SaaS AI Stack Ratings 2026

60 entities rated with an average AI score of 52/100 (B). Based on public repository analysis of AI tools, dependencies, and security signals. Updated June 2026.

60
Entities Rated
B
Avg Rating
52
Avg Score
0
With Critical Issues
#EntityIndustryCountryRatingScoreAI ToolsCritical
1Hugging Faceai_platformA80360
2Weights & BiasesmlopsBBB75350
3GrammarlywritingBBB7190
4GitHub Copilotdeveloper_toolsBBB71100
5Weaviatevector_dbBBB70150
6GrafanamonitoringBBB6920
7Pineconevector_dbBBB69210
8Zendeskcustomer_supportBBB6910
9PagerDutyincident_managementBBB6810
10Replitdeveloper_toolsBBB6710
11LangChainai_frameworkBBB66250
12Monday.comproject_managementBB6490
13Replicateai_platformBB64200
14JaspermarketingBB6410
15NotionproductivityBB6350
16PostHoganalyticsBB6310
171PasswordsecurityBB6310
18AmplitudeanalyticsBB6310
19Asanaproject_managementBB6310
20Linearproject_managementBB6140
21ElasticsearchBB61130
22Verceldeveloper_toolsBB6190
23CloudflareinfrastructureBB5990
24NeondatabaseBB5640
25SnowflakedataBB5660
26Qdrantvector_dbB54140
27Together AIai_platformB5420
28StripefintechB5320
29Supabasedeveloper_toolsB5080
30Anyscaleai_platformB4930
31SalesforcecrmB4840
32SentrymonitoringB4820
33DatabricksdataB4820
34RenderinfrastructureB47100
35ServiceNowit_managementB4650
36PlanetScaledatabaseCCC4530
37AdobecreativeCCC4350
38RunwaycreativeCCC4260
39MixpanelanalyticsCCC4010
40CanvacreativeCCC4010
41FigmadesignCCC4020
42LoomvideoCCC4010
43ClickUpproject_managementCCC4010
44TwiliocommunicationCCC4010
45MongoDBdatabaseCCC4010
46OktaidentityCCC4010
47ZoomcommunicationCCC4010
48MirocollaborationCCC4010
49Windsurfdeveloper_toolsCCC4010
50Cursordeveloper_toolsCCC4010
51DatadogmonitoringCCC4020
52DescriptmediaCCC4010
53Intercomcustomer_supportCCC4010
54SegmentanalyticsCCC4010
55SlackcommunicationCCC4010
56AirtableproductivityCCC4010
57ShopifyecommerceCCC4010
58Railwaydeveloper_toolsCCC3330
59Atlassianproject_managementCCC3330
60HubSpotcrmCC2830

Methodology: Based on analysis of public GitHub repositories, published dependencies, and public documentation. Ratings reflect publicly observable AI stack health and may not represent the complete internal technology stack.

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