Benefits administration · September 2026 Edition
Employee Navigator vs Gusto
Zero of twelve models named Employee Navigator first on the direct prompt; zero named Gusto. Employee Navigator was named by eleven of the twelve models and Gusto by twelve and Employee Navigator carries 43 labels and Gusto 37, so the shares are not directly comparable.
Named in two categories this edition.
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 rate2%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#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, Employee Navigator reading right to left. Rank and label count are printed, not drawn.Rippling was named alongside these two in ten of the twelve direct answers. PlanSource vs Employee Navigator · 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.
Employee NavigatorFirst choices, of twelve modelsGusto
Direct001 against Gusto
Paraphrase30
Comparative02
Budget-constrained58
Scale-constrained10
Negative001 against Employee Navigator · 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.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Employee Navigator 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 | | | | |
Employee Navigator Gusto first choice named as an alternative argued againstblank: not namedEach cell is one answer, Employee Navigator on the left and Gusto on the right.The direct prompt
The plain question, one answer per model, grouped by where Employee Navigator and Gusto stood in it.
Neither was the first choice, one was named
9 of 12 modelsThe answer put something else first and named one of the two as an alternative.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
DeepSeek V4 FlashPlanSource alternatives: ADP Workforce Now, Employee Navigator, Paycor, Rippling
Llama 4 MaverickPlanSource alternatives: Employee Navigator, Paycor, Rippling
Qwen 3.7 FlashPlanSource alternatives: Employee Navigator, Namely, Paycor, Paylocity, UKG Pro
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
3 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
GPT-5.4 miniRippling alternatives: ADP Workforce Now, Justworks, Paylocity
Grok 4.1 FastADP Workforce Now alternatives: Paycor, 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 sixty points.
Gusto68%#1 of 13Employee Navigator9%#2 of 13Mid-marketThe figures above
The order flips: Employee Navigator leads at mid-market.
Employee Navigator20%#2 of 14Gusto18%#4 of 14Enterprise
Employee Navigator leads by four points.
Employee Navigator4%#7 of 15Gusto0%#15 of 15What the models said about Employee Navigator
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“but may not be suitable for those without a broker relationship” Llama 4 Maverick · negative prompt · soft negative
“Employee Navigator: The industry-standard platform for broker-managed benefits. Highly likely your benefits broker is already certified to build and manage this for you.” Gemini 3.5 Flash · scale prompt · first choice
“Top pick for broker-supported setups ... Start with Employee Navigator if broker-involved” Grok 4.1 Fast · paraphrase prompt · first choice
“For the most limited budget: Start with Employee Navigator (free via broker)” Kimi K2 · budget prompt · first choice
What the models said about Gusto
No label in this category carried a quote.
Also compared
PlanSource vs Employee NavigatorPlanSource vs GustoEmployee Navigator vs RipplingEmployee Navigator vs EaseEmployee Navigator vs PaycorEmployee Navigator vs ADP Workforce NowEmployee Navigator vs BenefitfocusRippling vs GustoGusto vs EaseGusto vs PaycorGusto vs ADP Workforce NowGusto vs BenefitfocusAll 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.