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. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
27%
Contested · Confluence 17%
27Hudu17Confluence15Notion42others
27% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Hudu (27%) replaces Notion (30% then, 15% now), 12 points clear, past the 11-point floor.Hudu leads at 27%, replacing Notion, which led at 30% and stands at 15% now: 12 points clear, past the floor.
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.This pageMid-marketHudu29%Contested↗new leaderNew leader since October 2026: Hudu (29%) replaces Confluence (17% then, 21% now), 8 points clear, inside the 11-point floor.Standing →Enterprise
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.This pageMid-marketHudu29%Contested↗new leaderNew leader since October 2026: Hudu (29%) replaces Confluence (17% then, 21% now), 8 points clear, inside the 11-point floor.Standing →EnterpriseConfluence24%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Hudu27%9%44accepted challenger▲+1Since October 2026: 26% → 27%, +1 point. Inside the 11-point floor: within noise.26% → 27%
Hudu27%9%44accepted challenger▲+1Since October 2026: 26% → 27%, +1 point. Inside the 11-point floor: within noise.26% → 27%02Confluence17%29%76criticized challenger▲+7Since October 2026: 10% → 17%, +7 points. Inside the 11-point floor: within noise.10% → 17%
Confluence17%29%76criticized challenger▲+7Since October 2026: 10% → 17%, +7 points. Inside the 11-point floor: within noise.10% → 17%03
Notion15%19%64accepted challenger▼−15Since October 2026: 30% → 15%, −15 points. Past the 11-point floor: movement.30% → 15%
Notion15%19%64accepted challenger▼−15Since October 2026: 30% → 15%, −15 points. Past the 11-point floor: movement.30% → 15%04
BookStack13%9%35accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%
BookStack13%9%35accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%05
IT Glue8%55%56criticized challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%
IT Glue8%55%56criticized challenger▼−3Since October 2026: 11% → 8%, −3 points. Inside the 11-point floor: within noise.11% → 8%06
Document3607%12%32accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%
Document3607%12%32accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%07
Nuclino3%6%17accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Nuclino3%6%17accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%08
Snipe-IT3%10%10accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Snipe-IT3%10%10accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%09
Slite2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Slite2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%10
Tettra2%9%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Tettra2%9%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
14Wiki.js0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
13NinjaOne Documentation0%13%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
11
GitBook0%8%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
GitBook0%8%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
ONES Wiki0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ONES Wiki0%7%14accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
010203040506070809101112N13
W14
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Hudu27%
Hudu27%02Confluence17%
Confluence17%03Notion15%
Notion15%04BookStack13%
BookStack13%05IT Glue8%
IT Glue8%06Document3607%
Document3607%07Nuclino3%
Nuclino3%08Snipe-IT3%
Snipe-IT3%09Slite2%
Slite2%10Tettra2%
Tettra2%11GitBook0%
GitBook0%12ONES Wiki0%
ONES Wiki0%13NinjaOne Documentation0%
14Wiki.js0%
What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
Confluence29%
22 of 76 labels negative · 13 of 14 models · 6 hard negative
“Confluence (Atlassian) is wiki software... we don't recommend it. No native asset tracking, no password management, no IT-specific data model.” Muse Glimmer 30B, negative prompt
IT Glue55%
31 of 56 labels negative · 12 of 14 models · 6 hard negative
“Frequently criticized for steep pricing ... "predatory" contracts from Kaseya ... often not worth it for very small businesses” Grok 4.20, negative prompt
Notion19%
12 of 64 labels negative · 10 of 14 models · 1 hard negative
“Avoid tools that require too much manual upkeep (like raw Confluence or Notion)” Qwen 3.7 Flash, negative prompt
OneNote
67%
4 of 6 labels negative · 4 of 14 models · 3 hard negative
“Fragmented stacks of Word, SharePoint wiki, OneNote, personal OneDrive create multiple sources of truth and kill search/adoption.” Muse Glimmer 30B, 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
71 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. 754 links across 190 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.
47 answers · 71 citations · 10 models
vendor site · ONES.com41 answers · 89 citations · 10 models
vendor site · G227 answers · 33 citations · 12 models
20 answers · 20 citations · 9 models
20 answers · 20 citations · 10 models
publisher (Gane)15 answers · 19 citations · 7 models
15 answers · 19 citations · 9 models
vendor site · Ferndesk15 answers · 17 citations · 6 models
14 answers · 15 citations · 8 models
13 answers · 30 citations · 6 models
vendor site · Atlassian12 answers · 17 citations · 6 models
12 answers · 12 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.
45 answers · 10 models
27 answers · 9 models
19 answers · 10 models
19 answers · 9 models
18 answers · 9 models
18 answers · 10 models
15 answers · 7 models
14 answers · 6 models
12 answers · 9 models
11 answers · 4 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 | 27% | 121 | 3,600 | 67 | 2,315 | 1 | ||
| Confluence atlassian.com | 17% | 200 | 165,000 | 6,617 | 4,724,388 | $5,906 | 61 | 6 |
| Notion notion.com | 15% | 128 | 673,000 | 15,608 | 1,061,466 | 52 | ||
| BookStack bookstackapp.com | 13% | 71 | 12,100 | 98 | 9,396 | |||
| IT Glue itglue.com | 8% | 150 | 6,600 | 231,373 | 20,566 | 18 | ||
| Document360 document360.com | 7% | 110 | 1,300 | 20 | 15,294 | $648 | 92 | |
| Nuclino nuclino.com | 3% | 46 | 1,600 | 21 | 10,489 | 0 | ||
| Snipe-IT snipeitapp.com | 3% | 130 | 5,400 | 13,860 | 6,867 | |||
| Slite slite.com | 2% | 30 | 2,900 | 70 | 38,045 | 1 | ||
| Tettra tettra.com | 2% | 23 | 590 | 7 | 8,789 |
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, 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 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 4.5Confluenceagainst: NotionNotion, Snipe-ITChangedagainst: Atlassian products, OpenStackno first choiceagainst: NotionBookStack, Notionno first choiceagainst: Confluence, Dropbox, Notion
Three alternatives
DokuWiki, Hudu, IT GlueFive alternatives
BookStack, GitBook, Jamdesk, Mintlify, NuclinoThree alternatives
Confluence, GitBook, MediaWikiGPT-5.4 miniNotionHuduChangedagainst: Confluence, NotionConfluence, Hudu, IT GlueConfluenceagainst: Jira Service Managementno first choiceagainst: BlueDocs, Confluence, Docusaurus, Hugo, IT Glue, MkDocs
Three alternatives
Confluence, Document360, SlabOne alternative
IT GlueThree alternatives
BookStack, Freshservice, NotionOne alternative
BookStackGemini 3.5 FlashHuduHuduHeldHuduagainst: IT GlueBookStack, Confluenceagainst: IT GlueHuduagainst: IT Glueagainst: Apple Notes, BookStack, Google Docs, IT Glue, Jira Service Management, Microsoft Excel, NetBox, ServiceNow Knowledge Management, SharePoint, Snipe-IT, Wiki.js
Five alternatives
Confluence, Document360, GitBook, IT Glue, NotionSix alternatives
BookStack, Confluence, IT Glue, Jira Service Management, Notion, Snipe-ITThree alternatives
BookStack, Confluence, NotionThree alternatives
Hudu, Notion, Wiki.jsFive alternatives
1Password, Bitwarden, Confluence, Notion, SlitePerplexity SonarNuclinoagainst: SharePointHuduChangedHudu, NotionConfluenceagainst: Hudu, IT Glueno first choiceagainst: BookStack, ClickHelp, Confluence, IT Glue, IT Portal, ITFlow, NinjaOne's documentation module, Notion, ProProfs Knowledge Base, SharePoint, Wiki.js
Five alternatives
Confluence, Document360, GitBook, Hudu, IT GlueFour alternatives
Atera, Confluence, Document360, IT GlueFour alternatives
BookStack, Confluence, GitBook, IT GlueTwo alternatives
BookStack, NotionGrok 4.20Notionagainst: Hudu, IT GlueIT GlueChangedNotionagainst: Box, Document360, Google Drive, ONES WikiBookStackagainst: Confluence, Document360, IT GlueDocument360against: ServiceNow Knowledge Managementagainst: Confluence, Conga, DocuSign, GitBook, IT Glue
Four alternatives
Confluence, Document360, GitBook, MintlifyFour alternatives
Confluence, Lansweeper, Notion, Snipe-ITFour alternatives
Confluence, GitBook, Nuclino, SliteSix alternatives
DokuWiki, Google Workspace, Hudu, MediaWiki, Microsoft 365, NotionSeven alternatives
Confluence, GitBook, Notion, Nuclino, ReadMe, Slab, TettraMistral SmallHudu, NotionHudu, NotionHeldagainst: Confluence, IT GlueDocument360, NinjaOne Documentationagainst: ClickUp Docs, Confluence, Nuclino, Slite, TettraBookStack, Postmanagainst: Confluenceno first choiceagainst: BookStack, Confluence, IT Glue, Notion
One alternative
IT GlueTwo alternatives
Notion, ONES WikiTwo alternatives
Nuclino, ONES WikiDeepSeek V4 FlashConfluenceHuduChangedagainst: Confluence, IT GlueNotionagainst: Document360, IT GlueBookStackagainst: IT Glueno first choiceagainst: IT Glueagainst: Box, Confluence, Dropbox, Google Drive, IT Glue, Microsoft SharePoint, OneNote
Four alternatives
BookStack, Hudu, Notion, TettraTwo alternatives
Notion, Snipe-ITSeven alternatives
BookStack, Confluence, GitBook, Hudu, NinjaOne Documentation, Nuclino, ScribeTwo alternatives
Confluence, HuduFive alternatives
BookStack, Confluence, Hudu, Notion, ONES WikiLlama 4 Maverickno first choiceno first choiceHeldno first choiceDocument360no first choiceagainst: Confluence, IT Glue, NinjaOne Documentation, Notion, OneNote
Qwen 3.7 FlashIT GlueSnipe-ITChangedGitBook, Notionagainst: ConfluenceConfluenceagainst: IT Glueno first choiceagainst: Confluence, IT Glue, Microsoft OneDrive, Notion, Shared Network Drives, local Excel spreadsheets
Four alternatives
Confluence, Document360, Hudu, NuclinoFour alternatives
Document360, Documind, Freshservice, HelpjuiceTwo alternatives
Coda, SliteThree alternatives
Hudu, Notion, ONES WikiKimi K2Huduagainst: IT GlueHuduHeldagainst: IT GlueNotionBookStack, DokuWikiagainst: Confluence, IT GlueConfluence, Huduagainst: IT Glueagainst: Confluence, Excel, Google Docs, IT Glue, Microsoft SharePoint, OneNote, ServiceNow Knowledge Management
One alternative
ConfluenceTwo alternatives
Confluence, Snipe-ITSix alternatives
BookStack, Confluence, GitBook, Hudu, Nuclino, SliteTwo alternatives
Hudu, NotionOne alternative
NotionGLM 4.7 FlashXDocument360, NuclinoIT GlueChangedno first choiceConfluence, Tettraagainst: Notionno first choiceagainst: Adobe FrameMaker, Adobe RoboHelp, Confluence, Document360, IT Glue, MadCap Flare, NinjaOne Documentation, Paligi
Three alternatives
Confluence, GitBook, NotionThree alternatives
Document360, NinjaOne Documentation, NotionNine alternatives
BookStack, Confluence, Document360, Docusaurus, GitBook, NinjaOne Documentation, Notion, Slite, TettraOne alternative
BookStackMiniMax M2.5Document360, NotionIT GlueChangedONES WikiConfluenceagainst: DokuWikino first choiceagainst: Confluence, GitBook, Microsoft SharePoint, Notion
Three alternatives
Confluence, GitBook, ONES WikiThree alternatives
Asset Panda, Jira Service Management, Snipe-ITFour alternatives
Confluence, Document360, GitBook, NotionThree alternatives
BookStack, ONES Wiki, Wiki.jsGPT-6 LunaHuduagainst: IT GlueHuduHeldHuduagainst: IT Glue, NotionBookStack, Huduagainst: Confluence, IT GlueHuduagainst: Confluence, Hudu, IT Glue, SharePoint
One alternative
ConfluenceTwo alternatives
Confluence, Snipe-ITThree alternatives
BookStack, Confluence, SharePointThree alternatives
Confluence, IT Glue, SharePointMuse Glimmer 30BHudu, IT Glue, Notion, SliteNotionChangedNotionBookStackagainst: HuduConfluenceagainst: Confluence, IT Glue, Microsoft OneDrive, Notion, OneNote, SharePoint wiki, Word
Four alternatives
Confluence, GitBook, NinjaOne Documentation, ONES WikiTwo alternatives
Hudu, IT GlueSix alternatives
Confluence, Document360, GitBook, Nuclino, Slab, SliteFour alternatives
Confluence, DokuWiki, Notion, ONES WikiThree alternatives
Document360, Hudu, IT GlueBold 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 11:31 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:15 | yes | 4 | 11 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 09:03 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:46 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:08 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:13 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:24 | yes | 17 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:58 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:08 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:12 | yes | 19 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:01 | yes | 12 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:01 | yes | 5 | 46 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:07 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:24 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:21 | yes | 2 | 4 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 17:54 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:34 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:05 | yes | 10 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:10 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:40 | yes | 23 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:50 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:21 | yes | 5 | 49 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:18 | yes | 20 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:56 | yes | 9 | 176 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:29 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:25 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 17 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:30 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:10 | yes | 5 | 9 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 14:34 | no | 0 | 16 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:49 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:22 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:37 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:34 | yes | 25 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:59 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:48 | no | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:14 | yes | 15 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:07 | yes | 14 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | yes | 5 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:36 | yes | 6 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:27 | yes | 15 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:53 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:10 | yes | 3 | 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 09:03 | yes | 5 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 9 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:49 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:25 | yes | 19 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:09 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:35 | yes | 5 | 16 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 10 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:17 | yes | 23 | 56 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:52 | yes | 15 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:35 | yes | 4 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:06 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:22 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:35 | no | 0 | 7 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 08:49 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:01 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:24 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:54 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:17 | yes | 18 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:44 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:57 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:27 | yes | 19 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:14 | yes | 20 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:28 | no | 0 | 87 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:38 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:18 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:22 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:37 | yes | 5 | 6 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 10:29 | no | 0 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:03 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:42 | yes | 5 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:41 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 25 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:15 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:34 | yes | 19 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:47 | yes | 25 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:01 | yes | 24 | 141 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:08 | yes | 22 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:43 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:59 | yes | 19 | 27 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
ClickUp read as ClickUp Docs
NinjaOne read as NinjaOne Documentation
ONES.com read as ONES Wiki
ONES.com (ONES Wiki) read as ONES Wiki
ServiceNow read as ServiceNow Knowledge Management
Unresolved, counted raw
Adobe FrameMaker
Adobe RoboHelp
Conga (formerly Apttus)
Documind
Documize
Dokumint
IT Asset Tracker
NinjaOne's documentation module
ONES.com Wiki
Paligi
SharePoint wiki
Shared Network Drives
Slices
local Excel spreadsheets
Discontinued, still offered
No shut-down product was recommended here.