IT documentation for enterprise buyers
Asked as “IT documentation platform”, and as “IT knowledge and asset documentation tool”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
21%
Contested · Atlassian Confluence 17%
21Confluence17Atlassian Confluence13ServiceNow49others
21% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Hudu vs NotionHudu vs IT GlueHudu vs GitBookHudu vs DocusaurusConfluence vs Document360Confluence vs BookStackConfluence vs NotionConfluence vs IT GlueConfluence vs GitBookConfluence vs DocusaurusDocument360 vs BookStackDocument360 vs NotionDocument360 vs IT GlueDocument360 vs GitBookDocument360 vs DocusaurusBookStack vs NotionBookStack vs IT GlueBookStack vs GitBookBookStack vs DocusaurusNotion vs IT GlueNotion vs GitBookNotion vs DocusaurusIT Glue vs GitBookIT Glue vs DocusaurusGitBook vs Docusaurus
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10S11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Confluence21%
Confluence21%02Atlassian Confluence17%
Atlassian Confluence17%03ServiceNow13%
ServiceNow13%04IT Glue8%
IT Glue8%05Hudu8%
Hudu8%06Document3604%
Document3604%07GitBook4%
GitBook4%08Microsoft SharePoint2%
Microsoft SharePoint2%09ServiceNow Knowledge Management0%
ServiceNow Knowledge Management0%10Guru0%
Guru0%11Slab0%
12Notion0%
Notion0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Notion59%
24 of 41 labels negative · 13 of 14 models · 6 hard negative
“the platforms to most often **avoid or scrutinize heavily** are: - **Consumer-first note apps** that get stretched into a wiki, such as **Notion** or similar tools” GPT-5.4 mini, negative prompt
Confluence28%
13 of 47 labels negative · 11 of 14 models · 1 hard negative
“Many IT teams report that Confluence becomes a documentation graveyard—content goes in but rarely gets updated, and search quality degrades” Claude Haiku 4.5, negative prompt
IT Glue35%
13 of 37 labels negative · 6 of 14 models · 4 hard negative
“Platforms to Avoid or Be Cautious About ... IT Glue ⚠️ ... Best suited for: MSPs ... not large internal enterprise IT teams” Kimi K2, negative prompt
Hudu24%
4 of 17 labels negative · 4 of 14 models · 2 hard negative
“it lacks advanced enterprise features such as robust search, multi-tenant client portal capabilities, and deep integrations” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1256 links across 337 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · ONES.com44 answers · 84 citations · 11 models
vendor site · Ferndesk39 answers · 48 citations · 12 models
vendor site · GitBook29 answers · 44 citations · 12 models
vendor site · Document36029 answers · 30 citations · 11 models
26 answers · 26 citations · 11 models
vendor site · Docsie23 answers · 49 citations · 11 models
vendor site · Atlassian20 answers · 27 citations · 11 models
vendor site · FitGap20 answers · 21 citations · 8 models
vendor site · NinjaOne17 answers · 18 citations · 8 models
17 answers · 17 citations · 9 models
vendor site · ClickUp17 answers · 17 citations · 8 models
vendor site · Atera16 answers · 16 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
38 answers · 12 models
26 answers · 11 models
25 answers · 10 models
20 answers · 8 models
19 answers · 9 models
17 answers · 8 models
17 answers · 8 models
16 answers · 8 models
15 answers · 8 models
13 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best it documentation platform”, “it documentation platform”, “it documentation platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Confluence atlassian.com Confluence 21%, Atlassian Confluence 17% | 38% | 155 | 165,000 | 6,617 | 4,724,388 | $5,906 | 61 | 6 |
| ServiceNow servicenow.com | 13% | 63 | 135,000 | 13,451 | 689,216 | $673 | 101 | |
| IT Glue itglue.com | 8% | 118 | 6,600 | 231,373 | 20,566 | 18 | ||
| Hudu hudu.com | 8% | 88 | 3,600 | 67 | 2,315 | 1 | ||
| Document360 document360.com | 4% | 94 | 1,300 | 20 | 15,294 | $648 | 92 | |
| GitBook gitbook.com | 4% | 55 | 6,600 | 113 | 10,118 | 1 | 4 | |
| ServiceNow parent site ServiceNow IT Asset Management 4%, ServiceNow Knowledge Management 0% | 4% | 139 | 135,000 | 13,451 | ||||
| Microsoft parent site Microsoft SharePoint 2% | 2% | 12 | 2,240,000 | 403,136 | ||||
| Docsie docsie.io | 2% | 7 | ||||||
| ClickUp Docs clickup.com | 2% | 18 | 170 | 19 | 322,021 | $1,470 | 120 |
Google's top ten for the three searches hold 19 sites; 4 of them are among the sites the models cited here (atlassian.com, capterra.com, ferndesk.com, gitbook.com). The first result for “best it documentation platform” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best IT documentation platform for an enterprise B2B company?”Paraphrase“Which IT knowledge and asset documentation tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade IT documentation platforms and how do they differ?”Budget-constrained“What is the best IT documentation platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an IT documentation platform. What should we look at?”Negative“Which IT documentation platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5GitBookServiceNowChangedConfluenceagainst: ServiceNow Knowledge ManagementHudu, IT Portalno first choiceagainst: BookStack, Confluence, Hudu, IT Glue
Two alternatives
Confluence, Document360Three alternatives
BMC Helix CMDB, Confluence, FreshserviceThree alternatives
BookStack, Document360, IT GlueTwo alternatives
Confluence, Microsoft SharePointGPT-5.4 miniConfluenceServiceNowChangedAtlassian ConfluenceConfluence Data Centeragainst: Confluenceno first choiceagainst: Confluence, GitHub, Notion
One alternative
Document360Four alternatives
Confluence, IT Glue, Jira Service Management, LansweeperSix alternatives
Document360, Guru, Nuclino, ServiceNow Knowledge Management, Slab, XWikiOne alternative
ConfluenceGemini 3.5 FlashHuduagainst: IT GlueAtlassian StackChangedagainst: IT GlueHudu, IT GlueBookStackagainst: Confluence, IT Glue, NotionHuduagainst: IT Glueagainst: Atlassian Confluence, BookStack, Coda, Craft, IT Glue, IT Portal, Microsoft SharePoint, Notion, Outline, Wiki.js
Five alternatives
Atlassian Confluence, Document360, GitBook, Mintlify, ONES WikiFour alternatives
Hudu, Notion, ServiceNow, ZluriThree alternatives
Atlassian Confluence, GitBook, ServiceNow Knowledge ManagementFive alternatives
Docmost, IT Portal, Microsoft SharePoint, Outline, Valoryx CloudTwo alternatives
Confluence, ServiceNowPerplexity SonarConfluenceConfluenceHeldIT Glueagainst: NinjaOne DocumentationClickUp Docsagainst: Notionno first choiceagainst: Bit.ai, Confluence, HelpCrunch Docs, Notion, ServiceNow Knowledge Management, Tettra
Three alternatives
Document360, GitBook, ServiceNow Knowledge ManagementThree alternatives
Bloomfire, IT Glue, NinjaOne IT DocumentationFive alternatives
ClickUp Docs, Confluence, Document360, GitBook, MintlifyOne alternative
GitBookGrok 4.1 FastAtlassian ConfluenceServiceNowChangedagainst: Freshservice, IT Glue, ManageEngine ServiceDesk PlusConfluence, Hudu, IT GlueAtlassian Confluenceagainst: Docs-like tools, GitBook, ReadMe, ServiceNow ITBM, TettraDocument360, IT Glueagainst: Slabagainst: BookStack, Confluence, Docusaurus, GitBook, Google Docs, Microsoft Word, MkDocs, Notion, Nuclino, Obsidian
Four alternatives
GitBook, Guru, Notion, SlabTwo alternatives
Confluence, Jira Service ManagementFive alternatives
ClickUp Docs, GitBook, NinjaOne Documentation, Notion, SlabTwo alternatives
Microsoft SharePoint, NotionTwo alternatives
Confluence, NotionMistral SmallConfluenceIT GlueChangedConfluenceMicrosoft SharePointagainst: IT Glueno first choiceagainst: Atlassian Compass, Confluence, Guru, Microsoft Loop, Notion, Scribe, Slab, Tettraagainst: Confluence, Document360, Hudu, NinjaOne Documentation, Scribe, SharePoint
Two alternatives
Document360, ZendeskTwo alternatives
AssetSonar, ConfluenceSix alternatives
Document360, GitBook, IT Glue, NinjaOne Documentation, Notion, SliteOne alternative
ConfluenceDeepSeek V4 FlashAtlassian Confluenceagainst: NotionServiceNow IT Asset ManagementChangedAtlassian Confluenceagainst: NotionDocument360, XWikiagainst: Confluence, Ferndesk, Guru, Hudu, IT Glue, NotionConfluenceagainst: Notion, Slab, Sliteagainst: Atlassian Confluence, ClickUp Docs, Coda, DokuWiki, Google Docs, IT Glue, MediaWiki, Notion, Slab, Slite, Tettra, XWiki
Four alternatives
Document360, GitBook, Hudu, IT GlueFour alternatives
Confluence, Document360, IT Glue, OpenText Asset ManagementSix alternatives
Document360, GitBook, Guru, Mintlify, ServiceNow Knowledge Management, SliteOne alternative
HelpjuiceTwo alternatives
Document360, GuruLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceagainst: NotionConfluenceagainst: GitHub, Notion
Three alternatives
Docsie, Document360, GitBookQwen 3.7 FlashAtlassian ConfluenceServiceNowChangedagainst: Freshservice, Jira Service ManagementAtlassian ConfluenceDocsieagainst: Document360GitBookagainst: Notionagainst: Coda, Confluence, DokuWiki, Notion, Redoc, SharePoint, Slack, Swagger UI, Teams "Docs"
Four alternatives
Document360, GitBook, Notion, StaxTwo alternatives
BMC Helix / Remedy, IvantiFour alternatives
Document360, Microsoft SharePoint, ONES Wiki, ServiceNow Knowledge ManagementTwo alternatives
Atlassian Confluence, SharePointTwo alternatives
Confluence, Document360Kimi K2Atlassian Confluence, ServiceNowServiceNow IT Asset ManagementChangedagainst: IT GlueIT GlueConfluenceagainst: Document360, GitBook, Glean, Guru, IT GlueConfluence, Hudu, IT Glueagainst: Notionagainst: BookStack, Confluence, IT Glue, Notion, Nuclino
Three alternatives
Document360, IT Glue, ZendeskOne alternative
Atlassian SuiteFive alternatives
Atlassian Confluence, Document360, Microsoft SharePoint, Notion, ServiceNow Knowledge ManagementThree alternatives
Document Compliance Network, Helpjuice, SharePointOne alternative
Document360GLM 4.7 FlashXAtlassian ConfluenceAtlassian ConfluenceHeldIT GlueConfluenceno first choiceagainst: Confluence, DITA/XML-based tools, MadCap Flare, Notion
Four alternatives
Docsie, Document360, GitBook, ONES WikiFive alternatives
Bloomfire, IT Glue, Lark, ONES Wiki, ServiceNow IT Asset ManagementFive alternatives
Confluence, Document360, GitBook, Guru, NinjaOne DocumentationTwo alternatives
ONES Wiki, Perfect WikiMiniMax M2.5ConfluenceServiceNowChangedConfluenceHelpjuiceagainst: Confluenceno first choiceagainst: Atlassian Confluence, Notion
Two alternatives
Document360, NotionThree alternatives
BMC Helix ITSM, Ivanti Neurons for ITSM, ManageEngine ServiceDesk PlusFive alternatives
Document360, GitBook, Mintlify, Notion, Read the DocsFour alternatives
BookStack, Hudu, IT Glue, JamdeskGPT-6 LunaConfluenceServiceNowChangedHudu, IT GlueSharePointagainst: Huduno first choiceagainst: Confluence Server, Notion, SharePoint Server 2016 or 2019, SharePoint Server Subscription Edition
Two alternatives
Hudu, ServiceNow Knowledge ManagementOne alternative
Jira Service ManagementFour alternatives
Confluence, IT Portal, Microsoft SharePoint, ServiceNow Knowledge ManagementOne alternative
IT GlueMuse Glimmer 30BAtlassian ConfluenceIT GlueChangedAtlassian Confluenceagainst: NotionAtlassian Confluence Data Center, Jamdeskagainst: Document360, GitBook, SliteAtlassian Confluenceagainst: Notionagainst: Atlassian Confluence, Datadog, Docusaurus, GitHub, Google Drive, Notion, Slack
Three alternatives
Document360, GitBook, ONES WikiTwo alternatives
Atlassian Confluence Data Center + Jira Service Management, ServiceNow Knowledge ManagementFour alternatives
GitBook, Microsoft SharePoint, Nuclino, SlabTwo alternatives
BookStack, MediaWikiTwo alternatives
Guru, SliteBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:48 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:15 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:34 | yes | 16 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:05 | yes | 23 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:46 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:28 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:54 | yes | 22 | 48 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:12 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:00 | no | 0 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:47 | yes | 15 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:21 | yes | 22 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:27 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:35 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:33 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:16 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:08 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:21 | yes | 13 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:24 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:17 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:05 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:44 | yes | 22 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:29 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:03 | yes | 5 | 13 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:52 | yes | 24 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:29 | yes | 25 | 99 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:24 | yes | 10 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:34 | yes | 2 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:34 | yes | 13 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:14 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:40 | yes | 8 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:30 | yes | 26 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:27 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 20 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:56 | yes | 15 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:49 | yes | 25 | 60 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:11 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:54 | yes | 20 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:29 | yes | 25 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:48 | yes | 22 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:46 | yes | 10 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:46 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:34 | yes | 25 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:08 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:25 | yes | 18 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:16 | yes | 25 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:31 | yes | 24 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:48 | yes | 20 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:08 | yes | 23 | 49 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:57 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:16 | yes | 25 | 72 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 25 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:46 | yes | 21 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:37 | yes | 22 | 45 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:25 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:01 | yes | 19 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:49 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:44 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:22 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:06 | yes | 19 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:48 | yes | 25 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:41 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:56 | yes | 24 | 68 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:06 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:20 | yes | 10 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:51 | yes | 24 | 56 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:02 | yes | 15 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:02 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:02 | yes | 3 | 33 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:53 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:04 | yes | 28 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:52 | yes | 1 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:10 | yes | 26 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:54 | yes | 23 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:19 | yes | 20 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:51 | yes | 17 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:55 | yes | 25 | 72 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:30 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:57 | no | 0 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:57 | yes | 21 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:05 | yes | 25 | 82 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:59 | yes | 25 | 64 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:42 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:03 | yes | 25 | 37 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ClickUp read as ClickUp Docs
NinjaOne read as NinjaOne Documentation
ONES.com read as ONES Wiki
ONES.com (ONES Wiki) read as ONES Wiki
Unresolved, counted raw
Atlassian Confluence Data Center
Atlassian Confluence Data Center + Jira Service Management
Atlassian Stack (Confluence + Jira Service Management "Assets")
Atlassian Suite (Confluence + Jira Service Management with Assets)
Craft
DITA/XML-based tools
Docs-like tools
Document Compliance Network (DCN)
HelpCrunch Docs
Internal
NinjaOne IT Documentation
OpenText Asset Management
Perfect Wiki
Productive
Redoc
ServiceNow CMDB/documentation
SharePoint Server 2016 or 2019
SharePoint Server Subscription Edition
Stax (formerly StickyInkwit)
Swagger UI
Teams "Docs"
Valoryx Cloud
Zendesk Sunshine Answers
Discontinued, still offered
No shut-down product was recommended here.