Benefits administration · October 2026 Edition
Rippling vs PlanSource
Four of fourteen models named Rippling first on the direct prompt; two named PlanSource. Rippling was named by fourteen of the fourteen models and PlanSource by twelve and Rippling carries 42 labels and PlanSource 31, so the shares are not directly comparable.
Named in twenty-nine categories this edition.
Named in three categories this edition.
First-choice share14%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 13; printed, not drawn.
Labels4231A 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.ADP Workforce Now was named alongside these two in eleven of the fourteen direct answers. Gusto vs Rippling · Gusto vs PlanSource · ADP Workforce Now 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.
RipplingFirst choices, of fourteen modelsPlanSource
Direct42
Paraphrase311 against Rippling
Comparative00
Budget-constrained001 against Rippling
Scale-constrained00
Negative105 against Rippling · 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 Rippling 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 | | | | |
Rippling PlanSource first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rippling on the left and PlanSource on the right.The direct prompt
The plain question, one answer per model, grouped by where Rippling and PlanSource stood in it.
Rippling first, PlanSource an alternative
4 of 14 modelsPlanSource was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Employee Navigator, Paycor, Paylocity, PlanSource
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
PlanSource first, Rippling an alternative
2 of 14 modelsRippling 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
4 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
Perplexity SonarADP Workforce Now alternatives: Forma, Paycor, Paylocity, Rippling
Grok 4.1 FastADP Workforce Now alternatives: Paycor, Paylocity, PlanSource
Qwen 3.7 FlashPaylocity alternatives: ADP Workforce Now, Dayforce, Rippling
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
Mistral SmallADP Workforce Now, Paycor alternatives: Gusto
Llama 4 Maverickno first choice
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
Rippling leads by thirteen points.
Rippling13%#2 of 14PlanSource0%#13 of 14Mid-marketThe figures above
Rippling leads by eight points.
Rippling14%#4 of 13PlanSource6%#5 of 13Enterprise
What the models said about Rippling
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“I wouldn't make it my default *standalone* enrollment add-on if you plan to keep a different HRIS, since Rippling says its benefits product does not work with other HR systems” GPT-6 Luna · paraphrase prompt · soft negative
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 RipplingGusto vs PlanSourceADP Workforce Now vs RipplingADP Workforce Now vs PlanSourceEmployee Navigator vs RipplingEmployee Navigator vs PlanSourceRippling vs NamelyRippling vs PaylocityRippling vs BambooHRPlanSource 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.