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Workforce management suites · September 2026 Edition

When I Work vs Connecteam

Zero of twelve models named When I Work first on the direct prompt; zero named Connecteam. When I Work was named by twelve of the twelve models and Connecteam by nine and When I Work carries 24 labels and Connecteam 14, so the shares are not directly comparable.

When I Work

accepted challenger

Named in five categories this edition.

Connecteam

accepted challenger

Named in seventeen categories this edition.

First-choice share6%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%7%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 16; printed, not drawn.
Labels2414A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, When I Work reading right to left. Rank and label count are printed, not drawn.ADP Workforce Now was named alongside these two in ten of the twelve direct answers. ADP Workforce Now vs When I Work · ADP Workforce Now vs Connecteam · UKG Ready vs When I Work

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the workforce management suites page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
When I WorkFirst choices, of twelve modelsConnecteam
Direct00
Paraphrase101 against When I Work · 1 against Connecteam
Comparative00
Budget-constrained23
Scale-constrained00
Negative00
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Across every category in the September 2026 Edition, When I Work and Connecteam were named in the same answer 132 times, of the 222 answers naming When I Work and the 512 naming Connecteam. In those answers Connecteam took the first choice forty times and When I Work twelve.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where When I Work and Connecteam stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
When I Work Connecteam first choice named as an alternative argued againstblank: not namedEach cell is one answer, When I Work on the left and Connecteam on the right.

The direct prompt

The plain question, one answer per model, grouped by where When I Work and Connecteam stood in it.

Neither was the first choice, one was named

1 of 12 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarADP Workforce Now alternatives: Deputy, HiBob, Paylocity, UKG Pro, When I Work

Neither was named

11 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice alternatives: ADP Workforce Now, Deputy, Paycor, Synerion
GPT-5.4 miniUKG Ready alternatives: Dayforce, Oracle, Workday HCM
Gemini 3.5 FlashKantata alternatives: ADP Workforce Now, BambooHR, Float, Paycor, Paylocity, Productive.io, Rippling, Runn, Scoro, UKG Ready
Grok 4.1 FastADP Workforce Now alternatives: Rippling, UKG Ready
Mistral SmallADP Workforce Now alternatives: Dayforce, Paylocity
DeepSeek V4 FlashUKG Ready alternatives: ADP Workforce Now, Deputy, Rippling
Llama 4 Maverickno first choice
Qwen 3.7 FlashADP Workforce Now alternatives: Dayforce, Deputy, HiBob, UKG Pro
Kimi K2ADP Workforce Now, BambooHR alternatives: Dayforce, HiBob, UKG Pro / UKG Dimensions
GLM 4.7 FlashXRippling alternatives: ADP Workforce Now, Deputy, Paylocity, UKG Ready
MiniMax M2.5ADP Workforce Now alternatives: BambooHR, Paylocity, UKG Pro

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
When I Work leads by four points.
When I Work18%#1 of 9
Connecteam14%#3 of 9
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
When I Work6%#7 of 16
Connecteam6%#8 of 16
The full mid-market standing →
Enterprise
The order flips: Connecteam leads at enterprise.
Connecteam2%#– of 11
When I Work0%#– of 11
The full enterprise standing →

What the models said about When I Work

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“you've outgrown basic SMB tools like When I Work's free tier” DeepSeek V4 Flash · paraphrase prompt · soft negative
“start with Zoho People or When I Work... When I Work excels if your primary need is shift scheduling” MiniMax M2.5 · budget prompt · first choice
“For the absolute lowest cost, When I Work and Homebase are the most budget-friendly” Mistral Small · budget prompt · first choice

What the models said about Connecteam

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Connecteam is widely considered the best option for small businesses on a strict budget because it offers one of the most robust free plans available.” Qwen 3.7 Flash · budget prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.