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HRIS and HCM platforms · October 2026 Edition

Gusto vs UKG Pro

Zero of fourteen models named Gusto first on the direct prompt; zero named UKG Pro. Gusto was named by thirteen of the fourteen models and UKG Pro by twelve and Gusto carries 34 labels and UKG Pro 23, so the shares are not directly comparable.

Gusto

accepted challenger

Named in twenty-four categories this edition.

UKG Pro

criticized challenger

Named in eighteen categories this edition.

First-choice share4%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%43%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 13; printed, not drawn.
Labels3423A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Gusto reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in eleven of the fourteen direct answers. Rippling vs Gusto · Rippling vs UKG Pro · Zoho People vs Gusto

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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the HRIS and HCM platforms page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
GustoFirst choices, of fourteen modelsUKG Pro
Direct001 against Gusto
Paraphrase021 against UKG Pro
Comparative00
Budget-constrained201 against Gusto
Scale-constrained002 against Gusto · 1 against UKG Pro
Negative004 against Gusto · 8 against UKG Pro
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Gusto and UKG Pro 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
GPT-6 Luna
Muse Glimmer 30B
Gusto UKG Pro first choice named as an alternative argued againstblank: not namedEach cell is one answer, Gusto on the left and UKG Pro on the right.

The direct prompt

The plain question, one answer per model, grouped by where Gusto and UKG Pro stood in it.

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5HiBob's Bob, Paylocity alternatives: BambooHR, Rippling
GPT-5.4 miniRippling alternatives: BambooHR, HiBob
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, BambooHR, HiBob, Paylocity
Perplexity SonarRippling alternatives: HiBob, Paylocity
Grok 4.1 FastRippling alternatives: ADP Workforce Now, BambooHR, HiBob, Paylocity
Mistral SmallPaylocity, Workday HCM alternatives: ADP Workforce Now
DeepSeek V4 FlashRippling alternatives: ADP Workforce Now, BambooHR, HiBob, Paylocity
Llama 4 Maverickno first choice
Qwen 3.7 FlashHiBob, Rippling alternatives: BambooHR, Paylocity
Kimi K2Rippling alternatives: BambooHR, HiBob, Paylocity
GLM 4.7 FlashXHiBob, Rippling alternatives: BambooHR, Paylocity
MiniMax M2.5BambooHR, HiBob
GPT-6 LunaRippling alternatives: ADP Workforce Now, HiBob, UKG Ready
Muse Glimmer 30BADP Workforce Now alternatives: BambooHR, HiBob, Paylocity, Rippling

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
Gusto leads by thirty-two points.
Gusto32%#1 of 10
UKG Pro0%#– of 10
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Gusto4%#7 of 13
UKG Pro4%#8 of 13
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Gusto0%#– of 9
UKG Pro0%#8 of 9
The full enterprise standing →

What the models said about Gusto

No label in this category carried a quote.

What the models said about UKG Pro

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

“Highest Caution: UKG (formerly Ultimate Kronos Group) ... Who should avoid: Smaller/mid-sized teams” Grok 4.1 Fast · negative prompt · hard negative
“I'd lean UKG Pro for a mid-sized B2B company because it tends to hit the best balance of breadth, usability, and fit” GPT-5.4 mini · paraphrase prompt · first choice
“The All-Rounder: UKG Pro ... Choose UKG Pro if you need a traditional, heavy-duty suite that will last you 5-10 years.” Qwen 3.7 Flash · paraphrase 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.