Benefits administration · October 2026 Edition
Gusto vs PlanSource
Zero of fourteen models named Gusto first on the direct prompt; two named PlanSource. Gusto was named by fourteen of the fourteen models and PlanSource by twelve and Gusto carries 44 labels and PlanSource 31, so the shares are not directly comparable.
Named in twenty-four categories this edition.
Named in three categories this edition.
First-choice share20%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 13; printed, not drawn.
Labels4431A 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.ADP Workforce Now was named alongside these two in eleven of the fourteen direct answers. Gusto vs ADP Workforce Now · Gusto vs Employee Navigator · Gusto vs Rippling
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 benefits administration 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 modelsPlanSource
Direct023 against Gusto
Paraphrase212 against Gusto
Comparative00
Budget-constrained80
Scale-constrained00
Negative106 against Gusto · 5 against PlanSource
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 PlanSource 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 | | | | |||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | | |
Gusto PlanSource first choice named as an alternative argued againstblank: not namedEach cell is one answer, Gusto on the left and PlanSource on the right.The direct prompt
The plain question, one answer per model, grouped by where Gusto and PlanSource stood in it.
PlanSource first, Gusto not the choice
2 of 14 modelsGusto was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXPlanSource alternatives: ADP Workforce Now, Benefitfocus, Employee Navigator, Rippling
Muse Glimmer 30BPlanSource alternatives: ADP Workforce Now, BambooHR, Businessolver, Employee Navigator, Justworks, Namely, Paycor, Paylocity, Rippling
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniEase, Employee Navigator alternatives: PlanSource, bswift
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, Paylocity, PlanSource
Grok 4.1 FastADP Workforce Now alternatives: Paycor, Paylocity, PlanSource
Mistral SmallADP Workforce Now, Paycor alternatives: Gusto
DeepSeek V4 FlashRippling alternatives: ADP Workforce Now, PlanSource
Kimi K2Rippling alternatives: ADP Workforce Now, BambooHR, Gusto
GPT-6 LunaEmployee Navigator, Rippling alternatives: ADP Workforce Now, PlanSource
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Perplexity SonarADP Workforce Now alternatives: Forma, Paycor, Paylocity, Rippling
Llama 4 Maverickno first choice
Qwen 3.7 FlashPaylocity alternatives: ADP Workforce Now, Dayforce, Rippling
MiniMax M2.5ADP Workforce Now, BambooHR alternatives: Businessolver
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.
Gusto62%#1 of 14PlanSource0%#13 of 14Mid-marketThe figures above
Enterprise
The order flips: PlanSource leads at enterprise.
PlanSource4%#6 of 12Gusto0%#12 of 12What the models said about Gusto
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Poor Customer Support: Limited communication options and difficulty reaching representatives” GLM 4.7 FlashX · negative prompt · hard negative
“Gusto stands out as one of the top recommendations for benefits administration, especially among small businesses” Grok 4.1 Fast · budget prompt · first choice
What the models said about PlanSource
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“the product "seems designed to trip up customers and make it difficult to cancel"” GLM 4.7 FlashX · negative prompt · hard negative
“Primary Concern: Complexity and "black box" support.” Qwen 3.7 Flash · negative prompt · hard negative
“bswift/PlanSource (enterprise) get similar scalability complaints but fewer public reviews” Grok 4.1 Fast · negative prompt · soft negative
“Best for a dedicated benefits administration platform → PlanSource – built around enrollment automation and carrier connectivity” GLM 4.7 FlashX · direct prompt · first choice
“"Best for a dedicated benefits administration platform: PlanSource, built around enrollment automation and carrier connectivity."” Muse Glimmer 30B · direct prompt · first choice
“### 1. PlanSource — Best for dedicated benefits-only platform” GLM 4.7 FlashX · paraphrase prompt · first choice
Also compared
Gusto vs ADP Workforce NowGusto vs Employee NavigatorGusto vs RipplingGusto vs NamelyGusto vs PaylocityGusto vs BambooHRADP Workforce Now vs PlanSourceEmployee Navigator vs PlanSourceRippling vs PlanSourcePlanSource vs NamelyPlanSource vs PaylocityPlanSource vs BambooHRAll 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.