# Assembly: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 32 judge labels across 2 categories by 13 of 14 models. Page: https://www.gane.ai/index/hr/vendors/assembly

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Recognition and rewards](https://www.gane.ai/index/hr/experience/recognition-and-rewards/index.md) | 8% | 3 | 0% | 31 |
| [Employee engagement surveys](https://www.gane.ai/index/hr/experience/employee-engagement-surveys/index.md) | 0% | 25 | 0% | 1 |

## What the models said for it

- "For most mid-market companies: Bonusly or Assembly - excellent balance of features, pricing, and ease of use" (GLM 4.7 FlashX, Recognition and rewards)
- "Bonusly or Assembly offer the best balance of features, transparency, and scalability." (Kimi K2, Recognition and rewards)
- "For a company with a limited budget, Assembly is the best overall choice" (Perplexity Sonar, Recognition and rewards)
- "Assembly and Bonusly are the top recommendations for small budgets" (Mistral Small, Recognition and rewards)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 1 | 1 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 1 | 2 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 1 | 2 | 2 | 0 | 5 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 4 | 0 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Assembly, from 97 of the 98 answers that named it (only the models that return a source list).

### Domains cited

- leadchangegroup.com: 60
- capterra.com: 45
- peoplemanagingpeople.com: 40
- getbravo.io: 34
- awardco.com: 32
- softwareadvice.com: 32
- firsthr.app: 29
- bucketlistrewards.com: 28
- matterapp.com: 27
- g2.com: 25

### Pages cited

- https://capterra.com/employee-recognition-software: 36
- https://peoplemanagingpeople.com/tools/best-employee-recognition-software-for-small-business: 34
- https://firsthr.app/compare/performance/employee-recognition-software: 29
- https://getbravo.io/best-employee-recognition-software-for-small-businesses: 27
- https://toolradar.com/guides/best-employee-recognition-software: 24
- https://leadchangegroup.com/employee-recognition-software/small-business: 23
- https://softwareadvice.com/hr/employee-recognition-comparison: 23
- https://awardco.com/blog/best-employee-recognition-software: 22

## In its own words

What Assembly's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Best Employee Recognition & Rewards Platform (https://joinassembly.com/)
- For: HR and People teams (https://joinassembly.com/)
- Price stated: Custom pricing available through sales (https://joinassembly.com/)
- Starting price: $3 (https://joinassembly.com/pricing)
- Certifications: GDPR
- Customers named: INSBank, AdDaptive Intelligence Inc., Promenade Group, Inc., Apploi, TI/NTG, Minding Miracles Learning Center

## What it publishes

Every page joinassembly.com exposes, read 2026-09-29: 955 addresses. By kind, pages and the last 90 days:

- blog: 619 pages, 14 in the last 90 days, latest 2026-09-22
- case study: 3 pages, 0 in the last 90 days, latest 2022-03-29
- conference or event: 22 pages, 0 in the last 90 days, latest 2025-04-23
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- comparison: 47 pages, 1 in the last 90 days, latest 2026-07-07
- template or tool: 41 pages, 0 in the last 90 days, latest 2023-05-26
- glossary or explainer: 21 pages, 0 in the last 90 days, latest 2026-03-26
- news or press: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-22 blog: How to make weekly check ins productive https://joinassembly.com/blog/how-to-make-weekly-check-ins-productive
- Recent: 2026-09-22 blog: What makes for a good hr manager here are the must haves https://joinassembly.com/blog/what-makes-for-a-good-hr-manager-here-are-the-must-haves
- Recent: 2026-09-19 blog: The 7 benefits of an effective meeting agenda https://joinassembly.com/blog/the-7-benefits-of-an-effective-meeting-agenda
- Recent: 2026-09-16 blog: Coworker birthday wishes https://joinassembly.com/blog/coworker-birthday-wishes
- Recent: 2026-09-11 blog: 360 degree feedback examples https://joinassembly.com/blog/360-degree-feedback-examples
- Recent: 2026-09-05 blog: Halloween team building activities https://joinassembly.com/blog/halloween-team-building-activities

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.