Client onboarding platforms · Named, not rankedAssembly
Assembly is an employee recognition and rewards platform for HR and People teams · assembly.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. Assembly has 4.
Why models recommend it
“best affordable client portal... approximately $29 per month”Perplexity Sonar · Budget-constrained question · alternative
What gives them pause
“Assembly is also noted for a steep learning curve and complex setup process that can be overwhelming for new users.”Muse Glimmer 30B · Negative question · warning
“Reviews specifically cite a steep learning curve and a complex setup process”GLM 4.7 FlashX · Negative question · warning
Also on the shortlist
The products named in the same answers as Assembly, over the 13 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 11 | 5 | View → | |
| 9 | 0 | View → | |
| 7 | 0 | View → | |
| 7 | 0 | View → | |
| 7 | 0 | View → | |
| 6 | 2 | View → | |
| 5 | 2 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → | |
| 4 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
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 →Sources returned with these answers
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 13 of the 13 answers that named Assembly and are not a share of its labels.
Domains cited
Fifty-eight of the fifty-eight domain citations in answers naming Assembly came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 270 | 18 | 2026-09-16 | CRM, SEO | |
| Comparison | 71 | 12 | 2026-09-16 | CRM | |
| Template or tool | 35 | 0 | 2024-05-30 | ||
| Case study | 13 | undated | |||
| Conference or event | 3 | undated | |||
| Glossary or explainer | 3 | 0 | 2025-08-28 | ||
| Report or ebook | 1 | undated |
Most recent
- 2026-09-16Freshdesk alternatives comparison
- 2026-09-16Document workflow automation blog
- 2026-09-15Help scout alternatives comparison
- 2026-09-15Ai contract management software blog
- 2026-09-15Zendesk reviews blog
- 2026-09-15Zendesk pricing blog
How it is countedHide how it is counted
Every page assembly.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. Of its titles that name a category, most name CRM (10); 0 name the category the models place it in. 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.