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Benefits administration · September 2026 Edition

Rippling vs Gusto

Four of twelve models named Rippling first on the direct prompt; zero named Gusto. Rippling was named by eleven of the twelve models and Gusto by twelve and Rippling carries 43 labels and Gusto 37, so the shares are not directly comparable.

Rippling

accepted challenger

Named in twenty-eight categories this edition.

Gusto

accepted challenger

Named in eighteen categories this edition.

First-choice share20%18%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate7%16%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#3#4A position in a field of 14; printed, not drawn.

Labels4337A count; the two differ.

The two percentage rows are drawn on one 0 to 100 track, Rippling reading right to left. Rank and label count are printed, not drawn.PlanSource was named alongside these two in nine of the twelve direct answers. PlanSource vs Rippling · PlanSource vs Gusto · Employee Navigator vs Rippling

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 benefits administration page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.

RipplingFirst choices, of twelve modelsGusto

Direct401 against Gusto

Paraphrase40

Comparative42

Budget-constrained081 against Rippling

Scale-constrained10

Negative002 against Rippling · 5 against Gusto

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, Rippling and Gusto were named in the same answer 453 times, of the 1168 answers naming Rippling and the 802 naming Gusto. In those answers Gusto took the first choice 150 times and Rippling fifty-three.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Rippling and Gusto stood in it.

Model	Direct	Paraphrase	Comparative	Budget-constrained	Scale-constrained	Negative
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

Rippling

Gusto

first choice

named as an alternative

argued againstblank: not namedEach cell is one answer, Rippling on the left and Gusto on the right.

The direct prompt

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

Rippling first, Gusto not the choice

4 of 12 modelsGusto was named in the answer but not as the choice, or not at all.

GPT-5.4 miniRippling alternatives: ADP Workforce Now, Justworks, Paylocity

Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Employee Navigator, PlanSource

Perplexity SonarPlanSource, Rippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, Paylocity

Mistral SmallRippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, PlanSource

Neither was the first choice, one was named

6 of 12 modelsThe answer put something else first and named one of the two as an alternative.

Grok 4.1 FastADP Workforce Now alternatives: Paycor, Rippling

DeepSeek V4 FlashPlanSource alternatives: ADP Workforce Now, Employee Navigator, Paycor, Rippling

Llama 4 MaverickPlanSource alternatives: Employee Navigator, Paycor, Rippling

Kimi K2PlanSource alternatives: Employee Navigator, Rippling

GLM 4.7 FlashXPlanSource alternatives: ADP Workforce Now, Benefitfocus, Businessolver, Ease, Employee Navigator, Paycor, Paylocity, Rippling, bswift

MiniMax M2.5Namely alternatives: ADP, Gusto, Justworks, Rippling, Workday HCM

Neither was named

2 of 12 modelsThe answer made no first choice from these two in this category.

Claude Haiku 4.5no first choice alternatives: ADP Workforce Now, Namely, Paycor, Paylocity, PlanSource

Qwen 3.7 FlashPlanSource alternatives: Employee Navigator, Namely, Paycor, 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

Gusto leads by sixty-two points.

Gusto#1 of 13

Rippling#4 of 13

The full small business standing →

Mid-marketThe figures above

The order flips: Rippling leads at mid-market.

Rippling#3 of 14

Gusto#4 of 14

The full mid-market standing →

Enterprise

Rippling leads by eleven points.

Rippling#4 of 15

Gusto#15 of 15

The full enterprise standing →

What the models said about Rippling

No label in this category carried a quote.

What the models said about Gusto

No label in this category carried a quote.

Also compared

PlanSource vs Rippling PlanSource vs Gusto Employee Navigator vs Rippling Employee Navigator vs Gusto Rippling vs Ease Rippling vs Paycor Rippling vs ADP Workforce Now Rippling vs Benefitfocus Gusto vs Ease Gusto vs Paycor Gusto vs ADP Workforce Now Gusto vs Benefitfocus All twenty-eight head-to-head pages and the full benefits administration standing

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.