Internal communications and intranet
Asked as “employee intranet”, and as “internal communications platform”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
14%
Contested · Simpplr 12%
14Microsoft Teams12Simpplr11Connecteam62others
14% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Microsoft Teams (14%) replaces Happeo (16% then, 0% now), 14 points clear, past the 13-point floor.Microsoft Teams leads at 14%, replacing Happeo, which led at 16% and stands at 0% now: 14 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
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.This pageEnterprise
Simpplr17%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →
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.This pageEnterpriseSimpplr17%Contested▼−5Since September 2026: 24% → 18%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Microsoft Teams14%21%14accepted challenger▼−2Since September 2026: 16% → 14%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 14%
Microsoft Teams14%21%14accepted challenger▼−2Since September 2026: 16% → 14%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.16% → 14%02Simpplr12%14%37accepted challenger▲+2Since September 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 12%
Simpplr12%14%37accepted challenger▲+2Since September 2026: 10% → 12%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 12%03
Microsoft SharePoint11%26%38criticized challenger▼−2Since September 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%
Microsoft SharePoint11%26%38criticized challenger▼−2Since September 2026: 10% → 8%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.10% → 8%04
Connecteam11%0%14accepted challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 10%
Connecteam11%0%14accepted challenger▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 10%05Slack9%18%17accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 8%
Slack9%18%17accepted challenger=heldSince September 2026: 8% → 8%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.8% → 8%06
ThoughtFarmer7%0%11accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 6%
ThoughtFarmer7%0%11accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 6%07
Workvivo5%11%38accepted challenger=heldSince September 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 6%
Workvivo5%11%38accepted challenger=heldSince September 2026: 6% → 6%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.6% → 6%08
Google Sites Lab in the set5%18%11accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 6%
Google Sites Lab in the set5%18%11accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.4% → 6%09
Interact4%6%16accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%
Interact4%6%16accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 4%10
MangoApps4%0%13accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
MangoApps4%0%13accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%11
Staffbase2%8%26accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
Staffbase2%8%26accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%12
Zoho Connect2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%
Zoho Connect2%0%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 2%Show the six products at 0%, ordered by negative rate
18
Unily0%37%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Unily0%37%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%17
LumApps0%23%22accepted 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%23%22accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%15
Notion0%17%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%
Notion0%17%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%16
Atlassian Confluence0%9%11accepted 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%9%11accepted 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%6%16accepted challenger▼−16Since September 2026: 16% → 0%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.16% → 0%
Happeo0%6%16accepted challenger▼−16Since September 2026: 16% → 0%, −16 points. Past the 13-point floor: movement. Read over the models both editions asked.16% → 0%14
Blink0%0%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%
Blink0%0%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%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.
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 one time 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 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 →
010203040506070809101112131415161718Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Microsoft Teams14%
Microsoft Teams14%02Simpplr12%
Simpplr12%03Microsoft SharePoint11%
Microsoft SharePoint11%04Connecteam11%
Connecteam11%05Slack9%
Slack9%06ThoughtFarmer7%
ThoughtFarmer7%07Workvivo5%
Workvivo5%08Google Sites5%
Google Sites5%09Interact4%
Interact4%10MangoApps4%
MangoApps4%11Staffbase2%
Staffbase2%12Zoho Connect2%
Zoho Connect2%13Happeo0%
Happeo0%14Blink0%
Blink0%15Notion0%
Notion0%16Atlassian Confluence0%
Atlassian Confluence0%17LumApps0%
LumApps0%18Unily0%
Unily0%What they warned about
Zero 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, DeepSeek V4 Flash, 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 SharePoint26%
10 of 38 labels negative · 8 of 14 models · 1 hard negative
“Desktop‑only experience • Slow load times ... Poor mobile UX • One‑way communication” GLM 4.7 FlashX, negative prompt
LumApps23%
5 of 22 labels negative · 5 of 14 models · 1 hard negative
“Heavy dependency on Google Workspace ecosystem; potential vendor lock-in” Kimi K2, negative prompt
Simpplr14%
5 of 37 labels negative · 5 of 14 models
“organizations often struggle with **customization restrictions**. There are also reports of significant **integration challenges**” Qwen 3.7 Flash, negative prompt
Unily37%
7 of 19 labels negative · 5 of 14 models
“Some platforms (like Unily) don't publish pricing and require lengthy sales processes — a red flag for budget planning.” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
72 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. 942 links across 186 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 · Workvivo42 answers · 90 citations · 14 models
vendor site · Simpplr38 answers · 67 citations · 14 models
vendor site · MangoApps33 answers · 67 citations · 12 models
vendor site · Staffbase28 answers · 42 citations · 12 models
28 answers · 30 citations · 11 models
vendor site · Guideflow26 answers · 28 citations · 10 models
vendor site · G224 answers · 30 citations · 11 models
vendor site · G223 answers · 23 citations · 10 models
vendor site · LumApps22 answers · 34 citations · 13 models
21 answers · 24 citations · 10 models
vendor site · Oak20 answers · 27 citations · 9 models
17 answers · 20 citations · 11 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.
28 answers · 10 models
24 answers · 11 models
22 answers · 10 models
21 answers · 10 models
20 answers · 10 models
15 answers · 10 models
15 answers · 8 models
14 answers · 9 models
13 answers · 9 models
13 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft Teams microsoft.com Microsoft Teams 14%, Microsoft SharePoint 11%, Microsoft Viva Engage 2% | 27% | 123 | 673,000 | 16,550 | 145,358,109 | $12,455 | 103 | |
| Simpplr simpplr.com | 12% | 125 | 2,400 | 56 | 195,755 | $1,221 | 42 | 9 |
| Connecteam connecteam.com | 11% | 573 | 49,500 | 288 | 312,449 | $13,504 | 120 | 7 |
| Slack slack.com | 9% | 99 | 1,000,000 | 30,850 | 1,672,555 | $27 | 120 | |
| ThoughtFarmer thoughtfarmer.com | 7% | 19 | 170 | 0 | 5,903 | 4 | ||
| Workvivo workvivo.com | 5% | 163 | 14,800 | 150 | 18,766 | $549 | 45 | 3 |
| Bitrix24 bitrix24.com | 5% | 23 | 5,400 | 90 | 69,160 | 104 | ||
| Google Sites google.com | 5% | 38 | 673,000 | 5,954 | 1,800,358,416 | $465,944 | 5 | |
| Interact interactsoftware.com | 4% | 34 | 49,500 | 54,099 | 15,216 | 50 | 3 | |
| MangoApps mangoapps.com | 4% | 97 | 720 | 3 | 8,205 | $241 | 22 | 8 |
Google's top ten for the three searches hold 22 sites; 7 of them are among the sites the models cited here (axerosolutions.com, learn.g2.com, mangoapps.com, peoplemanagingpeople.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 a mid-market B2B company?”Paraphrase“Which internal communications platform would you recommend to a mid-sized B2B company?”Comparative“What are the top intranet platforms and how do they differ?”Budget-constrained“What is the best employee intranet for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an employee intranet. What should we look at?”Negative“Which intranet platforms should I avoid or be cautious about?”
Claude Haiku 4.5ThoughtFarmerno first choiceChangedSimpplrConnecteamno first choicenothing named
Three alternatives
Interact, LumApps, SimpplrFour alternatives
LumApps, Microsoft SharePoint, Oak Engage, UnilyTwo alternatives
Microsoft SharePoint, Zoho ConnectGPT-5.4 miniWorkvivoMicrosoft Viva EngageChangedno first choiceMicrosoft SharePointno first choicenothing named
Five alternatives
Haystack, Jostle, Microsoft SharePoint, Oak Engage, ThoughtFarmerFour alternatives
LumApps, Simpplr, Slack, WorkvivoTwo alternatives
Simpplr, WorkvivoGemini 3.5 FlashSimpplragainst: Microsoft SharePointMicrosoft Teams, SlackChangedno first choiceGoogle Sites, Microsoft SharePointagainst: Simpplr, UnilySimpplragainst: Beezy, Drupal, Google Currents, Google Sites, Jive, Liferay, LumApps, Meta Workplace, Microsoft SharePoint, Unily, WordPress
Four alternatives
Happeo, Powell Intranet, Workvivo, hubleyFive alternatives
Google Chat, Guru, Happeo, Notion, WorkvivoFour alternatives
Bitrix24, Connecteam, HumHub, Zoho ConnectSeven alternatives
Happeo, Microsoft SharePoint, Microsoft Viva, Powell Intranet, Staffbase, Workvivo, hubleyPerplexity SonarSimpplrSlackChangedno first choiceGoogle Sites, Microsoft SharePointno first choiceagainst: Microsoft SharePoint, Microsoft Teams, Slack
Four alternatives
Blink, Happeo, Microsoft SharePoint, WorkvivoTwo alternatives
Simpplr, WorkvivoThree alternatives
Connecteam, MyHub Intranet, Zoho ConnectGrok 4.1 FastSimpplr, Workvivoagainst: Microsoft SharePoint/VivaMicrosoft TeamsChangedno first choiceConnecteamagainst: HumHub, Nextcloudno first choiceagainst: LumApps, Microsoft SharePoint, Unily, Workplace from Meta
Four alternatives
Blink, Interact, Staffbase, ThoughtFarmerOne alternative
SlackTwo alternatives
Google Sites, Microsoft SharePointMistral SmallMicrosoft SharePointno first choiceChangedMangoAppsConnecteamno first choiceagainst: Microsoft SharePoint, Microsoft Teams, Notion, Slack, Workplace from Metaagainst: LumApps, Simpplr, Unily, Workplace from Meta
Two alternatives
Interact, MyHub IntranetThree alternatives
LumApps, Simpplr, UnilyTwo alternatives
Google Sites, Open IntranetDeepSeek V4 FlashInteractMicrosoft TeamsChangedno first choiceBitrix24, ConnecteamIgloo Software, Interact, MangoApps, Simpplr, Workvivoagainst: LumApps, Unilyagainst: IBM Connections, Igloo Software, Jive, Meta Workplace, Microsoft SharePoint, Unily
Four alternatives
Happeo, Jostle, Simpplr, StaffbaseTwo alternatives
Slack, WorkvivoThree alternatives
Google Sites, Microsoft SharePoint, SoftrThree alternatives
Happeo, Microsoft SharePoint, Microsoft VivaLlama 4 MaverickThoughtFarmerStaffbaseChangedno first choiceConnecteam, Microsoft Teamsno first choiceagainst: Microsoft SharePoint
Three alternatives
ClickUp, Interact, SAP SuccessFactorsThree alternatives
BoardPAC, Slack, Zoom WorkplaceTwo alternatives
Blink, ThoughtFarmerQwen 3.7 FlashMicrosoft Vivaagainst: Google SitesMicrosoft TeamsChangedno first choiceagainst: Microsoft 365, Microsoft SharePointWhaleno first choiceagainst: WordPressagainst: Happeo, Igloo Software, Microsoft SharePoint, Simpplr, Snapcomms, Unily
Five alternatives
Atlassian Confluence, BambooHR, Lattice, Notion, WeylandTwo alternatives
Notion, SlackFive alternatives
Interact, MangoApps, Simpplr, Unily, WorkvivoSix alternatives
Bitrix24, Connecteam, HumHub, Nextcloud, Notion, Zoho ConnectFour alternatives
BambooHR, Intrawaare, Jive, Microsoft SharePointKimi K2Simpplragainst: WorkvivoMicrosoft Teams, SlackChangedno first choiceGoogle Sitesagainst: Atlassian Confluenceno first choiceagainst: Facebook Workplace, LumApps, Old SharePoint versions, Simpplr, Slack, Snapcomms, Staffbase, Workvivo
Three alternatives
Blink, Happeo, JostleTwo alternatives
Staffbase, WorkvivoFour alternatives
Bitrix24, Open Intranet, Pebb Standard Plan, Workvivo Small Business PlanFive alternatives
Happeo, HubEngage, Simpplr, ThoughtFarmer, WorkvivoGLM 4.7 FlashXMangoAppsagainst: Microsoft Viva ConnectionsMicrosoft TeamsChangedMangoApps, StaffbaseBitrix24no first choiceagainst: Microsoft SharePoint, Simpplr, Snapcomms, Staffbase, Workvivo
Two alternatives
Simpplr, WorkvivoFour alternatives
Bitrix24, Firstup, HubEngage, SlackFive alternatives
Interact, LumApps, Simpplr, Unily, WorkvivoSix alternatives
Atlassian Confluence, HumHub, Microsoft SharePoint, Notion, XWiki, Zoho ConnectMiniMax M2.5ThoughtFarmerSlackChangedno first choiceagainst: InteractBitrix24, Jostle, Zoho Connectagainst: Notionno first choicenothing named
Five alternatives
ClickUp, Interact, MangoApps, SAP SuccessFactors, SharePoint Intranet-in-a-BoxThree alternatives
Microsoft Teams, Notion, Zoom WorkplaceOne alternative
Microsoft SharePointGPT-6 LunaSimpplrMicrosoft SharePoint, Microsoft TeamsChangedno first choiceMicrosoft SharePointno first choiceagainst: Jive, Meta Workplace, SharePoint Server 2016 or 2019
Three alternatives
Microsoft SharePoint, Staffbase, WorkvivoTwo alternatives
Slack, StaffbaseThree alternatives
Microsoft SharePoint + Viva Connections, Staffbase, WorkvivoTwo alternatives
Blink, Google SitesFive alternatives
Happeo, LumApps, Microsoft SharePoint, Simpplr, StaffbaseMuse Glimmer 30BThoughtFarmerSlackChangedMicrosoft 365, Microsoft SharePoint, Viva ConnectionsConnecteamno first choiceagainst: Microsoft Teams, Workvivo
Five alternatives
Happeo, Interact, MangoApps, Simpplr, StaffbaseThree alternatives
Blink, Microsoft Teams, WorkvivoSix alternatives
Atlassian Confluence, Google Workspace, LumApps, Simpplr, Staffbase, WorkvivoSeven alternatives
Atlassian Confluence, Google Sites, Google Workspace, Microsoft 365, Microsoft SharePoint, Notion, Zoho ConnectBold 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 08:04 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:02 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:59 | yes | 15 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:05 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:00 | yes | 19 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:48 | yes | 9 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:40 | yes | 22 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:51 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:40 | no | 0 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:25 | yes | 14 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:58 | yes | 22 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:59 | yes | 10 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:03 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:58 | yes | 13 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:36 | no | 0 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:13 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:16 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:22 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:45 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:28 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:55 | yes | 23 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:57 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:06 | no | 0 | 48 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:03 | yes | 15 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:16 | yes | 19 | 117 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:06 | yes | 5 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:00 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:26 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:41 | yes | 18 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:05 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:51 | yes | 27 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:04 | yes | 18 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:29 | yes | 19 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:00 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:46 | yes | 18 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:41 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:27 | yes | 5 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:49 | yes | 20 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:24 | yes | 20 | 36 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 8 | 18 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 9 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:31 | yes | 11 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:44 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:48 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:08 | yes | 13 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:55 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:33 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:10 | yes | 14 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:04 | yes | 16 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:07 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:28 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:32 | yes | 10 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:07 | yes | 25 | 111 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:06 | yes | 9 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:19 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:29 | yes | 11 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:23 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:15 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:18 | yes | 13 | 53 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:34 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:08 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:36 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:19 | yes | 23 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:18 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:36 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:09 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:24 | yes | 21 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:55 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:16 | yes | 5 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:12 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:56 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:51 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:47 | yes | 15 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:42 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:03 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:11 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:29 | yes | 25 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:52 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:23 | yes | 9 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:21 | yes | 20 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:50 | yes | 18 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:45 | no | 0 | 9 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:07 | yes | 5 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:24 | yes | 23 | 45 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
Igloo read as Igloo Software
MyHub read as MyHub Intranet
Powell read as Powell Intranet
SAP SuccessFactors HCM read as SAP SuccessFactors
SharePoint read as Microsoft SharePoint
Workplace by Meta read as Workplace from Meta
Unresolved, counted raw
Beezy
BoardPAC
Facebook Workplace
Google Workspace Chat
IBM Connections
Intrawaare
Old SharePoint versions
Pebb Standard Plan
SharePoint Intranet-in-a-Box
SharePoint Server Subscription Edition
TWiki
Weyland (or Stiltz.io)
Workvivo Small Business Plan
XWiki
Discontinued, still offered
No shut-down product was recommended here.