	54	52	62	45	52	60
10.4.5AI observability & usage analytics	34	62	35	8	48	67	68	18	18	45	63	48	10	8	50	42	30	8	☠️5	45	40	12	60	⭐82	22	16	72	62	25	62	36	18	72	22	44	30	52	42	20	57