IT documentation
Asked as “IT documentation platform”, and as “IT knowledge and asset documentation tool”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
29%
Contested · Confluence 21%
29Hudu21Confluence18BookStack32others
29% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Hudu (29%) replaces Confluence (17% then, 21% now), 8 points clear, inside the 11-point floor.Hudu leads at 29%, replacing Confluence, which led at 17% and stands at 21% now: 8 points clear, inside the floor, so the swap reads as unsettled.
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.
Small business
Hudu27%Contested↗new leaderNew leader since October 2026: Hudu (27%) replaces Notion (30% then, 15% now), 12 points clear, past the 11-point floor.Standing →Mid-marketHudu29%Contested↗new leaderNew leader since October 2026: Hudu (29%) replaces Confluence (17% then, 21% now), 8 points clear, inside the 11-point floor.This pageEnterprise
Confluence24%Contested▼−14Since October 2026: 38% → 24%, −14 points. Past the 11-point floor: movement.Standing →
Hudu27%Contested↗new leaderNew leader since October 2026: Hudu (27%) replaces Notion (30% then, 15% now), 12 points clear, past the 11-point floor.Standing →Mid-marketHudu29%Contested↗new leaderNew leader since October 2026: Hudu (29%) replaces Confluence (17% then, 21% now), 8 points clear, inside the 11-point floor.This pageEnterpriseConfluence24%Contested▼−14Since October 2026: 38% → 24%, −14 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Hudu29%8%53accepted challenger▲+12Since October 2026: 17% → 29%, +12 points. Past the 11-point floor: movement.17% → 29%
Hudu29%8%53accepted challenger▲+12Since October 2026: 17% → 29%, +12 points. Past the 11-point floor: movement.17% → 29%02Confluence21%18%73accepted challenger▲+4Since October 2026: 17% → 21%, +4 points. Inside the 11-point floor: within noise.17% → 21%
Confluence21%18%73accepted challenger▲+4Since October 2026: 17% → 21%, +4 points. Inside the 11-point floor: within noise.17% → 21%03
BookStack18%10%30accepted challenger▲+5Since October 2026: 13% → 18%, +5 points. Inside the 11-point floor: within noise.13% → 18%
BookStack18%10%30accepted challenger▲+5Since October 2026: 13% → 18%, +5 points. Inside the 11-point floor: within noise.13% → 18%04
Freshservice9%0%18accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%
Freshservice9%0%18accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%05
IT Glue9%34%56criticized challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%
IT Glue9%34%56criticized challenger▲+5Since October 2026: 4% → 9%, +5 points. Inside the 11-point floor: within noise.4% → 9%06
Document3605%6%35accepted challenger▼−10Since October 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise.15% → 5%
Document3605%6%35accepted challenger▼−10Since October 2026: 15% → 5%, −10 points. Inside the 11-point floor: within noise.15% → 5%07
Notion2%32%41criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%
Notion2%32%41criticized challenger▼−6Since October 2026: 8% → 2%, −6 points. Inside the 11-point floor: within noise.8% → 2%08
ONES Wiki2%0%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
ONES Wiki2%0%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%09
Docusaurus2%18%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Docusaurus2%18%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
15SharePoint0%33%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
14NinjaOne Documentation0%22%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13Wiki.js0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
10
GitBook0%15%33accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
GitBook0%15%33accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%11
Nuclino0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Nuclino0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Slite0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Slite0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
All twenty-eight head-to-head pages: the top eight products, each against each
Hudu vs IT GlueHudu vs Document360Hudu vs NotionHudu vs ONES WikiConfluence vs BookStackConfluence vs FreshserviceConfluence vs IT GlueConfluence vs Document360Confluence vs NotionConfluence vs ONES WikiBookStack vs FreshserviceBookStack vs IT GlueBookStack vs Document360BookStack vs NotionBookStack vs ONES WikiFreshservice vs IT GlueFreshservice vs Document360Freshservice vs NotionFreshservice vs ONES WikiIT Glue vs Document360IT Glue vs NotionIT Glue vs ONES WikiDocument360 vs NotionDocument360 vs ONES WikiNotion vs ONES Wiki
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 →
010203040506070809101112W13
N14
S15
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Hudu29%
Hudu29%02Confluence21%
Confluence21%03BookStack18%
BookStack18%04Freshservice9%
Freshservice9%05IT Glue9%
IT Glue9%06Document3605%
Document3605%07Notion2%
Notion2%08ONES Wiki2%
ONES Wiki2%09Docusaurus2%
Docusaurus2%10GitBook0%
GitBook0%11Nuclino0%
Nuclino0%12Slite0%
Slite0%13Wiki.js0%
14NinjaOne Documentation0%
15SharePoint0%
What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
IT Glue34%
19 of 56 labels negative · 12 of 14 models · 3 hard negative
“Stagnant development and lack of meaningful updates in recent years; search functionality is often criticized as weak or unreliable; high pricing” Grok 4.20, negative prompt
Confluence18%
13 of 73 labels negative · 10 of 14 models · 1 hard negative
“Generic Wikis (Confluence, Notion, MediaWiki, Dokuwiki) - Why to avoid: These are widely criticized as "considered harmful" for serious documentation” GLM 4.7 FlashX, negative prompt
Notion32%
13 of 41 labels negative · 9 of 14 models · 3 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” Muse Glimmer 30B, negative prompt
GitBook15%
5 of 33 labels negative · 5 of 14 models · 1 hard negative
“severe performance problems: lagging interfaces, slow updates, and general unusability for some teams” Grok 4.20, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
77 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. 885 links across 265 sites, every framing counted. Ranked by the number of answers carrying the site or page. 34 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · ONES.com39 answers · 79 citations · 11 models
30 answers · 43 citations · 11 models
27 answers · 33 citations · 11 models
vendor site · Kaseya19 answers · 21 citations · 10 models
vendor site · Ferndesk19 answers · 20 citations · 9 models
vendor site · G217 answers · 25 citations · 7 models
14 answers · 37 citations · 8 models
vendor site · NinjaOne14 answers · 17 citations · 8 models
vendor site · SourceForge14 answers · 14 citations · 10 models
13 answers · 17 citations · 8 models
13 answers · 13 citations · 7 models
11 answers · 12 citations · 6 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.
27 answers · 11 models
26 answers · 10 models
19 answers · 9 models
19 answers · 10 models
19 answers · 9 models
13 answers · 7 models
13 answers · 7 models
11 answers · 7 models
8 answers · 6 models
8 answers · 5 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 |
|---|---|---|---|---|---|---|---|---|
| Hudu hudu.com | 29% | 121 | 3,600 | 67 | 2,315 | 1 | ||
| Confluence atlassian.com Confluence 21%, Jira Service Management 0% | 21% | 335 | 165,000 | 6,617 | 4,724,388 | $5,906 | 61 | 6 |
| BookStack bookstackapp.com | 18% | 71 | 12,100 | 98 | 9,396 | |||
| Freshservice freshworks.com | 9% | 423 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| IT Glue itglue.com | 9% | 150 | 6,600 | 231,373 | 20,566 | 18 | ||
| Document360 document360.com | 5% | 110 | 1,300 | 20 | 15,294 | $648 | 92 | |
| Notion notion.com | 2% | 128 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| ONES Wiki ones.com | 2% | 37 | 390 | 10 | 145,123 | |||
| Docusaurus docusaurus.io | 2% | 19 | 5,400 | 54 | ||||
| IT Portal itportal.com | 2% | 7 | 720 | 250,196 | 1,161 | 13 | 7 |
Google's top ten for the three searches hold 19 sites; 3 of them are among the sites the models cited here (capterra.com, ferndesk.com, reddit.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 a mid-market B2B company?”Paraphrase“Which IT knowledge and asset documentation tool would you recommend to a mid-sized B2B company?”Comparative“What are the top IT documentation platforms and how do they differ?”Budget-constrained“What is the best IT documentation platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an IT documentation platform. What should we look at?”Negative“Which IT documentation platforms should I avoid or be cautious about?”
Claude Haiku 4.5Confluence, Huduagainst: IT GlueHuduChangedno first choiceBookStack, Confluenceno first choiceagainst: Confluence, Notion
Two alternatives
Document360, TettraFour alternatives
AssetSonar, Confluence, IT Glue, SliteEight alternatives
BookStack, Confluence, Document360, Docusaurus, GitBook, IT Glue, Notion, ReadMeThree alternatives
Hudu, Nuclino, SlabGPT-5.4 miniConfluenceHuduChangedConfluence, NotionConfluenceno first choiceagainst: BookStack, Docusaurus
Three alternatives
Document360, Guru, IT GlueTwo alternatives
Freshservice, IT GlueSeven alternatives
BookStack, Docusaurus, GitHub-based docs, Helpjuice, Jira Service Management, MkDocs, SlabThree alternatives
BlueSpice, ManageEngine ServiceDesk Plus, osTicketGemini 3.5 FlashHuduFreshservice, HuduChangedagainst: ServiceNow Knowledge Management, Snipe-ITHudu, IT GlueBookStackagainst: NotionHuduagainst: BookStack, Notion, Outlineagainst: Confluence, DokuWiki, Google Docs, IT Glue, ITBoost, MediaWiki, Microsoft Loop, Notion, OneNote, SharePoint
Six alternatives
Confluence, Document360, GitBook, IT Glue, Scribe, TangoFive alternatives
AssetSonar, Confluence, IT Glue, Jira Service Management, SetylFive alternatives
BookStack, Confluence, Guidde, Notion, TangoFour alternatives
Confluence, Hudu, ITFlow, Wiki.jsTwo alternatives
Confluence, IT GluePerplexity SonarHuduFreshserviceChangedagainst: Confluence, IT GlueIT GlueNotionagainst: Hudu, IT Glueno first choiceagainst: BookStack, ClickUp Docs, Confluence, Docusaurus, Dropbox, GitBook, Hudu, IT Glue, NinjaOne Documentation, Notion, Nuclino, Wiki.js
Four alternatives
Confluence, Document360, Freshservice, SharePointTwo alternatives
Hudu, SharePointSeven alternatives
BookStack, Confluence, GitBook, Hudu, NinjaOne Documentation, Notion, Wiki.jsTwo alternatives
BookStack, ConfluenceGrok 4.20Confluenceagainst: Guru, ServiceNow Knowledge ManagementIT GlueChangedConfluenceBookStackConfluenceagainst: ReadTheDocsagainst: ClickHelp, GitBook, IT Glue, NinjaOne Documentation, ProProfs Knowledge Base
Four alternatives
GitBook, Hudu, IT Glue, NotionFour alternatives
Confluence, Document360, Hudu, NinjaOne DocumentationSix alternatives
GitBook, IT Glue, NinjaOne IT Documentation, Notion, Nuclino, SliteSix alternatives
Confluence, Google Drive, Hudu, MediaWiki, Notion, Snipe-ITEight alternatives
Document360, Freshservice, GitBook, IT Glue, Notion, ONES Wiki, Slite, TettraMistral SmallConfluence, Document360Hudu, IT GlueChangedGitBook, ONES WikiBookStackno first choiceagainst: Confluence, Document360, GitBook, IT Glue, Notion
Four alternatives
Freshservice, GitBook, IT Glue, MintlifyTwo alternatives
Confluence, Document360Three alternatives
Confluence, Document360, NotionThree alternatives
Confluence, Nuclino, Obsidian for TeamsDeepSeek V4 FlashConfluence, Huduagainst: GuruHuduChangedagainst: ConfluenceIT GlueBookStackagainst: IT Glueno first choiceagainst: AWS, Confluence, DokuWiki, Google Sites, IT Glue, MediaWiki, Microsoft, Oracle, ServiceNow Knowledge Management, SharePoint, VMware/Broadcom
Two alternatives
Document360, NotionThree alternatives
Document360, Freshservice, IT GlueSeven alternatives
Confluence, Document360, GitBook, Hudu, NinjaOne Documentation, Notion, NuclinoFive alternatives
Confluence, Hudu, Notion, Outline, Wiki.jsLlama 4 MaverickConfluenceFreshservice, IT Glue, IT PortalChangedno first choiceno first choiceagainst: IT Glueno first choiceagainst: GitBook, IT Glue, NinjaOne Documentation, Notion
Three alternatives
Document360, Freshservice, GitBookQwen 3.7 FlashHuduagainst: IT GlueFreshserviceChangedagainst: ServiceNow Knowledge Managementno first choiceBookStackagainst: IT Glue, Notionno first choiceagainst: Notionagainst: Confluence, Email Groups, GitBook, Google Docs, Joomla, Microsoft Word, Notion, SharePoint, WordPress
Three alternatives
Confluence, Guidde, ScribeThree alternatives
Confluence, Hudu, IT GlueFive alternatives
Confluence, GitBook, MkDocs, NetBox, NotionTwo alternatives
Docusaurus, HuduFour alternatives
Confluence, GitBook, Mintlify, ReadMeKimi K2Confluenceagainst: Hudu, IT Glue, SharePointHuduChangedno first choiceBookStackHudu, IT Glueagainst: Confluence, IT Glue
Two alternatives
Document360, NotionTwo alternatives
Confluence, IT GlueSix alternatives
Confluence, Document360, GitBook, Hudu, IT Glue, NinjaOne DocumentationThree alternatives
Hudu, ITFlow, Wiki.jsFour alternatives
Confluence, Document360, Freshservice, NinjaOne DocumentationGLM 4.7 FlashXDocument360IT GlueChangedno first choiceDocusaurus, GitHub Pages + Starlightno first choiceagainst: Bit.ai, Confluence, DokuWiki, MediaWiki, Notion
Two alternatives
Confluence, GitBookFour alternatives
AssetSonar, Document360, Lansweeper, NinjaOne DocumentationSeven alternatives
BookStack, Confluence, Document360, GitBook, IT Glue, Notion, Wiki.jsSeven alternatives
BookStack, Confluence, Docs7 Free, GitBook, Obsidian for Teams, ReadMe, TettraMiniMax M2.5Document360HuduChangedagainst: IT Glueno first choiceBookStack, ONES Wikino first choiceagainst: Confluence Data Center, Confluence Server, IT Glue, Notion, SharePoint as a Wiki, Wiki.js, macOS Server Wiki
Four alternatives
Confluence, Freshservice, GitBook, HuduTwo alternatives
Confluence, FreshserviceFour alternatives
Confluence, Hudu, IT Glue, NotionGPT-6 LunaHuduFreshserviceChangedno first choiceBookStackagainst: Confluenceno first choiceagainst: Confluence, Hudu, IT Glue, SharePoint, SharePoint Server 2016 and 2019
Three alternatives
Confluence, IT Glue, SharePointOne alternative
Jira Service ManagementEight alternatives
Confluence, Hudu, IT Glue, IT Portal, Jira Service Management, NetBox, ServiceNow Knowledge, SharePointOne alternative
HuduMuse Glimmer 30BConfluenceHuduChangedHudu, IT GlueBookStackagainst: Document360Confluenceagainst: ClickHelp, Confluence, IT Glue, NinjaOne Documentation, Notion
Three alternatives
Document360, Freshservice, NotionThree alternatives
Document360, Freshservice, IT GlueSeven alternatives
Confluence, Document360, GitBook, Mintlify, Notion, ONES Wiki, ReadMeSeven alternatives
ClickUp Docs, Confluence, Docusaurus, DokuWiki, MkDocs, ONES Wiki, Wiki.jsOne alternative
NotionBold 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.
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 | 2026-11-01 19:28 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:41 | yes | 10 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:46 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:17 | yes | 5 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:36 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:29 | yes | 25 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:15 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:18 | yes | 10 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:06 | yes | 20 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:50 | yes | 24 | 144 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:38 | yes | 5 | 82 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:33 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:47 | yes | 15 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:58 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:44 | yes | 6 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:32 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:49 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:26 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:35 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 5 | 8 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:55 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:39 | yes | 15 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:06 | yes | 24 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:04 | yes | 10 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:42 | yes | 3 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:34 | yes | 24 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:10 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:35 | yes | 8 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:11 | yes | 13 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:34 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:41 | yes | 5 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:07 | yes | 15 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:40 | yes | 23 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:50 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:28 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:23 | yes | 19 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:36 | yes | 10 | 19 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:27 | yes | 5 | 21 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:31 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:29 | yes | 13 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:53 | yes | 10 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:00 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:48 | yes | 8 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:27 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:20 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:18 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:48 | yes | 25 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:09 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:00 | yes | 14 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:49 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:49 | yes | 10 | 69 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:26 | yes | 5 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:20 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:54 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:42 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:22 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:23 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:33 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:05 | yes | 5 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:08 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:55 | yes | 19 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:37 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:05 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:47 | yes | 24 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 15 | 87 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:25 | yes | 5 | 33 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:20 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:14 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:13 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:50 | yes | 6 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:02 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 18:02 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:57 | yes | 5 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:29 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:42 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:06 | yes | 24 | 56 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:28 | yes | 25 | 20 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:54 | yes | 15 | 85 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 25 | 50 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:24 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:04 | yes | 25 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Atlassian Confluence read as Confluence
Atlassian Confluence (Cloud & Server) read as Confluence
ClickUp read as ClickUp Docs
NinjaOne read as NinjaOne Documentation
ONES.com read as ONES Wiki
ONES.com (ONES Wiki) read as ONES Wiki
Ones.com (ONES Wiki) read as ONES Wiki
ServiceNow read as ServiceNow Knowledge Management
Unresolved, counted raw
BlueSpice
Docs7 Free
Dokly Team
Email Groups
Falconer
GitHub Pages + Starlight
GitHub-based docs
Godoc
Joomla
NinjaOne IT Documentation
ServiceNow Knowledge
SharePoint as a Wiki
Sourcey
SweetProcess
WordPress
i-doit
macOS Server Wiki
Discontinued, still offered
No shut-down product was recommended here.