Benefits administration · November 2026 Edition
Rippling vs PlanSource
Four of fourteen models named Rippling first on the direct prompt; one named PlanSource. Rippling was named by fourteen of the fourteen models and PlanSource by twelve and Rippling carries 56 labels and PlanSource 30, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in three categories this edition.
First-choice share27%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate9%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 16; printed, not drawn.
Labels5630A 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.Employee Navigator was named alongside these two in eleven of the fourteen direct answers. Employee Navigator vs Rippling · Employee Navigator vs PlanSource · Rippling vs Gusto Benefits
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
Direct41
Paraphrase91
Comparative20
Budget-constrained00
Scale-constrained00
Negative005 against Rippling
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 4.20 | | | | | | |
| 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.GPT-5.4 miniRippling alternatives: ADP Workforce Now, BambooHR, Paylocity
Gemini 3.5 FlashRippling alternatives: ADP Workforce Now, Employee Navigator, Paylocity, PlanSource
Perplexity SonarRippling alternatives: ADP Workforce Now, Benefitfocus, Dayforce, Employee Navigator, Namely
GPT-6 LunaEmployee Navigator, Rippling alternatives: ADP Workforce Now, UKG Ready
PlanSource first, Rippling an alternative
1 of 14 modelsRippling was named in the answer but not as the choice, or not at all.Kimi K2Employee Navigator, PlanSource alternatives: Paycor, Rippling
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5no first choice alternatives: Benefitfocus, Employee Navigator, Paycor, Paylocity, PlanSource, Rippling
Grok 4.20Employee Navigator alternatives: ADP Workforce Now, BambooHR, Benefitfocus, Businessolver Benefitsolver, PlanSource, Rippling, bswift
Mistral SmallPaycor alternatives: Benefitfocus, HiBob, Paylocity, PlanSource
DeepSeek V4 FlashEmployee Navigator alternatives: PlanSource, Rippling
Qwen 3.7 FlashEmployee Navigator alternatives: Benefitfocus, Ease, Rippling
GLM 4.7 FlashXEmployee Navigator alternatives: ADP Workforce Now, BambooHR, PlanSource, Rippling
MiniMax M2.5Employee Navigator alternatives: ADP Workforce Now, Paycor, Paylocity, PlanSource, Rippling
Muse Glimmer 30BEmployee Navigator alternatives: ADP Workforce Now, Benefitfocus, Businessolver Benefitsolver, Ease, PlanSource, Rippling, bswift
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
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 four points.
Rippling4%#4 of 10PlanSource0%#– of 10Mid-marketThe figures above
Rippling leads by twenty-three points.
Rippling27%#2 of 16PlanSource4%#4 of 16Enterprise
The order flips: PlanSource leads at enterprise.
PlanSource5%#7 of 16Rippling4%#8 of 16What the models said about Rippling
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Rippling for a benefits-only purchase. ... implementation cost may not justify adopting it solely for benefits administration” Perplexity Sonar · negative prompt · soft negative
“Rippling is widely considered the top choice for modern, growing mid-sized companies because it unifies benefits enrollment directly with IT and payroll.” Qwen 3.7 Flash · paraphrase 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. Three of three in this category shown.
“PlanSource is repeatedly singled out as the top choice if you want a standalone benefits platform purpose-built for the mid-market.” Kimi K2 · direct prompt · first choice
“the strongest default recommendation is PlanSource” Perplexity Sonar · paraphrase prompt · first choice
“best for mid-market and enterprise teams that want a dedicated benefits administration platform with strong carrier integrations” Claude Haiku 4.5 · direct prompt · alternative
Also compared
Employee Navigator vs RipplingEmployee Navigator vs PlanSourceRippling vs Gusto BenefitsRippling vs PaycorRippling vs BambooHRRippling vs EaseRippling vs TriNet ZenefitsGusto Benefits vs PlanSourcePlanSource vs PaycorPlanSource vs BambooHRPlanSource vs EasePlanSource vs TriNet ZenefitsAll 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.