IT documentation for small business buyers
Asked as “IT documentation platform”, and as “IT knowledge and asset documentation tool”, on behalf of a small B2B company. 61 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
30%
Contested · Hudu 26%
30Notion26Hudu11IT Glue33others
30% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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.
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Notion30%
Notion30%02Hudu26%
Hudu26%03IT Glue11%
IT Glue11%04Confluence10%
Confluence10%05BookStack7%
BookStack7%06Nuclino2%
Nuclino2%07Slite2%
Slite2%08Document3600%
Document3600%09GitBook0%
GitBook0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, 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.
Notion25%
16 of 64 labels negative · 12 of 14 models · 1 hard negative
“Small businesses should avoid general-purpose wikis and LMS platforms for IT documentation” Mistral Small, negative prompt
Confluence23%
13 of 57 labels negative · 11 of 14 models · 3 hard negative
“Small businesses should avoid general-purpose wikis and LMS platforms for IT documentation” Mistral Small, negative prompt
IT Glue52%
22 of 42 labels negative · 8 of 14 models · 4 hard negative
“Caution level: High — Especially for small businesses on a tight budget... Who should avoid: Small businesses with 1–3 IT staff” DeepSeek V4 Flash, negative prompt
Document36017%
5 of 29 labels negative · 5 of 14 models · 3 hard negative
“Document360 was discontinued in November 2024, so it is no longer a viable option for new users.” 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
74 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. 992 links across 226 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 · Ferndesk40 answers · 44 citations · 12 models
vendor site · G229 answers · 42 citations · 13 models
vendor site · Document36024 answers · 28 citations · 10 models
vendor site · ONES.com22 answers · 32 citations · 9 models
vendor site · Hudu17 answers · 25 citations · 6 models
vendor site · ClickUp16 answers · 18 citations · 9 models
16 answers · 17 citations · 8 models
vendor site · Docsie16 answers · 16 citations · 10 models
16 answers · 16 citations · 7 models
16 answers · 16 citations · 9 models
vendor site · Flamingo14 answers · 17 citations · 5 models
vendor site · Slite14 answers · 17 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
17 answers · 9 models
16 answers · 9 models
16 answers · 7 models
14 answers · 8 models
14 answers · 9 models
13 answers · 7 models
12 answers · 7 models
12 answers · 7 models
12 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 |
|---|---|---|---|---|---|---|---|---|
| Notion notion.com | 30% | 153 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| Hudu hudu.com | 26% | 88 | 3,600 | 67 | 2,315 | 1 | ||
| IT Glue itglue.com | 11% | 118 | 6,600 | 231,373 | 20,566 | 18 | ||
| Confluence atlassian.com | 10% | 155 | 165,000 | 6,617 | 4,724,388 | $5,906 | 61 | 6 |
| BookStack bookstackapp.com | 7% | 46 | 12,100 | 98 | 9,396 | |||
| Freshdesk freshworks.com Freshservice 2%, Freshdesk 2% | 3% | 381 | 12,100 | 391 | 111,586 | $14,486 | 113 | |
| Nuclino nuclino.com | 2% | 24 | 1,600 | 21 | 10,489 | 0 | ||
| Slite slite.com | 2% | 22 | 2,900 | 70 | 38,045 | 1 | ||
| Snipe-IT snipeitapp.com | 2% | 125 | 5,400 | 13,860 | 6,867 | |||
| Docmost docmost.com | 2% | 3 |
Google's top ten for the three searches hold 19 sites; 1 of them are among the sites the models cited here (ferndesk.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 small B2B company?”Paraphrase“Which IT knowledge and asset documentation tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top IT documentation platforms for a small team and how do they differ?”Budget-constrained“What is the best IT documentation platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an IT documentation platform. What should we look at?”Negative“Which IT documentation platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Freshdeskagainst: NotionFreshservice, ManageEngine's AssetExplorerChangedNotionNotionno first choiceagainst: DocuWare, Google Drive, IT Portal, M-Files, Nintex, Notion, SharePoint
Two alternatives
Confluence, Document360Four alternatives
Asset Panda, Nuclino, Slab, TettraFour alternatives
Confluence, ProProfs Knowledge Base, Scribe, SliteTwo alternatives
Confluence, GitBookGPT-5.4 miniConfluenceHuduChangedNotion, SliteBookStackagainst: GitHub wiki / markdown in repono first choiceagainst: Confluence, IT Glue
Four alternatives
Document360, Hudu, IT Glue, NotionOne alternative
IT GlueSix alternatives
Confluence, Document360, Docusaurus, GitBook, MkDocs, ReadMeTwo alternatives
Confluence, NotionGemini 3.5 FlashHuduagainst: IT GlueHuduHeldagainst: IT GlueHuduagainst: IT GlueBookStack, HuduHuduagainst: Confluence, IT Glueagainst: Atlassian Confluence, BookStack, Google Drive, IT Glue, Jira Service Management, Loom, Microsoft OneNote, Outline, SharePoint, Tango, Trainual, Wiki.js
Four alternatives
BookStack, Confluence, Notion, ScribeFive alternatives
BookStack, Confluence, Jira Service Management, Notion, Snipe-ITThree alternatives
BookStack, Confluence, NotionTwo alternatives
Confluence, OutlineThree alternatives
BookStack, IT Portal, NotionPerplexity SonarHudu, NotionNotionChangedNotionConfluenceagainst: Hudu, Notionno first choiceagainst: 360Learning, Confluence, Docebo, Guru, Jira, Lucidchart, Notion, ProProfs Knowledge Base, Slab, TalentLMS
Two alternatives
Confluence, DokuWikiThree alternatives
BlueDocs, Confluence, DokuWikiFour alternatives
Confluence, Document360, GitBook, NuclinoTwo alternatives
BookStack, MediaWikiGrok 4.1 FastNotionIT GlueChangedNotionagainst: ConfluenceNotionno first choiceagainst: Notionagainst: Atlassian Confluence, Document360, Guru, IT Glue, MediaWiki, Notion, ServiceNow, TalentLMS
Four alternatives
ClickUp Docs, Confluence, Nuclino, SlabTwo alternatives
Snipe-IT, Spiceworks InventoryThree alternatives
GitBook, Nuclino, SlabFour alternatives
BookStack, ClickUp Docs, Confluence, GitBookMistral SmallHelp Scout, NotionPlainChangedNotionNotionno first choiceagainst: 360Learning, Confluence, Docebo, Document360, Guru, Notion, TalentLMS
Two alternatives
Document360, SliteThree alternatives
AssetSonar, Atera, HelpSpaceThree alternatives
Confluence, Document360, IT GlueTwo alternatives
Helpndoc, ScribeDeepSeek V4 FlashConfluence, Huduagainst: IT Glue, NotionHuduChangedagainst: IT GlueHuduagainst: IT GlueBookStackHudu, IT Glueagainst: Confluence, Google Docs, IT Glue, NinjaOne Documentation, Notion, Trello boards, Wix, Word documents
Three alternatives
Confluence, Freshservice, NotionFive alternatives
BookStack, Confluence, Notion, Nuclino, TettraThree alternatives
Confluence, Hudu, NotionTwo alternatives
Confluence, NotionLlama 4 MaverickIT Glueno first choiceChangedno first choiceNotionno first choiceagainst: 360Learning, Confluence, Docebo, Document360, Guru, Notion, TalentLMS
Five alternatives
Docusaurus, Mintlify, Notion, Plain, ScalarOne alternative
HelpndocQwen 3.7 FlashNotionSnipe-ITChangedNotionagainst: Confluence, ObsidianNotionagainst: Microsoft 365IT Glueagainst: Coda, Confluence, Excel, Google Sheets, Jira Service Management, Logseq, MediaWiki, Microsoft OneDrive, Notion, Obsidian, ServiceNow, SharePoint Server, Slack, Teams, Wiki.js
Three alternatives
Confluence, GitBook, SliteFive alternatives
DocuSign's "SignLive", Document360, GitBook, ManageEngine ServiceDesk Plus, NotionTwo alternatives
Document360, GitBookThree alternatives
GitBook, Obsidian, Wiki.jsFour alternatives
Confluence, Document360, Hudu, NotionKimi K2Hudu, Notionagainst: IT GlueHuduChangedagainst: IT GlueHuduagainst: Document360, IT GlueConfluence, Notionagainst: IT GlueHuduagainst: IT Glue, Notionagainst: Confluence, DokuWiki, IT Glue
Three alternatives
Confluence, Document360, NuclinoThree alternatives
Document360, Freshservice, NotionFour alternatives
Confluence, GitBook, Notion, NuclinoThree alternatives
BookStack, Docmost, HuduOne alternative
ConfluenceGLM 4.7 FlashXNotionagainst: IT GlueIT GlueChangedHudu, IT GlueConfluence, Notionagainst: Huduno first choiceagainst: Atlassian Confluence, Box, Dropbox, Egnyte, Google Docs, MediaWiki, Microsoft SharePoint, Microsoft Word, Notion, OpenText Content Cloud, ServiceNow
Four alternatives
Document360, Hudu, Nuclino, SliteThree alternatives
Bloomfire, Snipe-IT, Zoho DeskFive alternatives
Confluence, Flamingo, ITFlow, Notion, PassportalOne alternative
TettraMiniMax M2.5Nuclino, UsePylonNotionChangedNotion, NuclinoNotionno first choiceagainst: Atlassian Confluence, Notion
One alternative
ProProfs Knowledge BaseTwo alternatives
IT Glue, Snipe-ITFour alternatives
Confluence, Document360, GitBook, ONES WikiThree alternatives
BookStack, Confluence, Wiki.jsGPT-6 LunaHuduagainst: IT GlueHuduHeldHuduHuduagainst: Confluence, IT GlueHudu, IT Glueagainst: Confluence, Hudu self-hosted, IT Glue, Notion, SharePoint
Two alternatives
Confluence, Document360One alternative
Snipe-ITFive alternatives
BookStack, Confluence, IT Glue, Notion, SharePointOne alternative
BookStackTwo alternatives
Confluence, SharePointMuse Glimmer 30BNotion, SliteIT GlueChangedNotionBookStack, Confluence, Docmost, Notionno first choiceagainst: Confluence, Document360, Hudu, IT Glue, Notion, OneNote, SharePoint wiki pages, SuperOps
Three alternatives
Confluence, Document360, GitBookFour alternatives
ClickUp Docs, Notion, Slite, Snipe-ITThree alternatives
Desk365, Nuclino, Wiki.jsBold 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 01:39 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:01 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:12 | yes | 12 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:56 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:28 | yes | 25 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:52 | yes | 9 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:56 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:50 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:40 | no | 0 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:48 | yes | 14 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:54 | yes | 25 | 72 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:12 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:06 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:18 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:38 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:39 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:54 | yes | 12 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 01:30 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:15 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:15 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:38 | yes | 23 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:01 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:23 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:59 | yes | 20 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:23 | yes | 15 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:14 | yes | 10 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:26 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:14 | yes | 24 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:47 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:59 | yes | 0 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:19 | yes | 16 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:17 | yes | 16 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:49 | yes | 21 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:28 | yes | 10 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 22 | 65 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:28 | no | 0 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:59 | yes | 14 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:03 | yes | 19 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:15 | yes | 15 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:41 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 15 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:13 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:34 | yes | 1 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:18 | yes | 13 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 19 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:14 | yes | 15 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:59 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:48 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:13 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | no | 0 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:50 | yes | 15 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:14 | yes | 25 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:52 | yes | 10 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:26 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:55 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:26 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:10 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:11 | yes | 12 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:19 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:12 | yes | 11 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:47 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:48 | yes | 10 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:25 | yes | 10 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:01 | yes | 13 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:28 | yes | 12 | 103 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:37 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:46 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:53 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:43 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:28 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 15 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:59 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:22 | yes | 20 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:04 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:20 | yes | 23 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:01 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:51 | yes | 10 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:40 | yes | 23 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:01 | yes | 23 | 49 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:04 | yes | 23 | 51 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:08 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:38 | yes | 23 | 29 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
Unresolved, counted raw
Baklib
Docsio
DocuSign's "SignLive"
GitHub wiki / markdown in repo
HedgeDoc
HelpSpace
Hudu self-hosted
Logseq
Loom
ManageEngine's AssetExplorer
Microsoft OneNote
OpenText Content Cloud
ProProfs
Scalar
SharePoint Server (On-Premise)
SharePoint wiki pages
Trainual
Trello boards
UsePylon
Word documents
Zim Wiki
Discontinued, still offered
No shut-down product was recommended here.