Index › HR › Onboarding and employee experience › Internal communications › Small business · November 2026 Edition
Internal communications and intranet for small business buyers
Asked as “employee intranet”, and as “internal communications platform”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
23%
Contested · Slack 19%
23Jostle19Slack12Microsoft SharePoint46others
23% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Jostle (23%) replaces Slack (20% then, 19% now), 4 points clear, inside the 13-point floor.Jostle leads at 23%, replacing Slack, which led at 20% and stands at 19% now: 4 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
Jostle23%Contested↗new leaderNew leader since October 2026: Jostle (23%) replaces Slack (20% then, 19% now), 4 points clear, inside the 13-point floor.This pageMid-market
Simpplr16%Contested↗new leaderNew leader since October 2026: Simpplr (16%) replaces Microsoft Teams (14% then, 11% now), 5 points clear, inside the 13-point floor.Standing →EnterpriseSimpplr22%Contested▲+5Since October 2026: 17% → 22%, +5 points. Inside the 13-point floor: within noise.Standing →
Jostle23%Contested↗new leaderNew leader since October 2026: Jostle (23%) replaces Slack (20% then, 19% now), 4 points clear, inside the 13-point floor.This pageMid-marketSimpplr16%Contested↗new leaderNew leader since October 2026: Simpplr (16%) replaces Microsoft Teams (14% then, 11% now), 5 points clear, inside the 13-point floor.Standing →EnterpriseSimpplr22%Contested▲+5Since October 2026: 17% → 22%, +5 points. Inside the 13-point floor: within noise.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
01Jostle23%0%49accepted challenger▲+21Since October 2026: 2% → 23%, +21 points. Past the 13-point floor: movement.2% → 23%
Jostle23%0%49accepted challenger▲+21Since October 2026: 2% → 23%, +21 points. Past the 13-point floor: movement.2% → 23%02
Slack19%6%18accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 13-point floor: within noise.20% → 19%
Slack19%6%18accepted challenger▼−1Since October 2026: 20% → 19%, −1 point. Inside the 13-point floor: within noise.20% → 19%03
Microsoft SharePoint12%35%51criticized challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 13-point floor: within noise.7% → 12%
Microsoft SharePoint12%35%51criticized challenger▲+5Since October 2026: 7% → 12%, +5 points. Inside the 13-point floor: within noise.7% → 12%04
Pebb9%0%19accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise.2% → 9%
Pebb9%0%19accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 13-point floor: within noise.2% → 9%05
Interact7%9%11accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 13-point floor: within noise.0% → 7%
Interact7%9%11accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 13-point floor: within noise.0% → 7%06
Connecteam5%2%41accepted challenger▼−13Since October 2026: 18% → 5%, −13 points. Inside the 13-point floor: within noise.18% → 5%
Connecteam5%2%41accepted challenger▼−13Since October 2026: 18% → 5%, −13 points. Inside the 13-point floor: within noise.18% → 5%07
Google Sites Lab in the set5%21%24accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 13-point floor: within noise.9% → 5%
Google Sites Lab in the set5%21%24accepted challenger▼−4Since October 2026: 9% → 5%, −4 points. Inside the 13-point floor: within noise.9% → 5%08
Microsoft Teams4%12%24accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
Microsoft Teams4%12%24accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%09
Google Workspace Lab in the set4%8%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
Google Workspace Lab in the set4%8%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%10
Happeo2%0%21accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Happeo2%0%21accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%11
Notion2%8%24accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 13-point floor: within noise.9% → 2%
Notion2%8%24accepted challenger▼−7Since October 2026: 9% → 2%, −7 points. Inside the 13-point floor: within noise.9% → 2%12Simpplr2%69%26criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%
Simpplr2%69%26criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
17
Staffbase0%77%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Staffbase0%77%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%18
Workvivo0%64%28criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Workvivo0%64%28criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%16
LumApps0%46%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
LumApps0%46%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%15
Atlassian Confluence0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Atlassian Confluence0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%13
Blink0%4%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Blink0%4%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%14
Zoho Connect0%0%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%
Zoho Connect0%0%14accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 13-point floor: within noise.4% → 0%The floor is 13 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.
Google Sites is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models three times of 52. Google Workspace is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models two times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
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
Simpplr vs ConnecteamSimpplr vs SlackSimpplr vs Google WorkspaceSimpplr vs WorkvivoMicrosoft SharePoint vs Microsoft TeamsMicrosoft SharePoint vs JostleMicrosoft SharePoint vs ConnecteamMicrosoft SharePoint vs SlackMicrosoft SharePoint vs Google WorkspaceMicrosoft SharePoint vs WorkvivoMicrosoft Teams vs JostleMicrosoft Teams vs ConnecteamMicrosoft Teams vs SlackMicrosoft Teams vs Google WorkspaceMicrosoft Teams vs WorkvivoJostle vs ConnecteamJostle vs SlackJostle vs Google WorkspaceJostle vs WorkvivoConnecteam vs SlackConnecteam vs Google WorkspaceConnecteam vs WorkvivoSlack vs Google WorkspaceSlack vs WorkvivoGoogle Workspace vs Workvivo
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 →
010203040506070809101112131415161718Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Jostle23%
Jostle23%02Slack19%
Slack19%03Microsoft SharePoint12%
Microsoft SharePoint12%04Pebb9%
Pebb9%05Interact7%
Interact7%06Connecteam5%
Connecteam5%07Google Sites5%
Google Sites5%08Microsoft Teams4%
Microsoft Teams4%09Google Workspace4%
Google Workspace4%10Happeo2%
Happeo2%11Notion2%
Notion2%12Simpplr2%
Simpplr2%13Blink0%
Blink0%14Zoho Connect0%
Zoho Connect0%15Atlassian Confluence0%
Atlassian Confluence0%16LumApps0%
LumApps0%17Staffbase0%
Staffbase0%18Workvivo0%
Workvivo0%What they warned about
One 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, 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.
Workvivo64%
18 of 28 labels negative · 11 of 14 models · 8 hard negative
“Can be overwhelming for small businesses or non-tech savvy employees." ... "Workvivo doesn't publish standard pricing” Muse Glimmer 30B, negative prompt
Microsoft SharePoint35%
18 of 51 labels negative · 11 of 14 models · 6 hard negative
“Platforms to Approach Cautiously or Avoid ... Microsoft SharePoint (as a standalone intranet) ... presents significant challenges for small businesses” MiniMax M2.5, negative prompt
Simpplr69%
18 of 26 labels negative · 10 of 14 models · 8 hard negative
“Simpplr, Staffbase, and Workvivo are quote-only." ... "Simpplr publishes no minimum, but its volume discounts start at 500 employees” Muse Glimmer 30B, negative prompt
Staffbase77%
10 of 13 labels negative · 9 of 14 models · 5 hard negative
“Both operate on a quote-only basis... frequently cited as being "overkill" for small setups” Qwen 3.7 Flash, 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
73 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. 689 links across 152 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 · Workvivo34 answers · 40 citations · 10 models
vendor site · FirstHR33 answers · 33 citations · 11 models
23 answers · 32 citations · 9 models
vendor site · Lead Change Group23 answers · 28 citations · 9 models
23 answers · 26 citations · 8 models
vendor site · Pebb22 answers · 38 citations · 9 models
22 answers · 24 citations · 10 models
vendor site · G220 answers · 21 citations · 10 models
17 answers · 17 citations · 10 models
vendor site · Oak15 answers · 16 citations · 7 models
vendor site · Softr15 answers · 15 citations · 10 models
vendor site · Jostle14 answers · 15 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.
31 answers · 11 models
25 answers · 10 models
18 answers · 10 models
17 answers · 8 models
16 answers · 8 models
15 answers · 10 models
15 answers · 7 models
14 answers · 10 models
11 answers · 10 models
11 answers · 7 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 employee intranet”, “employee intranet”, “intranet 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 |
|---|---|---|---|---|---|---|---|---|
| Jostle jostle.me | 23% | 79 | 18,100 | 275 | 23,100 | 6 | ||
| Slack slack.com | 19% | 69 | 1,000,000 | 30,850 | 1,672,555 | $27 | 120 | |
| Microsoft Teams microsoft.com Microsoft SharePoint 12%, Microsoft Teams 4%, Microsoft SharePoint + Viva Connections 2% | 18% | 136 | 673,000 | 16,550 | 145,358,109 | $12,455 | 103 | |
| Pebb pebb.io | 9% | 51 | 5,400 | 293 | 7,720 | 0 | ||
| Google Sites google.com Google Sites 5%, Google Workspace 4% | 9% | 31 | 673,000 | 5,954 | 1,800,358,416 | $465,944 | 5 | |
| Interact interactsoftware.com | 7% | 30 | 49,500 | 54,099 | 15,216 | 50 | 3 | |
| Connecteam connecteam.com | 5% | 693 | 49,500 | 288 | 312,449 | $13,504 | 120 | 7 |
| Microsoft 365 | 4% | 1,500,000 | 30,471 | |||||
| Happeo happeo.com | 2% | 48 | 1,000 | 14 | 13,263 | 12 | 4 | |
| Notion notion.com | 2% | 76 | 673,000 | 15,608 | 1,061,466 | 52 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (peoplemanagingpeople.com, workvivo.com). The first result for “best employee intranet” is peoplemanagingpeople.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 employee intranet for a small B2B company?”Paraphrase“Which internal communications platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top intranet platforms for a small team and how do they differ?”Budget-constrained“What is the best employee intranet for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee intranet. What should we look at?”Negative“Which intranet platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ThoughtFarmerMicrosoft Teams, SlackChangedJostleJostle, Pebbno first choiceagainst: Elcom, Unily
Five alternatives
Connecteam, Happeo, Jint, Jostle, MyHub IntranetTwo alternatives
Discord, Google WorkspaceFive alternatives
Chanty, Connecteam, Happeo, Simpplr, Zoho ConnectThree alternatives
Connecteam, Google Workspace, MyHub IntranetGPT-5.4 miniSimpplrSlackChangedSimpplrGoogle Workspace, Microsoft 365, Microsoft SharePointagainst: Simpplr, Workvivono first choicenothing named
Two alternatives
Claromentis, Microsoft SharePointOne alternative
Microsoft TeamsFour alternatives
Atlassian Confluence, LumApps, Microsoft SharePoint, WorkvivoOne alternative
Igloo SoftwareTwo alternatives
Google Workspace, Microsoft 365Gemini 3.5 FlashHappeo, Microsoft SharePoint + Viva Connections, NotionSlackChangedNotionConnecteamno first choiceagainst: LumApps, Microsoft SharePoint, Simpplragainst: Drupal, Interact, LumApps, Meta Workplace, Simpplr, Staffbase, Unily, WordPress
Five alternatives
Google Sites, Guru, Jostle, Slite, WorkvivoFour alternatives
Basecamp, Google Chat, Microsoft Teams, TwistSix alternatives
Connecteam, Google Sites, Guru, Happeo, Jostle, Microsoft SharePointFour alternatives
Google Sites, Microsoft SharePoint + Viva Connections, Notion, Zoho ConnectSeven alternatives
Atlassian Confluence, Guru, Happeo, Haystack, Jostle, Notion, SlitePerplexity SonarJostleagainst: Simpplr, Unily, WorkvivoSlackChangedJostleagainst: Connecteam, Jotform AppsMicrosoft SharePointno first choiceagainst: Atlassian Confluence, Blink, Google Sites, LumApps, MangoApps, Microsoft SharePoint, Simpplr, Snapcomms, Staffbase, Unily, Workvivo
Four alternatives
Atlassian Confluence, Connecteam, Microsoft SharePoint, ThoughtFarmerTwo alternatives
Google Chat, Microsoft TeamsFive alternatives
Atlassian Confluence, Blink, Happeo, Microsoft SharePoint, WorkvivoThree alternatives
Connecteam, Google Drive, Sites, and Chat, JostleGrok 4.20Interactagainst: Axero, Bitrix24SlackChangedagainst: Google ChatGoogle Sites, Microsoft SharePointagainst: Simpplr, Staffbase, WorkvivoMicrosoft SharePointagainst: Simpplr, Workvivono first choiceagainst: BookStack, Microsoft SharePointagainst: Atlassian Confluence, LumApps, MangoApps, Microsoft SharePoint, Simpplr
Four alternatives
Connecteam, Google Sites, Jostle, Microsoft SharePointFour alternatives
Chanty, Connecteam, Microsoft Teams, SpikeFour alternatives
Atlassian Confluence, Connecteam, Jostle, SoftrTwo alternatives
Google Sites, JostleFive alternatives
Jostle, LumApps, Microsoft Viva, Simpplr, WorkvivoMistral SmallInteract, Jostleno first choiceChangedPebbagainst: Microsoft SharePointJostle, Microsoft SharePointno first choiceagainst: Involv Intranet, Microsoft SharePoint, Powell Intranet, Workvivo
Three alternatives
Blink, Microsoft SharePoint, WorkvivoSeven alternatives
Atlassian Confluence, Blink, Connecteam, Google Sites, Jostle, Softr, Zoho ConnectTwo alternatives
Connecteam, Engynn IntranetDeepSeek V4 FlashJostleagainst: Microsoft SharePointSlackChangedJostleagainst: Google Sites, Microsoft SharePointConnecteam, PebbMicrosoft SharePointagainst: Simpplr, Staffbase, Workvivoagainst: Google Sites, Jive, LiveTiles, LumApps, MangoApps, Microsoft SharePoint, Simpplr, Staffbase, Unily
Two alternatives
Blink, HappeoThree alternatives
Google Chat, Mattermost, Microsoft TeamsSix alternatives
Atlassian Confluence, Blink, Connecteam, Notion, Pebb, SoftrFive alternatives
Blink, Google Sites, Jostle, Microsoft SharePoint, NotionSix alternatives
Blink, ClickUp, Connecteam, Happeo, Jostle, NotionLlama 4 Maverickno first choiceno first choiceHeldno first choiceJostleno first choiceagainst: Powell Intranet, Workvivo
Two alternatives
Blink, PebbQwen 3.7 FlashJostleMicrosoft TeamsChangedConnecteam, Jostleagainst: Microsoft SharePoint, Microsoft TeamsJostleagainst: SAP, Workvivono first choiceagainst: MangoApps, Microsoft SharePoint, Simpplr, Snapcomms, Staffbase, Workvivo
Four alternatives
Interact, Microsoft SharePoint, Structural, WorkvivoThree alternatives
Connecteam, Slack, Zoho CliqTwo alternatives
Google Sites, SoftrFour alternatives
Connecteam, Microsoft SharePoint, Microsoft Teams, PebbKimi K2Interact, PebbSlackChangedagainst: Discord, Google ChatAtlassian Confluence, Connecteam, Notionagainst: Microsoft SharePointPebbno first choiceagainst: Discord, Microsoft Teams, Simpplr, Slack, Unily, Workvivoagainst: Jive, LumApps, Meta Workplace, Microsoft SharePoint, Simpplr, Staffbase, Unily, Workvivo
Three alternatives
Happeo, Jostle, Microsoft SharePointOne alternative
Microsoft TeamsThree alternatives
Google Sites, Jostle, SoftrFour alternatives
BookStack, Connecteam, Jostle, Open IntranetEight alternatives
Connecteam, Glasscubes, Google Sites, Jostle, Microsoft SharePoint, Notion, Pebb, ThoughtFarmerGLM 4.7 FlashXJostleagainst: Google Sites, Google Workspace, WorkvivoSlackChangedno first choiceagainst: WorkvivoGoogle Sites, Pebbagainst: Microsoft SharePointno first choiceagainst: Microsoft SharePoint, Oracle, SAP
Four alternatives
Blink, Clinked, Connecteam, Microsoft SharePointThree alternatives
Asana, Bitrix24, Microsoft TeamsEight alternatives
Connecteam, Glasscubes, Google Workspace Sites, Jostle, Microsoft SharePoint, Notion, Simpplr, SoftrSix alternatives
Blink, Connecteam, Hub, Jostle, Softr, TivastaMiniMax M2.5Interact, JostleSlackChangedGoogle Sites, Pebbagainst: Simpplr, Staffbase, WorkvivoConnecteam, Google Sitesagainst: Microsoft Teamsno first choiceagainst: Microsoft SharePoint, Simpplr, Workvivo, eXo Platform
Three alternatives
Connecteam, Staffbase, Zoho ConnectOne alternative
Microsoft TeamsFive alternatives
Atlassian Confluence, Connecteam, Jostle, Microsoft SharePoint, Zoho ConnectTwo alternatives
Jostle, PebbGPT-6 LunaMicrosoft SharePointSlackChangedGoogle SitesGoogle Sites, Microsoft SharePointagainst: NotionGoogle Workspace, Microsoft 365against: Atlassian Confluence, Google Sites, Meta Workplace, Microsoft SharePoint, Notion, Simpplr, Staffbase
Two alternatives
Blink, ConnecteamOne alternative
Microsoft TeamsFour alternatives
Connecteam, Jostle, Microsoft SharePoint, NotionOne alternative
HappeoMuse Glimmer 30BJostleSlackChangedConnecteamagainst: Simpplr, WorkvivoJostleJostleagainst: MangoApps Communications & Intranet, Microsoft SharePoint, Simpplr, Staffbase, Workvivo
Two alternatives
Blink, InteractOne alternative
Microsoft TeamsEight alternatives
Blink, Confluence Cloud, Happeo, Microsoft 365, Microsoft SharePoint, Notion, Pebb, Zoho ConnectFour alternatives
Blink, Connecteam, Pebb, Zoho ConnectTwo alternatives
Blink, LumAppsBold 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 12:21 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:44 | yes | 3 | 4 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 10:35 | yes | 8 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:13 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 8 | 37 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:31 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:30 | yes | 25 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:00 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:18 | yes | 5 | 14 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:30 | yes | 13 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:43 | yes | 20 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:53 | yes | 5 | 42 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:28 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:47 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:28 | yes | 2 | 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 10:14 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:28 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 5 | 32 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:09 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:52 | yes | 20 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:33 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:50 | yes | 5 | 22 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:13 | no | 0 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 13 | 53 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:28 | yes | 10 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:23 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:29 | yes | 13 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:41 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 4 | 6 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 11:30 | yes | 5 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:07 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 8 | 41 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:37 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:56 | yes | 22 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:38 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:28 | yes | 5 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:42 | yes | 5 | 14 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 18 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:48 | yes | 10 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:44 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:26 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:44 | yes | 2 | 4 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 11:33 | yes | 7 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:40 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:04 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:48 | yes | 23 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:36 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:44 | yes | 15 | 52 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:53 | yes | 13 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:01 | yes | 5 | 32 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:37 | yes | 3 | 22 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:23 | yes | 11 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:30 | no | 0 | 5 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 11:10 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:45 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:44 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:28 | yes | 18 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:38 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:24 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:17 | yes | 10 | 74 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:00 | no | 0 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:08 | yes | 5 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:32 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:07 | yes | 14 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:39 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:52 | no | 0 | 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 12:03 | yes | 2 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:29 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 10 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:10 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:08 | yes | 25 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:58 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:42 | yes | 9 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:54 | yes | 25 | 60 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:23 | yes | 12 | 67 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:22 | yes | 18 | 46 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:12 | yes | 5 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:59 | yes | 21 | 28 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
Confluence read as Atlassian Confluence
Confluence (by Atlassian) read as Atlassian Confluence
Confluence by Atlassian read as Atlassian Confluence
Igloo read as Igloo Software
MyHub read as MyHub Intranet
Powell read as Powell Intranet
SharePoint read as Microsoft SharePoint
Unresolved, counted raw
AlertMedia
Alfresco
Axero Intranet
Confluence Cloud
Dialaxy
Drive
Engynn
Engynn Intranet
GoTo Connect
Google Drive, Sites, and Chat
Google Workspace Sites (Google Sites)
HCL Connections
Microsoft Teams channels
Open Atrium
Spike
Supered
Text Request
Tivasta
Wiki.js
WordPress with plugins
Discontinued, still offered
No shut-down product was recommended here.