| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Frontline employee apps | Onboarding and employee experience | 49% | 1 of 106 | 0% | 58 | endorsed leader | ▼−8Since September 2026: 56% → 48%, −8 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Internal communications and intranet | Onboarding and employee experience | 11% | 4 of 86 | 0% | 14 | accepted challenger | ▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce scheduling | Core HR and payroll | 10% | 3 of 108 | 4% | 27 | accepted challenger | ▲+3Since September 2026: 9% → 11%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Time and attendance | Core HR and payroll | 8% | 7 of 86 | 0% | 21 | accepted challenger | ▲+1Since September 2026: 8% → 9%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Employee onboarding | Onboarding and employee experience | 5% | 6 of 87 | 9% | 11 | accepted challenger | ▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce management suites | Core HR and payroll | 4% | 10 of 78 | 16% | 19 | accepted challenger | ▼−2Since September 2026: 6% → 5%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Workforce planning | Workforce planning and analytics | 2% | 13 of 98 | 0% | 8 | under 10 labels · led by ChartHop at 37% | ▼−6Since September 2026: 8% → 2%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Leave and absence management | Core HR and payroll | 0% | 29 of 95 | 20% | 5 | under 10 labels · led by BambooHR at 28% | ▼−7Since September 2026: 7% → 0%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Employee engagement surveys | Onboarding and employee experience | 0% | 22 of 58 | 0% | 3 | under 10 labels · led by Culture Amp at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Employee monitoring | Workforce planning and analytics | 0% | 21 of 75 | 0% | 3 | under 10 labels · led by ActivTrak at 33% | |
| Recognition and rewards | Onboarding and employee experience | 0% | 21 of 98 | 0% | 3 | under 10 labels · led by Bonusly at 29% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Contingent workforce management | Workforce planning and analytics | 0% | 96 of 121 | 50% | 2 | under 10 labels · led by VectorVMS at 16% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HRIS and HCM platforms | Core HR and payroll | 0% | 18 of 66 | 0% | 2 | under 10 labels · led by Rippling at 26% | newNew since September 2026: not ranked then, 0% now. |
| Learning experience platforms | Learning and development | 0% | 23 of 89 | 0% | 2 | under 10 labels · led by 360Learning at 26% | newNew since September 2026: not ranked then, 0% now. |
| Online course libraries | Learning and development | 0% | 24 of 95 | 0% | 2 | under 10 labels · led by Udemy Business at 48% | newNew since September 2026: not ranked then, 0% now. |
| Org charts and org design | Workforce planning and analytics | 0% | 32 of 95 | 0% | 2 | under 10 labels · led by ChartHop at 30% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR AI assistants | Onboarding and employee experience | 0% | 97 of 142 | 0% | 1 | under 10 labels · led by MeBeBot at 21% | newNew since September 2026: not ranked then, 0% now. |
| HR help desk and case management | Onboarding and employee experience | 0% | 68 of 108 | 0% | 1 | under 10 labels · led by Zoho Desk at 19% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Staffing agency platforms | Talent acquisition | 0% | 52 of 136 | 0% | 1 | under 10 labels · led by Zoho Recruit at 22% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Frontline employee apps | 56% | 48% | ▼−8Since September 2026: 56% → 48%, −8 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 1 of 106, unchanged |
| Leave | 7% | 0% | ▼−7Since September 2026: 7% → 0%, −7 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 29 of 95 |
| Workforce planning | 8% | 2% | ▼−6Since September 2026: 8% → 2%, −6 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 13 of 98 |
| Internal communications | 6% | 10% | ▲+4Since September 2026: 6% → 10%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 4 of 86 |
| Employee onboarding | 2% | 6% | ▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 6 of 87 |
| Workforce scheduling | 9% | 11% | ▲+3Since September 2026: 9% → 11%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 → 3 of 108 |
| Workforce management sui | 6% | 5% | ▼−2Since September 2026: 6% → 5%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 10 of 78 |
| Time and attendance | 8% | 9% | ▲+1Since September 2026: 8% → 9%, +1 point. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 7 of 86 |
| Employee engagement surv | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 24 → 22 of 58 |
| Employee monitoring | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 21 of 75, unchanged |
| Recognition and rewards | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 21 of 98, unchanged |
| Contingent workforce man | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 61 → 96 of 121 |
| HRIS and HCM platforms | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 18 of 66, unchanged |
| Learning experience plat | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 23 of 89, unchanged |
| Online course libraries | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 24 of 95, unchanged |
| Org charts | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 29 → 32 of 95 |
| HR AI assistants | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 97 of 142, unchanged |
| HR help desk | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 65 → 68 of 108 |
| Staffing agency tools | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 52 of 136, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
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 · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 3 | 8 | 4 | 1 | 16 |
| GPT-5.4 mini | 2 | 5 | 1 | 0 | 8 |
| Gemini 3.5 Flash | 7 | 10 | 0 | 0 | 17 |
| Perplexity Sonar | 5 | 4 | 1 | 1 | 11 |
| Grok 4.1 Fast | 5 | 8 | 6 | 2 | 21 |
| Mistral Small | 4 | 4 | 1 | 0 | 9 |
| DeepSeek V4 Flash | 3 | 7 | 4 | 1 | 15 |
| Llama 4 Maverick | 2 | 1 | 7 | 1 | 11 |
| Qwen 3.7 Flash | 3 | 5 | 1 | 0 | 9 |
| Kimi K2 | 3 | 9 | 4 | 0 | 16 |
| GLM 4.7 FlashX | 4 | 13 | 3 | 0 | 20 |
| MiniMax M2.5 | 3 | 4 | 3 | 0 | 10 |
| GPT-6 Luna | 2 | 5 | 0 | 0 | 7 |
| Muse Glimmer 30B | 5 | 7 | 2 | 1 | 15 |
Verbatim evidence the judge attached to positive labels.
“Connecteam bundles everything—shift scheduling, GPS time-clock tracking, task checklists, HR files, and instant chat—into a single, highly intuitive mobile app” Gemini 3.5 Flash · Frontline employee apps · comparative prompt · first choice
“Connecteam – free for up to 10 users across every hub... Best for frontline / deskless teams that need mobile-first communication and a free entry tier.” Muse Glimmer 30B · Internal communications · budget prompt · first choice
“Connecteam (free tier up to 10 users, then ~$29/month for up to 30) is widely cited as the best value for SMBs with large frontline teams.” GLM 4.7 FlashX · Frontline employee apps · budget prompt · first choice
“If you need operations + communication: Connecteam offers the best value with its all-in-one approach and transparent pricing.” Kimi K2 · Frontline employee apps · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Small-business / lightweight tools like Homebase, When I Work, Connecteam, Deputy” Llama 4 Maverick · Workforce management sui · negative prompt · hard negative
“lacks the analytical depth B2B service firms often need” DeepSeek V4 Flash · Workforce scheduling · direct prompt · hard negative
“only if you want a very small-business-friendly option with a free plan, but it is less clearly positioned for contingent-worker VMS use cases” Perplexity Sonar · Contingent workforce man · budget prompt · soft negative
“The mobile app can be slow or unreliable when clocking in, and leave management tools lack flexibility for complex rosters” Claude Haiku 4.5 · Workforce management sui · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 573 of the 578 answers that named Connecteam and are not a share of its labels.
1,509 of the 1,671 domain citations in answers naming Connecteam came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 701 | 4 | 2026-09-22 | ||
| Template or tool | 239 | 1 | 2026-09-07 | ||
| Comparison | 172 | 1 | 2026-07-13 | ||
| Case study | 73 | 14 | 2026-08-09 | ||
| Glossary or explainer | 70 | 1 | 2026-07-28 | ||
| Report or ebook | 11 | 2 | 2026-08-31 | ||
| Podcast or video | 11 | 0 | 2023-02-20 | ||
| Webinar or virtual event | 10 | 0 | 2025-09-09 | ||
| Conference or event | 1 | undated | |||
| News or press | 1 | undated |
Every page connecteam.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Connecteam's own pages state, read September 28, 2026: connecteam.com, connecteam.com/pricing, trust.connecteam.com, connecteam.com/solutions/compliance, connecteam.com/customers. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Connecteam's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Connecteam, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Connecteam by email, built from the raw record of the edition. It shows:
AI models recommend Connecteam first in Frontline employee apps this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Connecteam is among the products AI models recommend first in Workforce scheduling this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.