401(k) providers · October 2026 Edition
Human Interest vs Fidelity Investments
Seven of fourteen models named Human Interest first on the direct prompt; four named Fidelity Investments. Human Interest was named by thirteen of the fourteen models and Fidelity Investments by nine and Human Interest carries 42 labels and Fidelity Investments 23, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share20%13%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%4%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 12; printed, not drawn.
Labels4223A 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.ADP Retirement Services was named alongside these two in nine of the fourteen direct answers. Human Interest vs Guideline · Human Interest vs ADP Retirement Services · Human Interest vs Fidelity Advantage 401
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 modelsFidelity Investments
Direct741 against Human Interest
Paraphrase13
Comparative03
Budget-constrained30
Scale-constrained00
Negative012 against Human Interest · 1 against Fidelity Investments
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 October 2026 Edition, Human Interest and Fidelity Investments were named in the same answer twenty-two times, of the 105 answers naming Human Interest and the 54 naming Fidelity Investments. In those answers Fidelity Investments took the first choice ten times and Human Interest seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Human Interest and Fidelity Investments 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 | | | |
Human Interest Fidelity Investments first choice named as an alternative argued againstblank: not namedEach cell is one answer, Human Interest on the left and Fidelity Investments on the right.The direct prompt
The plain question, one answer per model, grouped by where Human Interest and Fidelity Investments stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.DeepSeek V4 FlashFidelity Investments, Guideline, Human Interest alternatives: ADP Retirement Services, Empower Retirement, T. Rowe Price
Human Interest first, Fidelity Investments an alternative
6 of 14 modelsFidelity Investments was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Human Interest alternatives: Fidelity Investments, Principal, Vanguard
Gemini 3.5 FlashHuman Interest alternatives: ADP Retirement Services, Fidelity Investments, Principal Financial Group
Perplexity SonarADP Retirement Services, Human Interest alternatives: Empower Retirement, Fidelity Advantage 401, John Hancock, Securian Financial
Grok 4.1 FastGuideline, Human Interest alternatives: ADP Retirement Services, Charles Schwab, Fidelity Advantage 401, Principal, Vanguard
GLM 4.7 FlashXHuman Interest alternatives: ADP Retirement Services, Fidelity Investments, Vanguard
MiniMax M2.5Human Interest alternatives: Empower Retirement, T. Rowe Price
Fidelity Investments first, Human Interest an alternative
3 of 14 modelsHuman Interest was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashFidelity Investments, Guideline, Lighthouse Group alternatives: Charles Schwab, Vanguard
Kimi K2Fidelity Investments alternatives: ADP Retirement Services, Empower Retirement, T. Rowe Price, Vanguard
Muse Glimmer 30BEmpower Retirement, Fidelity Investments alternatives: ADP Retirement Services, Employee Fiduciary, Guideline, Human Interest, Nationwide, Vanguard
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniADP Retirement Services alternatives: Empower Retirement, Gusto, ShareBuilder 401k
Mistral SmallFidelity Advantage 401 alternatives: ADP Retirement Services, Empower Retirement
Llama 4 Maverickno first choice
GPT-6 LunaADP 401(k) Premier alternatives: Empower Retirement, Fidelity Workplace, Principal
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 thirteen points.
Human Interest15%#2 of 9Fidelity Investments2%#– of 9Mid-marketThe figures above
Human Interest leads by seven points.
Human Interest20%#1 of 12Fidelity Investments13%#4 of 12Enterprise
The order flips: Fidelity Investments leads at enterprise.
Fidelity Investments37%#1 of 11Human Interest7%#5 of 11What 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.
“slam poor support, payroll delays/errors, and communication issues” Grok 4.1 Fast · negative prompt · hard negative
“Human Interest, Slavic401k, Guideline, and Ubiquity/Online 401(k) in various user reviews or forum posts reporting high costs, poor service” Perplexity Sonar · negative prompt · soft negative
“notable player, but it has historically been more focused on smaller businesses than true mid-market complexity” GPT-5.4 mini · direct prompt · soft negative
“Best Tech-Forward & Automated: Human Interest ... If you use Rippling, Gusto, or BambooHR and want the lowest administrative burden: Go with Human Interest.” Gemini 3.5 Flash · direct prompt · first choice
“Human Interest is recommended as the best fit for mid-market employers that want managed 401k administration with structured onboarding and conversion support.” Claude Haiku 4.5 · direct prompt · first choice
“Human Interest: Best Overall Value & Ease of Use ... go with Human Interest or Guideline” Gemini 3.5 Flash · budget prompt · first choice
What the models said about Fidelity Investments
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Fidelity Investments agreed to a multi-million dollar settlement after allegations that it charged excessive fees” Claude Haiku 4.5 · negative prompt · hard negative
“Fidelity is widely considered the leader in the 401(k) space due to its aggressive price cuts and massive selection of funds.” Qwen 3.7 Flash · comparative prompt · first choice
“Principal or Fidelity if you want comprehensive features, broad investment options, and strong institutional support” Claude Haiku 4.5 · paraphrase prompt · first choice
“Vanguard, Fidelity Investments, and Charles Schwab are renowned for offering excellent low-cost institutional index funds.” Gemini 3.5 Flash · negative prompt · first choice
Also compared
Human Interest vs GuidelineHuman Interest vs ADP Retirement ServicesHuman Interest vs Fidelity Advantage 401Human Interest vs Empower RetirementHuman Interest vs VanguardHuman Interest vs PrincipalGuideline vs Fidelity InvestmentsADP Retirement Services vs Fidelity InvestmentsFidelity Investments vs Fidelity Advantage 401Fidelity Investments vs Empower RetirementFidelity Investments vs VanguardFidelity Investments vs PrincipalAll 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.