IT documentation
Asked as “IT documentation platform”, and as “IT knowledge and asset documentation tool”, on behalf of a mid-market B2B company. 52 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
17%
Huduand Confluence
Huduand ConfluenceContested · Hudu 17%
17Confluence17Hudu15Document36050others
17% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
Show the two products at 0%, ordered by negative rate
10NinjaOne Documentation0%29%14criticized challengernewNew since September 2026: not ranked then, 0% now.
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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 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
07D08
09N10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Hudu17%
Hudu17%02Confluence17%
Confluence17%03Document36015%
Document36015%04BookStack13%
BookStack13%05Notion8%
Notion8%06IT Glue4%
IT Glue4%07GitBook2%
GitBook2%08Docusaurus2%
09Scribe0%
Scribe0%10NinjaOne Documentation0%
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Confluence21%
12 of 56 labels negative · 9 of 14 models · 2 hard negative
“Platforms to Avoid or Use Cautiously ... **Confluence** (Atlassian) **Major Red Flags:** - **Slow performance**” GLM 4.7 FlashX, negative prompt
Notion24%
12 of 50 labels negative · 8 of 14 models · 1 hard negative
“Avoid for enterprise IT due to potential sprawl and compliance gaps.” Grok 4.1 Fast, negative prompt
SharePoint
56%
5 of 9 labels negative · 5 of 14 models
“Storing system passwords, API keys, or break-glass credentials in plain text inside SharePoint... is a severe security risk” Gemini 3.5 Flash, negative prompt
IT Glue21%
8 of 38 labels negative · 4 of 14 models · 2 hard negative
“Platforms with Significant Concerns ... IT Glue (Kaseya) ... Aggressive vendor lock-in” Kimi K2, 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
76 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. 1031 links across 236 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.com35 answers · 59 citations · 12 models
vendor site · Ferndesk29 answers · 31 citations · 11 models
vendor site · Document36026 answers · 30 citations · 12 models
26 answers · 26 citations · 10 models
25 answers · 25 citations · 11 models
vendor site · ClickUp18 answers · 18 citations · 9 models
vendor site · GitBook17 answers · 24 citations · 8 models
17 answers · 18 citations · 8 models
vendor site · G216 answers · 29 citations · 9 models
vendor site · Mintlify15 answers · 19 citations · 8 models
vendor site · NinjaOne14 answers · 18 citations · 7 models
14 answers · 14 citations · 9 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
25 answers · 11 models
22 answers · 12 models
17 answers · 9 models
16 answers · 9 models
14 answers · 8 models
14 answers · 9 models
13 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Hudu hudu.com | 17% | 88 | 3,600 | 67 | 2,315 | 1 | ||
| Confluence atlassian.com | 17% | 155 | 165,000 | 6,617 | 4,724,388 | $5,906 | 61 | 6 |
| Document360 document360.com | 15% | 94 | 1,300 | 20 | 15,294 | $648 | 92 | |
| BookStack bookstackapp.com | 13% | 46 | 12,100 | 98 | 9,396 | |||
| Notion notion.com | 8% | 153 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| Freshservice freshworks.com | 8% | 381 | 8,100 | 221 | 111,586 | $14,486 | 113 | |
| IT Glue itglue.com | 4% | 118 | 6,600 | 231,373 | 20,566 | 18 | ||
| ClickHelp | 4% | |||||||
| GitBook gitbook.com | 2% | 55 | 6,600 | 113 | 10,118 | 1 | 4 | |
| Docusaurus | 2% | 5,400 | 54 |
Google's top ten for the three searches hold 19 sites; 3 of them are among the sites the models cited here (ferndesk.com, gitbook.com, mintlify.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 4.5Document360Confluence, FreshserviceChangedno first choiceagainst: HugoBookStackno first choicenothing named
Three alternatives
Confluence, Hudu, TangoTwo alternatives
Notion, Snipe-ITThree alternatives
BlueSpice MediaWiki, Confluence, NuclinoGPT-5.4 miniIT GlueHuduChangedDocument360against: SharePointNotionagainst: Confluenceno first choicenothing named
Two alternatives
Confluence, Document360One alternative
IT GlueSix alternatives
Confluence, Docusaurus, Guru, MkDocs, Notion, SphinxThree alternatives
BookStack, Google Drive, Microsoft OneDriveGemini 3.5 FlashHuduagainst: Coda, IT Glue, NotionHuduHeldagainst: IT GlueHudu, IT GlueBookStack, ITFlowagainst: IT GlueHuduagainst: BookStack, Confluence, IT Glue, ITBoost, ITFlow, Notion, OneNote, Passportal, SharePoint, Wiki.js
Four alternatives
Atlassian Confluence, BookStack, Scribe, TangoFour alternatives
BookStack, Confluence, Jira Service Management, Snipe-ITFour alternatives
BookStack, Confluence, Notion, TangoSeven alternatives
Bitwarden, Confluence, Hudu, IT Portal, Notion, Snipe-IT, VaultwardenTen alternatives
Confluence, Document360, Freshservice, GitBook, IT Glue, Jira Service Management, Notion, Scribe, Tango, Zendesk GuidePerplexity SonarDocument360Document360HeldConfluenceagainst: ClickUp Docs, NinjaOne DocumentationConfluenceagainst: GitBookno first choiceagainst: Datadog Software Catalog description fields, Docusaurus, GitHub Wikis and Discussions, Google Docs, Google Sites, MkDocs, NinjaOne Documentation, ServiceNow description fields, Slack threads
Two alternatives
Confluence, ONES WikiThree alternatives
GitBook, M-Files, NotionFour alternatives
Document360, GitBook, Hudu, IT GlueOne alternative
NuclinoGrok 4.1 FastConfluenceIT GlueChangedHudu, IT GlueBookStackagainst: Confluence, IT Glue, NotionConfluenceagainst: Confluence, DokuWiki, Google Workspace, IT Glue, MediaWiki, Notion, SharePoint, Slack/Canvas, Teams Channels, raw GitHub Markdown repos
Two alternatives
ClickUp Docs, NotionThree alternatives
Freshservice, Lansweeper, ManageEngine ServiceDesk PlusFour alternatives
BookStack, ClickUp Docs, Confluence, NotionThree alternatives
DokuWiki, Outline, Wiki.jsFour alternatives
Document360, Hudu, NinjaOne Documentation, NotionMistral SmallDocument360, NotionClickHelpChangedConfluenceDokuWiki, MediaWikino first choiceagainst: Confluence, Notionagainst: Google Drive, Slack
Two alternatives
Atera, Microsoft SharePointOne alternative
AteraFive alternatives
Guru, Notion, Nuclino, Read the Docs, SlabOne alternative
NotionDeepSeek V4 FlashConfluence, HuduFreshserviceChangedagainst: ServiceNowConfluenceBookStackno first choiceagainst: Notionnothing named
Three alternatives
Document360, GitBook, NotionThree alternatives
Confluence, Hudu, IT GlueSix alternatives
ClickUp Docs, Document360, GitBook, Hudu, IT Glue, NotionThree alternatives
Confluence, Hudu, Wiki.jsFour alternatives
Confluence, Document360, Guru, IT GlueLlama 4 MaverickDocument360no first choiceChangedno first choiceNotionno first choicenothing named
Two alternatives
Bit.ai, NotionThree alternatives
Helpndoc, IT Glue, ONES WikiQwen 3.7 FlashConfluenceFreshserviceChangedno first choiceNotionno first choiceagainst: Confluence, Notion, SharePoint
Two alternatives
Document360, NotionThree alternatives
AssetSonar, Confluence, Snipe-ITThree alternatives
BookStack, Docusaurus, GitBookKimi K2Huduagainst: Confluence, NotionFreshserviceChangedIT GlueBookStackno first choiceagainst: Notionagainst: Confluence, Document360, GitBook, IT Glue, Notion
Two alternatives
IT Glue, NinjaOne DocumentationFour alternatives
Confluence, Hudu, IT Glue, ManageEngine AssetExplorerSix alternatives
Confluence, Document360, GitBook, Hudu, NinjaOne Documentation, NotionFour alternatives
Confluence, Notion, Outline, Wiki.jsGLM 4.7 FlashXConfluence, GitBookDocument360Changedno first choiceBookStack, Wiki.jsno first choiceagainst: Confluence, DokuWiki, MediaWiki, NinjaOne Documentation, Notion
Three alternatives
Document360, NinjaOne Documentation, ONES WikiFour alternatives
Confluence, IT Glue, Lansweeper, NotionThree alternatives
Docusaurus, DokuWiki, MediaWikiMiniMax M2.5ClickHelp, Document360Confluence, ServiceNowChangedno first choiceConfluenceno first choiceagainst: Google Drive, Microsoft Word, NinjaOne Documentation, Slack/Canvas
Three alternatives
Knowmax, NinjaOne Documentation, NotionTwo alternatives
Document360, NotionTwo alternatives
Notion, ScribeGPT-6 LunaHuduHuduHeldno first choiceBookStackagainst: SharePointno first choiceagainst: Confluence, Confluence Data Center, Confluence Server, Hudu
Two alternatives
Confluence, IT GlueTwo alternatives
Freshservice, Jira Service Management with AssetsOne alternative
HuduMuse Glimmer 30BDocument360against: Confluence, NotionHuduChangedAtlassian Confluence, GitBookagainst: MintlifyDocusaurusagainst: Confluenceno first choiceagainst: Atlassian Confluence, Hudu, IT Glue
Two alternatives
Freshservice, GitBookFive alternatives
Docusnap, IT Glue, ManageEngine AssetExplorer, Snipe-IT, SysAidThree alternatives
Document360, Notion, ReadMeFive alternatives
MediaWiki, Mintlify, Nuclino, ONES Wiki, 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 | 2026-10-05 00:35 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:52 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:35 | yes | 18 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:50 | yes | 24 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:06 | yes | 24 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:12 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:46 | yes | 19 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:15 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:54 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:04 | yes | 18 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:28 | yes | 15 | 101 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:01 | yes | 10 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:43 | yes | 24 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:49 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:01 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:38 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:12 | yes | 25 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:39 | yes | 25 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:05 | yes | 25 | 84 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:46 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:13 | yes | 10 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:15 | yes | 15 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:15 | yes | 15 | 28 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:54 | yes | 5 | 13 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:52 | yes | 3 | 17 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:58 | yes | 15 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:28 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:10 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:52 | yes | 8 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:42 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:53 | yes | 18 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:12 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:35 | yes | 25 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:12 | yes | 15 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:22 | yes | 22 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:48 | no | 0 | 46 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:38 | yes | 15 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:03 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:31 | yes | 21 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:52 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:45 | no | 0 | 2 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:20 | yes | 15 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:01 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:41 | yes | 25 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:07 | yes | 15 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:28 | yes | 25 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:23 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:02 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:54 | yes | 15 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:03 | yes | 15 | 20 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:11 | yes | 5 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:16 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:02 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:36 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:20 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:25 | yes | 9 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:04 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:37 | yes | 11 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:10 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:06 | yes | 22 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:44 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:39 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:16 | yes | 14 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:00 | yes | 15 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:18 | yes | 5 | 40 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:14 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:43 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | no | 0 | 5 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:51 | no | 0 | 3 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:20 | yes | 27 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:38 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:00 | yes | 24 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:58 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:33 | yes | 23 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:12 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:13 | yes | 19 | 63 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:33 | yes | 24 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:39 | yes | 14 | 21 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:59 | yes | 8 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:38 | yes | 5 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:44 | yes | 20 | 25 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 read as ONES Wiki
ONES.com read as ONES Wiki
Unresolved, counted raw
BlueSpice MediaWiki
Datadog Software Catalog description fields
GitHub Wiki
GitHub Wikis and Discussions
Google Sites
Guidde
Hugo
IT-Glue
ITBoost (by ConnectWise)
Jira Service Management with Assets
Knowmax
Movitera
Read.me
ServiceNow description fields
Slack threads
Starlight
SweetProcess
Teams Channels
VuePress
raw GitHub Markdown repos
Discontinued, still offered
No shut-down product was recommended here.