| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| 401(k) providers | Compensation and total rewards | 9% | 5 of 78 | 0% | 36 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 0 | 2 | 0 | 2 |
| Perplexity Sonar | 0 | 3 | 1 | 0 | 4 |
| Grok 4.1 Fast | 3 | 3 | 0 | 0 | 6 |
| Mistral Small | 3 | 0 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 0 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 3 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 1 | 1 | 1 | 0 | 3 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Fidelity – Highly rated for its broad investment lineup, transparent fees, strong digital tools, and education resources. It's a top choice” Mistral Small · 401(k) providers · direct prompt · first choice
“1. Fidelity Investments - Best for: Large and mid-sized companies; top-rated mobile app, zero-fee index funds (e.g., FZROX).” Grok 4.1 Fast · 401(k) providers · comparative prompt · first choice
“If it is Fidelity, Vanguard, Schwab, or Empower, you are in safe territory regarding platform security and customer service.” Qwen 3.7 Flash · 401(k) providers · negative prompt · first choice
“consider providers like Vanguard or Fidelity, which are known for lower fees and better investment options” Mistral Small · 401(k) providers · negative prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 102 of the 107 answers that named Fidelity Advantage 401 and are not a share of its labels.
352 of the 409 domain citations in answers naming Fidelity Advantage 401 came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 123 | undated | |||
| Comparison | 75 | 0 | 2024-08-27 | ||
| Report or ebook | 68 | undated | |||
| News or press | 53 | undated | |||
| Blog | 32 | undated | |||
| Template or tool | 26 | undated | |||
| Conference or event | 10 | undated | |||
| Podcast or video | 7 | 0 | 2024-01-23 | ||
| Webinar or virtual event | 5 | 0 | 2026-05-14 | ||
| Case study | 1 | undated |
Every page fidelity.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Fidelity Advantage 401's own pages state, read October 5, 2026: fidelity.com, fidelity.com/why-fidelity/pricing-fees, fidelity.com/security/overview, fidelity.com/options-trading/platforms. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Fidelity Advantage 401's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Fidelity Advantage 401, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Fidelity Advantage 401 by email, built from the raw record of the edition. It shows: