Index › Workforce planning and analytics › Employee monitoring › Small business › October 2026 Edition
Employee monitoring for small business buyers
Asked as “employee monitoring tool”, and as “workforce productivity analytics software”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the 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
23%
Contested · ActivTrak 15%
23Hubstaff15ActivTrak10Apploye52others
23% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Hubstaff23%
Hubstaff23%02ActivTrak15%
ActivTrak15%03Apploye10%
Apploye10%04Time Doctor8%
Time Doctor8%05Clockify7%
Clockify7%06Insightful3%
Insightful3%07Toggl Track3%
Toggl Track3%08DeskTime2%
DeskTime2%09Monitask0%
Monitask0%10Teramind0%
Teramind0%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.
Teramind54%
14 of 26 labels negative · 9 of 14 models · 5 hard negative
“Tools like **StaffCop**, **Teramind** (in full-surveillance mode), and **CleverControl** that log every keystroke are among the most problematic.” DeepSeek V4 Flash, negative prompt
Hubstaff8%
4 of 52 labels negative · 4 of 14 models
“**Reason to Caution:** While generally well-rated, users have noted limitations in **reporting customization**.” Qwen 3.7 Flash, negative prompt
CleverControl75%
3 of 4 labels negative · 3 of 14 models · 3 hard negative
“Tools like **StaffCop**, **Teramind** (in full-surveillance mode), and **CleverControl** that log every keystroke are among the most problematic.” DeepSeek V4 Flash, negative prompt
Veriato100%
3 of 3 labels negative · 3 of 14 models · 2 hard negative
“often viewed as an enterprise-grade solution that may be **overly complex and expensive** for smaller teams” Qwen 3.7 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
74 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. 981 links across 196 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 · CurrentWare50 answers · 73 citations · 11 models
38 answers · 42 citations · 11 models
33 answers · 44 citations · 11 models
vendor site · Insightful29 answers · 46 citations · 12 models
27 answers · 27 citations · 9 models
vendor site · Hubstaff26 answers · 36 citations · 12 models
vendor site · TMetric26 answers · 28 citations · 10 models
24 answers · 42 citations · 10 models
vendor site · Jibble23 answers · 25 citations · 11 models
vendor site · G220 answers · 24 citations · 9 models
vendor site · G218 answers · 25 citations · 8 models
vendor site · Time Doctor16 answers · 26 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
40 answers · 11 models
35 answers · 11 models
27 answers · 9 models
26 answers · 10 models
23 answers · 11 models
17 answers · 9 models
15 answers · 8 models
15 answers · 7 models
14 answers · 7 models
14 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 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 |
|---|---|---|---|---|---|---|---|---|
| Hubstaff hubstaff.com | 23% | 152 | 18,100 | 202 | 100,097 | 120 | ||
| ActivTrak activtrak.com | 15% | 146 | 8,100 | 156 | 18,356 | $11,550 | 47 | 1 |
| Apploye apploye.com | 10% | 36 | 480 | 4 | 45,528 | 1 | ||
| Time Doctor timedoctor.com | 8% | 85 | 4,400 | 2,638 | 19,456 | 21 | ||
| Clockify clockify.me | 7% | 100 | 60,500 | 1,093 | 2,084,749 | 40 | ||
| Trackpilots trackpilots.com | 5% | 4 | ||||||
| Insightful insightful.io | 3% | 106 | 135,000 | 31,732 | 51,763 | $34 | 37 | 6 |
| Toggl toggl.com Toggl Track 3% | 3% | 50 | 12,100 | 89 | 257,259 company | 30 | ||
| Desklog desklog.io | 3% | 9 | ||||||
| Controlio controlio.net | 3% | 22 | 880 | 3 | 39,254 | 2 | 5 |
Google's top ten for the three searches hold 21 sites; 2 of them are among the sites the models cited here (insightful.io, peoplemanagingpeople.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 a small B2B company?”Paraphrase“Which workforce productivity analytics software would you recommend to a small business that sells to other businesses?”Comparative“What are the top employee monitoring tools for a small team and how do they differ?”Budget-constrained“What is the best employee monitoring tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an employee monitoring tool. What should we look at?”Negative“Which employee monitoring tools should a small business avoid or be cautious about?”
Claude Haiku 4.5TrackpilotsActivTrakChangedTrackpilotsTrackpilotsno first choicenothing named
Three alternatives
Hubstaff, Monitask, eMonitorThree alternatives
ADP Workforce Now, Hubstaff, PersonioFive alternatives
Apploye, CleverControl, DeskTime, Hubstaff, Time DoctorThree alternatives
Clockify, E-Monitor, Time ChampGPT-5.4 miniHubstaffagainst: TeramindInsightfulChangedHubstaff, Time Doctoragainst: TeramindHubstaffno first choiceagainst: Retina-X
One alternative
ActivTrakFour alternatives
ActivTrak, BambooHR, Hubstaff, RipplingTwo alternatives
Insightful, Toggl TrackTwo alternatives
ActivTrak, ClockifyGemini 3.5 FlashActivTrak, HubstaffToggl TrackChangedHubstaffClockify, Jibbleno first choiceagainst: ActivTrak, Apploye, Buddy Punch, Crossover, Deputy, Desklog, Hubstaff, Monitask, Teramind, Time Doctor, Vericlock, Verint, When I Work
Three alternatives
Apploye, Insightful, TeramindSix alternatives
ActivTrak, EmailAnalytics, Fathom, Fireflies.ai, Hubstaff, InsightfulSeven alternatives
Apploye, Clockify, DeskTime, E-Monitor, Insightful, Time Doctor, Toggl TrackFour alternatives
ActivTrak, Apploye, E-Monitor, TimeCampPerplexity SonarApployeagainst: HubstaffDeskTime, InsightfulChangedMonitask, TMetricagainst: TeramindApployeagainst: Teramindno first choicenothing named
Three alternatives
DeskTime, Insightful, MonitaskTwo alternatives
ActivTrak, Time DoctorSeven alternatives
ActivTrak, Apploye, DeskTime, Hubstaff, Insightful, Time Doctor, TraqqFour alternatives
Hubstaff, Monitask, Time Doctor, WebWorkGrok 4.1 FastHubstaff, Time DoctorActivTrakChangedActivTrak, HubstaffClockifyActivTrak, Hubstaffagainst: Teramindagainst: CleverControl, Controlio, CurrentWare, Insightful, Teramind, Time Doctor, Veriato, WorkTime
Three alternatives
ActivTrak, CurrentWare, InsightfulTwo alternatives
Hubstaff, Time DoctorFour alternatives
Apploye, Insightful, Monitask, Time DoctorFour alternatives
Apploye, DeskTime, Homebase, JibbleOne alternative
Time DoctorMistral SmallClockify, DesklogHubSpotChangedApploye, Clockify, TMetricApployeno first choicenothing named
Two alternatives
Hubstaff Desk, We360.aiFour alternatives
ClickUp, Insightful, Monday.com, Toggl TrackThree alternatives
ActivTrak, Insightful, TeramindTwo alternatives
Monitask, TMetricDeepSeek V4 FlashActivTrakHubstaffChangedHubstaffagainst: TeramindTime ChampHubstaffagainst: CleverControl, Controlio, CurrentWare, Hubstaff, SentryPC, StaffCop, Teramind, Time Doctor
Four alternatives
Apploye, DeskTime, Teramind, Time DoctorThree alternatives
ActivTrak, BambooHR, Time DoctorFour alternatives
ActivTrak, Clockify, Insightful, Time DoctorFour alternatives
ActivTrak, Clockify, Hubstaff, MonitaskFive alternatives
ActivTrak, CurrentWare, DeskTime, Teramind, Time DoctorLlama 4 Maverickno first choiceno first choiceHeldno first choiceApployeHubstaffnothing named
Three alternatives
Insightful, TMetric, TeramindThree alternatives
Monitask, Time Doctor, We360.aiQwen 3.7 FlashHubstaffMonday.com, Toggl TrackChangedDeskTime, InsightfulHubstaffDesklog, Hubstaff, Time Doctoragainst: Hubstaff, Time Champ, VK Control, Veriato, WorkiQ
Four alternatives
ActivTrak, Controlio, DeskTime, TraqqTwo alternatives
HubSpot, Microsoft VivaTwo alternatives
Hubstaff, TraqqTwo alternatives
Clockify, Time DoctorFive alternatives
ConnectWise, CurrentWare, Kronos, N-central, QuickBooks TimeKimi K2ActivTrak, HubstaffGusto, RipplingChangedActivTrak, Hubstaffagainst: TeramindClockify, TimeCampno first choiceagainst: CleverControl, StaffCop, Teramind
Two alternatives
Desklog, Time DoctorThree alternatives
BambooHR, Hubstaff, Toggl TrackTwo alternatives
Clockify, Time DoctorTwo alternatives
E-Monitor, WorkTimeGLM 4.7 FlashXControlioTime DoctorChangedClockifyagainst: TeramindApploye, Trackpilotsno first choicenothing named
Two alternatives
Hubstaff, MonitaskFour alternatives
Apploye, Hubstaff, QuickBooks Time, TMetricSix alternatives
ActivTrak, DeskTime, Insightful, Jibble, Monitask, TraqqThree alternatives
DeskTime, Hubstaff, WorkTimeMiniMax M2.5ActivTrak, ControlioClickUpChangedHubstaffHubstaffno first choicenothing named
Two alternatives
Hubstaff, TeramindFour alternatives
BambooHR, HubSpot Sales Hub, Pipedrive, Toggl TrackThree alternatives
Teramind, Time Doctor, Toggl TrackFour alternatives
ActivTrak, Bitrix24, Clockify, Toggl TrackGPT-6 LunaActivTrakInsightful’s Workforce Analytics planChangedActivTrakagainst: TeramindHubstaff Small Business Essentialsno first choicenothing named
One alternative
HubstaffTwo alternatives
ActivTrak, HubstaffThree alternatives
DeskTime, Hubstaff, Time DoctorOne alternative
ActivTrakMuse Glimmer 30BHubstaff, Time DoctorTime DoctorChangedHubstaff, MonitaskActivTrak, Apployeno first choiceagainst: Controlio, SentryPC, SpyAgent, Teramind, Veriato, Work Examiner
Two alternatives
ActivTrak, ApployeOne alternative
ActivTrakFour alternatives
ActivTrak, Clockify, Time Doctor, Toggl TrackThree alternatives
DeskTime, Hubstaff, eMonitorBold 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 22:28 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:36 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:37 | yes | 9 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:37 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:18 | yes | 20 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 15 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:17 | yes | 18 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:29 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:19 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:22 | yes | 9 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:20 | yes | 14 | 25 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | yes | 14 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:24 | yes | 2 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:34 | yes | 16 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:20 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:21 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:34 | yes | 9 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:22 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:30 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:32 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:32 | yes | 22 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:32 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:16 | no | 0 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 23 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:18 | yes | 23 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:14 | no | 0 | 53 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:28 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:19 | yes | 24 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:40 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:23 | yes | 6 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:33 | yes | 11 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:17 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:32 | yes | 20 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:33 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:37 | yes | 20 | 38 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:38 | yes | 10 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:34 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:25 | yes | 18 | 66 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:32 | yes | 25 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:13 | yes | 5 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:24 | yes | 15 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:19 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:40 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:18 | yes | 22 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:28 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:22 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:19 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:14 | yes | 25 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:30 | no | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:35 | yes | 12 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:21 | yes | 20 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:21 | no | 0 | 7 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:38 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:16 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:13 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:23 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:21 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:24 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:28 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:28 | yes | 23 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:33 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:37 | yes | 5 | 19 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:25 | yes | 15 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:16 | yes | 14 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:19 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:30 | yes | 4 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 14 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:32 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:26 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:33 | yes | 16 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:23 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:38 | yes | 19 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:21 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:19 | yes | 24 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:15 | yes | 14 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:33 | yes | 18 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:35 | yes | 22 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:27 | yes | 15 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:16 | yes | 2 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:33 | yes | 23 | 25 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
Toggl read as Toggl Track
Unresolved, counted raw
ConnectWise
EmailAnalytics
Fireflies.ai
Hubstaff Desk
Hubstaff Small Business Essentials
Insightful’s Workforce Analytics plan
N-central
SpyAgent
VK Control
Veriat
WorkiQ
Discontinued, still offered
No shut-down product was recommended here.