Four of fourteen models named Empower Retirement first on the direct prompt; one named Fidelity Investments. Empower Retirement was named by thirteen of the fourteen models and Fidelity Investments by nine and Empower Retirement carries 37 labels and Fidelity Investments 13, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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.
Across every category in the November 2026 Edition, Empower Retirement and Fidelity Investments were named in the same answer forty-five times, of the 100 answers naming Empower Retirement and the 62 naming Fidelity Investments. In those answers Fidelity Investments took the first choice forty times and Empower Retirement zero.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Be most cautious with: Empower (service meltdowns)” Kimi K2 · negative prompt · hard negative
“the SEC found that Empower entities inadequately disclosed conflicts and financial incentives tied to recommendations to enroll participants in that service” GPT-6 Luna · negative prompt · soft negative
“remains a mid-tier provider where plan design (chosen by your employer) determines whether you get good or bad options” DeepSeek V4 Flash · negative prompt · soft negative
“Scale / investment choice + fiduciary support: Fidelity Workplace Investing, Empower Retirement” Muse Glimmer 30B · direct prompt · first choice
“Empower, Vanguard, Fidelity, and ADP are frequently cited as top choices” Mistral Small · direct prompt · first choice
“Why I'd lean Empower for a true mid-market B2B company” GPT-5.4 mini · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Fidelity consistently ranks #1 across independent comparison platforms due to its combination of technology, service, and breadth of offerings.” DeepSeek V4 Flash · comparative prompt · first choice
“Fidelity is the largest 401(k) provider in the U.S., managing plans for over 35,000 businesses” Claude Haiku 4.5 · comparative prompt · first choice
“Fidelity Investments (9.5/10) - Industry leader with extensive mutual fund options” MiniMax M2.5 · comparative prompt · first choice
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.