Employee monitoring for enterprise buyers
Asked as “employee monitoring tool”, and as “workforce productivity analytics software”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
26%
Contested · ActivTrak 16%
26Teramind16ActivTrak16Visier42others
26% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each
ActivTrak vs TeramindActivTrak vs DeskTimeActivTrak vs Time DoctorInsightful vs ApployeInsightful vs HubstaffInsightful vs TeramindInsightful vs DeskTimeInsightful vs Time DoctorApploye vs HubstaffApploye vs TeramindApploye vs DeskTimeApploye vs Time DoctorHubstaff vs TeramindHubstaff vs DeskTimeHubstaff vs Time DoctorTeramind vs DeskTimeTeramind vs Time DoctorDeskTime vs Time Doctor
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Teramind26%
Teramind26%02ActivTrak16%
ActivTrak16%03Visier16%
Visier16%04Hubstaff10%
Hubstaff10%05Insightful8%
Insightful8%06Veriato2%
Veriato2%07CurrentWare2%
CurrentWare2%08Time Doctor0%
Time Doctor0%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, 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.
Teramind21%
11 of 52 labels negative · 8 of 14 models · 2 hard negative
“Frequently cited as the *most invasive*... Drawbacks include steep privacy risks... compliance hurdles” Grok 4.1 Fast, negative prompt
Hubstaff19%
7 of 36 labels negative · 7 of 14 models · 3 hard negative
“all nine platforms systematically shared identifying worker data ... with outside tech companies and data brokers” Gemini 3.5 Flash, negative prompt
ActivTrak14%
8 of 56 labels negative · 7 of 14 models · 2 hard negative
“cloud-only products such as **ActivTrak** and **Hubstaff** are not suitable for on-premise deployments” Perplexity Sonar, negative prompt
Time Doctor33%
5 of 15 labels negative · 5 of 14 models · 2 hard negative
“Avoid These for Large Scale ... **Time Doctor** | Per-seat pricing with add-on stacking” Kimi K2, 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
80 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. 1169 links across 262 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 · Insightful48 answers · 75 citations · 13 models
vendor site · CurrentWare43 answers · 51 citations · 12 models
vendor site · Teramind32 answers · 69 citations · 13 models
31 answers · 34 citations · 12 models
29 answers · 83 citations · 10 models
vendor site · WorkTime27 answers · 35 citations · 10 models
26 answers · 33 citations · 11 models
vendor site · G225 answers · 30 citations · 11 models
25 answers · 25 citations · 10 models
22 answers · 22 citations · 9 models
vendor site · Hubstaff21 answers · 39 citations · 9 models
vendor site · ActivTrak21 answers · 27 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.
30 answers · 12 models
24 answers · 9 models
24 answers · 10 models
22 answers · 9 models
21 answers · 10 models
18 answers · 9 models
16 answers · 9 models
16 answers · 8 models
16 answers · 9 models
16 answers · 6 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 monitoring tool”, “employee monitoring tool”, “employee monitoring tools”. 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 |
|---|---|---|---|---|---|---|---|---|
| Teramind teramind.co | 26% | 130 | 5,400 | 119 | 19,425 | $518 | 48 | |
| ActivTrak activtrak.com | 16% | 146 | 8,100 | 156 | 18,356 | $11,550 | 47 | 1 |
| Visier visier.com | 16% | 259 | 2,400 | 72 | 40,267 | 16 | ||
| Hubstaff hubstaff.com | 10% | 152 | 18,100 | 202 | 100,097 | 120 | ||
| Insightful insightful.io | 8% | 106 | 135,000 | 31,732 | 51,763 | $34 | 37 | 6 |
| Microsoft Viva Insights microsoft.com | 8% | 30 | 590 | 31 | 145,358,109 | $12,455 | 103 | |
| Veriato veriato.com | 2% | 31 | 480 | 13 | 485 | $43 | 8 | |
| CurrentWare currentware.com | 2% | 27 | 210 | 3 | 15,193 | 8 | ||
| WorkTime worktime.com | 2% | 22 | 3,600 | 17 | 13,333 | 9 | ||
| Workday workday.com | 2% | 383 | 1,220,000 | 23,848 | 2,213,450 | 80 |
Google's top ten for the three searches hold 21 sites; 4 of them are among the sites the models cited here (activtrak.com, insightful.io, peoplemanagingpeople.com, worktime.com). The first result for “best employee monitoring tool” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best employee monitoring tool for an enterprise B2B company?”Paraphrase“Which workforce productivity analytics software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade employee monitoring tools and how do they differ?”Budget-constrained“What is the best employee monitoring tool 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 monitoring tool. What should we look at?”Negative“Which employee monitoring tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5TeramindVisier, WorkdayChangedActivTrak, InsightfulInsightfulno first choicenothing named
Three alternatives
ActivTrak, Insightful, WorkTimeTwo alternatives
Microsoft Viva Insights, RipplingFour alternatives
Hubstaff, Teramind, Veriato Vision, WorkTimeGPT-5.4 miniTeramindActivTrakChangedTeramind, Veriatoagainst: BeyondTrustActivTrak, Hubstaffagainst: Teramindno first choicenothing named
Five alternatives
ActivTrak, Hubstaff, Insightful, ProHance, Time DoctorTwo alternatives
ADP DataCloud, TeramindTwo alternatives
ActivTrak, HubstaffGemini 3.5 FlashActivTrak, TeramindMicrosoft Viva InsightsChangedTeramindWorkTimeno first choiceagainst: Apploye, Buddy Punch, Controlio, Deputy, Desklog, Hubstaff, Monitask, Sneek/Tandem, Spyrix, Teramind, Time Doctor, Vericlock, When I Work
Three alternatives
Hubstaff, Time Doctor, VeriatoFour alternatives
ActivTrak, Teramind, Visier, WindmillFive alternatives
ActivTrak, Hubstaff, Insightful, Time Doctor, VeriatoTwo alternatives
Insightful, TeramindPerplexity SonarHubstaffVisierChangedTeramind, VeriatoInsightfulagainst: Teramindno first choiceagainst: ActivTrak, Hubstaff, Insightful, Teramind
Four alternatives
ActivTrak, Insightful, ProHance, TeramindSix alternatives
ActivTrak, Insightful, Prodoscore, SAP SuccessFactors, UKG Pro Workforce Analytics, WorkdaySix alternatives
ActivTrak, Connecteam, Hubstaff, Insightful, ProHance, Time DoctorOne alternative
HubstaffGrok 4.1 FastInsightfulMicrosoft Viva InsightsChangedagainst: ActivTrak, InsightfulTeramindActivTrakagainst: Hubstaff, Teramind, Time Doctor, Veriatono first choiceagainst: ActivTrak, InterGuard, Kickidler, StaffCop, Teramind, Veriato/Cerebral
Two alternatives
ActivTrak, TeramindFive alternatives
Dayforce, Sapience Analytics, UKG Pro Analytics, Visier, Workday PrismFour alternatives
ActivTrak, CurrentWare, InterGuard, VeriatoOne alternative
InsightfulMistral SmallTeramind, VeriatoVisierChangedTeramind, VeriatoActivTrak, Hubstaffno first choicenothing named
Two alternatives
ActivTrak, InsightfulTwo alternatives
ActivTrak, TeramindFive alternatives
ActivTrak, CurrentWare, Hubstaff, Insightful, StaffCopTwo alternatives
CurrentWare, TeramindDeepSeek V4 FlashTeramindVisierChangedTeramind, VeriatoTeramindno first choiceagainst: ActivTrak, Hubstaff, Teramind, Time Doctor, Veriato, WorkComposer
Two alternatives
ActivTrak, Time DoctorThree alternatives
Insightful, UKG Pro Workforce Analytics, Workday Workforce AnalyticsThree alternatives
ActivTrak, Hubstaff, Time DoctorTwo alternatives
ActivTrak, InsightfulLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choiceagainst: ActivTrak, BambooHR EMS, Controlio, Hubstaff, Insightful, Teramind, Veriato
Qwen 3.7 FlashActivTrak, TeramindVisierChangedActivTrak, TeramindHubstaff, Teramindagainst: ActivTrakno first choicenothing named
One alternative
HubstaffFour alternatives
ActivTrak, SAP Analytics Cloud, SAP SuccessFactors, UKG Pro Workforce AnalyticsThree alternatives
Hubstaff, Insightful, Time DoctorKimi K2TeramindMicrosoft Viva Insights, VisierChangedTeramindActivTrak, Teramindagainst: Hubstaff, Insightful, Time Doctorno first choicenothing named
Three alternatives
ActivTrak, Insightful, VeriatoFour alternatives
ActivTrak, Insightful, Teramind, Workday People Analytics / Prism AnalyticsFive alternatives
ActivTrak, Hubstaff, InterGuard, StaffCop, VeriatoOne alternative
VeriatoGLM 4.7 FlashXTeramindVisierChangedActivTrakControliono first choiceagainst: Apploye, Buddy Punch, Deputy, Desklog, Hubstaff, Monitask, Time Doctor, VerClock, When I Work
Three alternatives
ActivTrak, Hubstaff, InsightfulEight alternatives
ActivTrak, Crunchr, Insightful, Microsoft Viva Insights, One Model, Oracle Fusion HCM Analytics, SAP SuccessFactors People Analytics, Workday People AnalyticsSix alternatives
CurrentWare, Hubstaff, Insightful, Teramind, Veriato, WorkTimeThree alternatives
ActivTrak, Hubstaff, InsightfulMiniMax M2.5Hubstaff, TeramindVisier, Workday Prism AnalyticsChangedno first choiceno first choiceagainst: Timechampno first choiceagainst: Teramind
Three alternatives
ActivTrak, Controlio, VeriatoThree alternatives
ActivTrak, Insightful, SAP SuccessFactorsFour alternatives
ActivTrak, Insightful, Teramind, WorkTimeGPT-6 LunaActivTrakMicrosoft Viva InsightsChangedActivTrakCurrentWareagainst: ActivTrakno first choiceagainst: Retina-X, SpyFone
One alternative
TeramindFour alternatives
ActivTrak, Visier, Workday People Analytics, WorklyticsFour alternatives
Insightful, Microsoft Purview Insider Risk Management, Teramind, VeriatoOne alternative
InsightfulMuse Glimmer 30BTeramind, Veriato Workforce Behavior AnalyticsWorklyticsChangedTeramindInsightfulagainst: ActivTrak, Teramindno first choiceagainst: Monitask, Teramind
Three alternatives
Controlio, Hubstaff, InterGuardThree alternatives
Microsoft Viva Insights, SAP SuccessFactors, VisierFive alternatives
ActivTrak, CurrentWare, Hubstaff, Insightful, WorkTimeOne alternative
VeriatoBold 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 | 2026-10-04 22:32 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | yes | 1 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:17 | yes | 14 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:39 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:19 | yes | 20 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:28 | yes | 15 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:32 | yes | 23 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:35 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:21 | yes | 15 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:31 | yes | 14 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:16 | yes | 24 | 151 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:30 | yes | 10 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:40 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:19 | yes | 25 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | yes | 18 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:37 | yes | 20 | 33 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:39 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:21 | yes | 24 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:35 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 20 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:22 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:26 | yes | 5 | 14 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:28 | yes | 20 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 15 | 114 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | yes | 14 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:18 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:17 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:29 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:23 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:37 | yes | 22 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:37 | yes | 17 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:28 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:31 | yes | 7 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:18 | yes | 21 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:35 | yes | 10 | 48 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:17 | yes | 13 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:19 | yes | 20 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:33 | yes | 14 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:29 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:35 | yes | 13 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:35 | yes | 16 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:38 | yes | 3 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:22 | yes | 22 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:31 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:25 | yes | 21 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 14 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:38 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:27 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:28 | yes | 20 | 81 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:22 | yes | 25 | 56 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:18 | yes | 23 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:20 | yes | 18 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:26 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:27 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:23 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:18 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:17 | yes | 13 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:30 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 16 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:24 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 19 | 48 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:18 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:19 | yes | 23 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:40 | yes | 14 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:28 | no | 0 | 53 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:27 | yes | 12 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:36 | yes | 16 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 2 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:32 | yes | 24 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:31 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:17 | yes | 25 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:24 | yes | 14 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:26 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:29 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:30 | yes | 19 | 55 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 14 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:29 | yes | 23 | 27 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:36 | yes | 21 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:32 | yes | 5 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | yes | 23 | 37 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
BambooHR EMS
BeyondTrust
EmpCloud
Microsoft Purview Insider Risk Management
Sneek/Tandem
SpyFone
Spyrix
TrackForce
UKG Pro Analytics
VMware Carbon Black
VerClock
Veriato Workforce Behavior Analytics
Workday Workforce Analytics
Discontinued, still offered
No shut-down product was recommended here.