Index › Onboarding and employee experience › Internal communications › Enterprise › October 2026 Edition
Internal communications and intranet for enterprise buyers
Asked as “employee intranet”, and as “internal communications platform”, on behalf of an enterprise B2B company. 58 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
17%
Contested · Simpplr 17%
17Microsoft SharePoint17Simpplr14Staffbase52others
17% of first choices, contested.
Since September 2026▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Simpplr held the lead, −5 points on 24%, inside the 13-point 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
Slack20%Contested↗new leaderNew leader since September 2026: Slack (19%) replaces Microsoft SharePoint (24% then, 4% now), 15 points clear, past the 13-point floor.Standing →Mid-market
Microsoft Teams14%Contested↗new leaderNew leader since September 2026: Microsoft Teams (14%) replaces Happeo (16% then, 0% now), 14 points clear, past the 13-point floor.Standing →Enterprise
Simpplr17%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This page
Slack20%Contested↗new leaderNew leader since September 2026: Slack (19%) replaces Microsoft SharePoint (24% then, 4% now), 15 points clear, past the 13-point floor.Standing →Mid-marketMicrosoft Teams14%Contested↗new leaderNew leader since September 2026: Microsoft Teams (14%) replaces Happeo (16% then, 0% now), 14 points clear, past the 13-point floor.Standing →EnterpriseSimpplr17%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Simpplr17%16%49accepted challenger▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 18%
Simpplr17%16%49accepted challenger▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.24% → 18%02
Microsoft SharePoint17%33%45criticized challenger▼−5Since September 2026: 19% → 14%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.19% → 14%
Microsoft SharePoint17%33%45criticized challenger▼−5Since September 2026: 19% → 14%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.19% → 14%03
Staffbase14%14%51accepted challenger=heldSince September 2026: 14% → 14%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 14%
Staffbase14%14%51accepted challenger=heldSince September 2026: 14% → 14%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.14% → 14%04Microsoft Teams9%18%11accepted challenger▼−1Since September 2026: 10% → 8%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%
Microsoft Teams9%18%11accepted challenger▼−1Since September 2026: 10% → 8%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%05
Workvivo3%14%43accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 4%
Workvivo3%14%43accepted challenger▼−1Since September 2026: 5% → 4%, −1 point. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 4%06
Unily3%18%44accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%
Unily3%18%44accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%07Slack3%10%10accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
Slack3%10%10accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%08
MangoApps2%0%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
MangoApps2%0%15accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%09
Firstup2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Firstup2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%10
Igloo Software2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Igloo Software2%20%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%Show the six products at 0%, ordered by negative rate
15
Atlassian Confluence0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Atlassian Confluence0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%16
Workplace from Meta Lab in the set0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Workplace from Meta Lab in the set0%50%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%11
LumApps0%15%40accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
LumApps0%15%40accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%14
Blink0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Blink0%10%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%13
Happeo0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Happeo0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%12
Interact0%0%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Interact0%0%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 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 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.
Workplace from Meta is made by Meta, whose model Llama 4 Maverick and Muse Glimmer 30B is in the set. On the four share prompts that model made it the first choice zero times of 8; the other twelve models zero times of 48. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Microsoft Teams vs SlackMicrosoft Teams vs ThoughtFarmerMicrosoft Teams vs WorkvivoMicrosoft Teams vs Google SitesSimpplr vs Microsoft SharePointSimpplr vs ConnecteamSimpplr vs SlackSimpplr vs ThoughtFarmerSimpplr vs WorkvivoSimpplr vs Google SitesMicrosoft SharePoint vs ConnecteamMicrosoft SharePoint vs SlackMicrosoft SharePoint vs ThoughtFarmerMicrosoft SharePoint vs WorkvivoMicrosoft SharePoint vs Google SitesConnecteam vs SlackConnecteam vs ThoughtFarmerConnecteam vs WorkvivoConnecteam vs Google SitesSlack vs ThoughtFarmerSlack vs WorkvivoSlack vs Google SitesThoughtFarmer vs WorkvivoThoughtFarmer vs Google SitesWorkvivo vs Google Sites
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 →
01020304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Simpplr17%
Simpplr17%02Microsoft SharePoint17%
Microsoft SharePoint17%03Staffbase14%
Staffbase14%04Microsoft Teams9%
Microsoft Teams9%05Workvivo3%
Workvivo3%06Unily3%
Unily3%07Slack3%
Slack3%08MangoApps2%
MangoApps2%09Firstup2%
Firstup2%10Igloo Software2%
Igloo Software2%11LumApps0%
LumApps0%12Interact0%
Interact0%13Happeo0%
Happeo0%14Blink0%
Blink0%15Atlassian Confluence0%
Atlassian Confluence0%16Workplace from Meta0%
Workplace from Meta0%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 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Microsoft SharePoint33%
15 of 45 labels negative · 13 of 14 models · 1 hard negative
“### 1. **SharePoint as a Standalone Intranet** - **Key issues**: Built primarily for document storage, not employee experience” GLM 4.7 FlashX, negative prompt
Simpplr16%
8 of 49 labels negative · 8 of 14 models · 1 hard negative
“Avoid for Predictable Pricing: Simpplr, Staffbase, Workvivo, Unily, LumApps — all use quote-only, custom pricing” DeepSeek V4 Flash, budget prompt
Unily18%
8 of 44 labels negative · 7 of 14 models · 1 hard negative
“Unily starts around $125,000/year as a minimum, and costs scale with modules, users, and services in ways that are hard to forecast.” DeepSeek V4 Flash, budget prompt
LumApps15%
6 of 40 labels negative · 6 of 14 models · 1 hard negative
“Avoid for Predictable Pricing: Simpplr, Staffbase, Workvivo, Unily, LumApps — all use quote-only, custom pricing” DeepSeek V4 Flash, budget 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
78 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. 1084 links across 178 sites, every framing counted. Ranked by the number of answers carrying the site or page. 3 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Workvivo55 answers · 121 citations · 14 models
vendor site · Simpplr41 answers · 67 citations · 13 models
vendor site · Staffbase41 answers · 62 citations · 14 models
vendor site · MangoApps37 answers · 65 citations · 12 models
vendor site · LumApps31 answers · 53 citations · 12 models
vendor site · Oak29 answers · 47 citations · 10 models
28 answers · 29 citations · 11 models
22 answers · 23 citations · 10 models
vendor site · AgilityPortal21 answers · 29 citations · 11 models
vendor site · G221 answers · 21 citations · 9 models
vendor site · Unily20 answers · 29 citations · 10 models
vendor site · G220 answers · 21 citations · 12 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.
29 answers · 10 models
27 answers · 10 models
25 answers · 11 models
20 answers · 10 models
18 answers · 9 models
17 answers · 11 models
16 answers · 11 models
15 answers · 8 models
14 answers · 10 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 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft Teams microsoft.com Microsoft SharePoint 17%, Microsoft Teams 9%, Microsoft SharePoint + Viva Connections 3%, Microsoft Viva Connections 2% | 31% | 123 | 673,000 | 16,550 | 145,358,109 | $12,455 | 103 | |
| Simpplr simpplr.com | 17% | 125 | 2,400 | 56 | 195,755 | $1,221 | 42 | 9 |
| Staffbase staffbase.com | 14% | 197 | 1,900 | 46 | 36,256 | 44 | 8 | |
| Viva Connections | 5% | |||||||
| Workvivo workvivo.com | 3% | 163 | 14,800 | 150 | 18,766 | $549 | 45 | 3 |
| Unily unily.com | 3% | 75 | 1,000 | 21 | 19,004 | $581 | 43 | |
| Slack slack.com | 3% | 99 | 1,000,000 | 30,850 | 1,672,555 | $27 | 120 | |
| ThoughtFarmer thoughtfarmer.com | 3% | 19 | 170 | 0 | 5,903 | 4 | ||
| Elcom elcom.com.au | 3% | 4 | ||||||
| HubEngage hubengage.com | 3% | 13 | 4 |
Google's top ten for the three searches hold 22 sites; 6 of them are among the sites the models cited here (axerosolutions.com, learn.g2.com, mangoapps.com, simpplr.com, staffbase.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 an enterprise B2B company?”Paraphrase“Which internal communications platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade intranet platforms and how do they differ?”Budget-constrained“What is the best employee intranet for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an employee intranet. What should we look at?”Negative“Which intranet platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft Teams, SlackChangedOak EngageIgloo Softwareno first choiceagainst: LumApps, Microsoft SharePoint, Microsoft Viva Engage, Unily
One alternative
Workplace from MetaSix alternatives
Interact, LumApps, Simpplr, Staffbase, Unily, WorkvivoTwo alternatives
Oak Engage, WorkvivoGPT-5.4 miniMicrosoft Viva ConnectionsStaffbaseChangedno first choiceEngage, Microsoft SharePoint + Viva ConnectionsConfluence Cloud, Viva Connectionsnothing named
Three alternatives
LumApps, Simpplr, StaffbaseTwo alternatives
Microsoft Viva Engage, WorkvivoOne alternative
WorkvivoTwo alternatives
Atlassian Guard Standard, Microsoft SharePointGemini 3.5 FlashUnilyagainst: Microsoft SharePoint/VivaStaffbase, WorkvivoChangedagainst: Microsoft Teams, Slack, Workplace from Metano first choiceMicrosoft SharePoint, Viva ConnectionsSimpplragainst: Microsoft SharePoint/Vivaagainst: Basecamp, Drupal, Flip, Guru, Igloo Software, Jive, Jostle, Liferay DXP, Microsoft SharePoint, Notion, SharePoint Classic, WordPress, Workplace from Meta, Workvivo
Three alternatives
LumApps, Simpplr, WorkvivoTwo alternatives
Firstup, SimpplrSix alternatives
LumApps, Microsoft SharePoint/Viva, Simpplr, Staffbase, Unily, WorkvivoFive alternatives
CentricMinds, Concrete CMS, Elcom, HUB Intranet, LiferayFour alternatives
LumApps, MangoApps, Staffbase, UnilyPerplexity SonarMicrosoft SharePointStaffbaseChangedno first choiceMicrosoft SharePoint + Viva Connectionsagainst: Simpplr, Staffbase, Unily, Workvivono first choiceagainst: Atlassian Confluence, Microsoft SharePoint, Workplace from Meta
Six alternatives
Blink, Firstup, LumApps, Microsoft Teams, Staffbase, WorkvivoThree alternatives
Haiilo, Microsoft Teams, PoppuloOne alternative
MangoAppsGrok 4.1 FastSimpplragainst: Microsoft SharePoint/VivaMicrosoft TeamsChangedagainst: Meta Workplaceno first choiceMicrosoft SharePointagainst: Blink, LumApps, Simpplr, Staffbase, Unily, Workvivono first choiceagainst: Atlassian Confluence, Custom-Built Intranets, Jostle, Microsoft SharePoint, Microsoft Viva, OpenText, Oracle WebCenter, ServiceNow Employee Center, SharePoint on-premises
Three alternatives
LumApps, Unily, WorkvivoOne alternative
SlackTwo alternatives
MangoApps, ThoughtFarmerFive alternatives
Axero, Microsoft SharePoint, Simpplr, ThoughtFarmer, WorkvivoMistral SmallMicrosoft SharePointMicrosoft VivaChangedno first choiceThoughtFarmerno first choiceagainst: Atlassian Confluence, Happeo, LumApps, Microsoft SharePoint, Simpplr
Four alternatives
AtlasFuse, LumApps, MangoApps, UnilyThree alternatives
Slack, Workplace from Meta, Zoom WorkplaceTwo alternatives
Microsoft 365 with SharePoint, UnilyDeepSeek V4 FlashSimpplrSimpplrHeldSimpplr, Unilyagainst: Microsoft SharePoint/VivaMangoAppsagainst: Jostle, LumApps, Simpplr, Staffbase, Unily, Workvivono first choiceagainst: Axero, Hub, Microsoft SharePoint, Workvivo
Three alternatives
LumApps, Microsoft SharePoint + Viva Connections, UnilyTwo alternatives
Microsoft Viva Engage, StaffbaseFour alternatives
LumApps, MangoApps, Staffbase, WorkvivoTwo alternatives
Microsoft SharePoint, Viva ConnectionsLlama 4 Maverickno first choiceStaffbaseChangedno first choiceSimpplr, Staffbase, Unilyno first choiceagainst: Microsoft SharePoint, Microsoft Teams, Microsoft Viva Engage, Noodle, Simpplr
Two alternatives
ContactMonkey, SimpplrThree alternatives
Connecteam, Microsoft SharePoint, ThoughtFarmerQwen 3.7 FlashSimpplrMicrosoft Teams, SlackChangedWorkvivoagainst: Microsoft 365 Copilot, Microsoft SharePointThoughtFarmeragainst: Microsoft SharePoint, Miro, Simpplr, Unily, Webex Sitesno first choiceagainst: Atlassian Confluence, Google Sites, Microsoft SharePoint
Four alternatives
Microsoft SharePoint/Viva, Staffbase, Unily, WorkvivoFour alternatives
Mattermost, Officevibe, Rocket.Chat, WorkvivoFour alternatives
LumApps, Simpplr, Staffbase, UnilyOne alternative
AxeroKimi K2Simpplr, StaffbaseStaffbaseChangedMicrosoft SharePoint/Viva, Simpplragainst: Igloo SoftwareElcomagainst: Simpplr, Staffbase, Unily, WorkvivoSimpplragainst: Unilyagainst: LumApps, Microsoft SharePoint, Staffbase
Three alternatives
Microsoft SharePoint, Microsoft Viva, WorkvivoFive alternatives
Microsoft Teams, Microsoft Viva, Simpplr, Unily, WorkvivoFive alternatives
Atlassian Confluence, LumApps, MangoApps, Staffbase, UnilyTwo alternatives
Igloo Software, Microsoft SharePointThree alternatives
LumApps, Staffbase, WorkvivoGLM 4.7 FlashXMicrosoft SharePointFirstupChangedMangoAppsHubEngageno first choiceagainst: Microsoft SharePoint
Five alternatives
Firstup, MangoApps, Simpplr, Staffbase, UnilyThree alternatives
Microsoft Teams, Microsoft Viva Engage, SlackSeven alternatives
Happeo, LumApps, Microsoft SharePoint/Viva, Simpplr, Staffbase, Unily, WorkvivoTwo alternatives
Microsoft SharePoint, WorkvivoMiniMax M2.5Microsoft SharePoint, Simpplr, WorkvivoMicrosoft TeamsChangedno first choiceMicrosoft 365, Microsoft SharePointno first choiceagainst: Microsoft SharePoint
One alternative
StaffbaseOne alternative
SlackTwo alternatives
Elcom, WorkvivoGPT-6 LunaMicrosoft SharePointStaffbaseChangedMicrosoft SharePoint/VivaMicrosoft SharePointMicrosoft SharePoint, Viva Connectionsagainst: Atlassian Confluence, Google Currents, Microsoft SharePoint, SharePoint Server 2016 or 2019, Workplace from Meta
Four alternatives
LumApps, Simpplr, Staffbase, UnilyThree alternatives
Microsoft Viva Connections, Microsoft Viva Engage, WorkvivoSix alternatives
Firstup, LumApps, Simpplr, Staffbase, Unily, WorkvivoThree alternatives
Interact, Staffbase, UnilyFour alternatives
LumApps, Simpplr, Staffbase, WorkvivoMuse Glimmer 30BSimpplrMicrosoft TeamsChangedLumApps, Simpplragainst: Microsoft Viva, ServiceNow Employee CentreElcom, HubEngageagainst: LumApps, Simpplr, Staffbase, Unilyno first choiceagainst: Microsoft SharePoint, Staffbase, Workplace from Meta
Four alternatives
Happeo, LumApps, Microsoft SharePoint, UnilyFour alternatives
Microsoft Viva Engage, Slack, Staffbase, WorkvivoFive alternatives
Atlassian Confluence, Microsoft SharePoint, Staffbase, Unily, WorkvivoThree alternatives
Caspio, Microsoft SharePoint, ThoughtFarmerBold 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 | 2026-10-01 10:38 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:04 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:07 | yes | 18 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:09 | yes | 17 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:33 | yes | 25 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:57 | yes | 14 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:03 | yes | 17 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:35 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:07 | yes | 14 | 52 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 14 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:25 | yes | 15 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:18 | yes | 12 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:14 | yes | 2 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:40 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:01 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:00 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:03 | yes | 14 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:19 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:06 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:56 | no | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:09 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:52 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:10 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:05 | yes | 10 | 13 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:54 | yes | 23 | 26 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:46 | yes | 10 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:31 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:02 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:32 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:36 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:19 | yes | 19 | 69 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:33 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:10 | yes | 22 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:54 | yes | 5 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:00 | yes | 23 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:49 | yes | 10 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:21 | yes | 18 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:11 | yes | 23 | 165 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:00 | yes | 10 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:03 | yes | 8 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:25 | yes | 23 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:53 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:11 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:26 | yes | 17 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:50 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:35 | yes | 18 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:21 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:44 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:39 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:34 | yes | 12 | 90 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:36 | yes | 19 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:14 | yes | 21 | 21 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:39 | yes | 13 | 50 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:46 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:56 | yes | 13 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:58 | yes | 19 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:54 | yes | 3 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:48 | yes | 10 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:06 | yes | 17 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:38 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:49 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:55 | yes | 24 | 58 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:55 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:12 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:21 | yes | 23 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:52 | yes | 14 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | yes | 5 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:02 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:13 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:59 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:34 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:42 | yes | 27 | 39 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:50 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:56 | yes | 25 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:13 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:07 | yes | 22 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:51 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:00 | yes | 5 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:45 | yes | 23 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:08 | yes | 23 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:35 | yes | 14 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:36 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:44 | yes | 20 | 31 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 (Atlassian) read as Atlassian Confluence
Confluence by Atlassian read as Atlassian Confluence
Igloo read as Igloo Software
Powell read as Powell Intranet
SAP SuccessFactors HCM read as SAP SuccessFactors
SharePoint read as Microsoft SharePoint
SharePoint (with Microsoft Viva) read as Microsoft SharePoint
Workplace (Meta) read as Workplace from Meta
Workplace by Meta read as Workplace from Meta
Unresolved, counted raw
Akumina
AtlasFuse (by ClearPeople)
Atlassian Guard Standard
Caspio
CentricMinds
Claromentis
Concrete CMS
Confluence Cloud
Custom-Built Intranets (e.g., from-scratch on basic CMS like WordPress or early PHP frameworks)
Interact Intranet
Liferay DXP
M-Software
Microsoft 365 with SharePoint
OpenText
Oracle WebCenter
Prodigy
ServiceNow Employee Center
ServiceNow Employee Centre
SharePoint Classic
SharePoint on-premises (pre-2019)
Smarp
Vimeo
Webex Sites
Wistia
Discontinued, still offered
No shut-down product was recommended here.