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401(k) providers · November 2026 Edition
Human Interest vs ADP Retirement Services
Six of fourteen models named Human Interest first on the direct prompt; one named ADP Retirement Services. Both were named by all fourteen models and Human Interest carries 41 labels and ADP Retirement Services 34, so the shares are not directly comparable.
Named in one category this edition.
ADP Retirement Services
accepted challengerNamed in one category this edition.
First-choice share27%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 18; printed, not drawn.
Labels4134A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Human Interest reading right to left. Rank and label count are printed, not drawn.Empower Retirement was named alongside these two in nine of the fourteen direct answers. Human Interest vs Fidelity Workplace Investing · Human Interest vs Guideline · Human Interest vs Empower Retirement
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 401(k) providers page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Human InterestFirst choices, of fourteen modelsADP Retirement ServicesDirect611 against Human Interest · 1 against ADP Retirement Services
Paraphrase62
Comparative101 against ADP Retirement Services
Budget-constrained211 against Human Interest · 1 against ADP Retirement Services
Scale-constrained00
Negative001 against Human Interest
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.
Across every category in the November 2026 Edition, Human Interest and ADP Retirement Services were named in the same answer fifty-three times, of the 92 answers naming Human Interest and the 112 naming ADP Retirement Services. In those answers ADP Retirement Services took the first choice five times and Human Interest sixteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Human Interest and ADP Retirement Services stood in it.
| Model | DirectAR | ParaphraseAR | ComparativeAR | Budget-constrainedAR | Scale-constrainedAR | NegativeAR |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | AR | AR | AR | | ||
| Gemini 3.5 Flash | AR | | AR | | | |
| Perplexity Sonar | | AR | AR | | ||
| Grok 4.20 | AR | AR | AR | AR | ||
| Mistral Small | AR | AR | ||||
| DeepSeek V4 Flash | | | AR | | ||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | AR | ||||
| Kimi K2 | AR | AR | ||||
| GLM 4.7 FlashX | AR | AR | AR | |||
| MiniMax M2.5 | | AR | AR | |||
| GPT-6 Luna | AR | AR | | |||
| Muse Glimmer 30B | AR | AR | AR | |
Human InterestAR ADP Retirement Services first choice named as an alternative argued againstblank: not namedEach cell is one answer, Human Interest on the left and ADP Retirement Services on the right.The direct prompt
The plain question, one answer per model, grouped by where Human Interest and ADP Retirement Services stood in it.
Human Interest first, ADP Retirement Services an alternative
6 of 14 modelsADP Retirement Services was named in the answer but not as the choice, or not at all.Grok 4.20Human Interest alternatives: ADP Retirement Services, Betterment at Work, Fidelity Workplace Investing, Guideline, Vestwell
DeepSeek V4 FlashHuman Interest alternatives: Empower Retirement, Fidelity Advantage 401
Qwen 3.7 FlashFidelity Workplace Investing, Human Interest alternatives: Empower Retirement, Vanguard Workplace Solutions
Kimi K2Fidelity Workplace Investing, Human Interest alternatives: Betterment at Work, Empower Retirement, ForUsAll, Vanguard Workplace Solutions, Vestwell
GLM 4.7 FlashXBetterment for Business, Human Interest alternatives: ADP Retirement Services, Empower Retirement, Fidelity Workplace Investing, Vanguard Workplace Solutions
MiniMax M2.5Human Interest alternatives: Betterment at Work, Fidelity Workplace Investing
ADP Retirement Services first, Human Interest an alternative
1 of 14 modelsHuman Interest was named in the answer but not as the choice, or not at all.Mistral SmallADP Retirement Services, Empower Retirement, Fidelity Advantage 401, Vanguard Workplace Solutions alternatives: ForUsAll, Guideline, Human Interest, Paychex Retirement Services, Vestwell
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniEmpower Retirement alternatives: ADP Retirement Services, Guideline, Gusto Retirement, Human Interest
Gemini 3.5 FlashFidelity Investments alternatives: ADP Retirement Services, Empower Retirement, Principal Financial Group
Perplexity SonarFidelity Workplace Investing alternatives: Betterment at Work, Human Interest
GPT-6 LunaEmpower Retirement, Fidelity Advantage 401 alternatives: ADP Retirement Services, Principal
Muse Glimmer 30BEmpower Retirement, Fidelity Workplace Investing alternatives: ADP Retirement Services, Betterment at Work, Human Interest, Paychex Retirement Services, Vanguard Workplace Solutions
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
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
Human Interest leads by two points.
Human Interest16%#2 of 11ADP Retirement Services14%#3 of 11
The full small business standing →Mid-marketThe figures above
Human Interest leads by twenty points.
Human Interest27%#1 of 18ADP Retirement Services8%#4 of 18
The full mid-market standing →Enterprise
Level: the same share of first choices.
Human Interest6%#6 of 11ADP Retirement Services6%#5 of 11
The full enterprise standing →What the models said about Human Interest
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“pricing surfaced in my search was $120 + $5 per eligible employee per month, which is typically higher than Guideline for small teams” GPT-5.4 mini · budget prompt · soft negative
“As plans grow past $20M–$30M in assets or 500+ employees, traditional recordkeepers like Fidelity or Empower often provide better scale” Gemini 3.5 Flash · direct prompt · soft negative
“though Human Interest had some service hiccups during rapid growth” DeepSeek V4 Flash · negative prompt · soft negative
“If you want a modern, all‑in experience with automated compliance: Go with Human Interest or Betterment for Business.” GLM 4.7 FlashX · direct prompt · first choice
“I'd generally recommend Human Interest if your priority is a modern 401(k) platform that's easy to administer and scale” GPT-5.4 mini · paraphrase prompt · first choice
“Human Interest is a strong alternative if you prioritize a modern, low-friction experience and high satisfaction scores” Muse Glimmer 30B · paraphrase prompt · first choice
What the models said about ADP Retirement Services
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Often charge higher administrative fees or embed proprietary, higher-cost fund options compared to standalone recordkeepers.” Gemini 3.5 Flash · comparative prompt · soft negative
“These are reliable but can edge higher in total cost compared to the specialists above for limited-budget scenarios.” Grok 4.20 · budget prompt · soft negative
“Convenient if you already use ADP, but bundled pricing often costs more than standalone providers” Kimi K2 · direct prompt · soft negative
“For absolute lowest cost & simplicity: Start with ADP Starter-k Complete ($100/month).” Qwen 3.7 Flash · budget prompt · first choice
“ADP Retirement Services would be the strongest default recommendation” Perplexity Sonar · paraphrase prompt · first choice
“Empower, Vanguard, Fidelity, and ADP are frequently cited as top choices” Mistral Small · direct prompt · first choice
Also compared
Human Interest vs Fidelity Workplace InvestingHuman Interest vs GuidelineHuman Interest vs Empower RetirementHuman Interest vs Fidelity Advantage 401Human Interest vs Employee Fiduciary 401(k) PlanHuman Interest vs Fidelity InvestmentsFidelity Workplace Investing vs ADP Retirement ServicesGuideline vs ADP Retirement ServicesADP Retirement Services vs Empower RetirementADP Retirement Services vs Fidelity Advantage 401ADP Retirement Services vs Employee Fiduciary 401(k) PlanADP Retirement Services vs Fidelity InvestmentsAll twenty-eight head-to-head pages and the full 401(k) providers 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.