Betterment at Work is a 401(k) and financial wellness platform from Betterment · betterment.com ↗
“Choose a Tech-Forward Provider (Guideline, Human Interest, Betterment) if you have under 50 employees”Gemini 3.5 Flash · Comparative question · first choice
“Attractive for a technology-oriented company prioritizing simple administration, transparent pricing”Perplexity Sonar · Paraphrase question · alternative
“Human Interest and Betterment at Work score well on participant experience and fee transparency”Muse Glimmer 30B · Paraphrase question · alternative
“Robo-advisor style with low costs... but it may lack some of the full-service compliance depth”Grok 4.20 · Direct question · alternative
“may be worth considering, though it tends to be more about retirement/financial guidance than a full wellness suite”GPT-5.4 mini · Direct question · warning
The products named in the same answers as Betterment at Work, over the 77 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 38 | 13 | View → | |
| 29 | 1 | View → | |
| 27 | 5 | View → | |
| 26 | 10 | View → | |
| 26 | 2 | View → | |
| 22 | 6 | View → | |
| 22 | 4 | View → | |
| 21 | 0 | View → | |
| 17 | 0 | View → | |
| 16 | 5 | View → |
What the models named instead of Betterment at Work →
A side-by-side page exists where both products are among a category's top eight.
Stated on Betterment at Work's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 71 of the 77 answers that named Betterment at Work and are not a share of its labels.
179 of the 210 domain citations in answers naming Betterment at Work came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 1 | 1 | 3 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 0 | 4 |
| Perplexity Sonar | 0 | 4 | 0 | 0 | 4 |
| Grok 4.20 | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 2 | 2 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 284 | 6 | 2026-10-01 | PEOs | |
| Podcast or video | 106 | undated | PEOs | ||
| Webinar or virtual event | 36 | undated | |||
| Glossary or explainer | 30 | 5 | 2026-09-21 | ||
| Comparison | 28 | 3 | 2026-09-29 | ||
| Case study | 2 | 0 | 2025-01-23 | ||
| Template or tool | 2 | undated | |||
| Conference or event | 1 | undated |
Every page betterment.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 October 5, 2026.