# 360 feedback for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "360-degree feedback tool" and as "multi-rater feedback software", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/performance/360-feedback/enterprise

**Standing:** Culture Amp leads with 51% of first choices; verdict clear leader. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Culture Amp](https://www.gane.ai/index/hr/vendors/culture-amp/index.md) | 51% | 6% | 62 |
| 2 | [Lattice](https://www.gane.ai/index/hr/vendors/lattice/index.md) | 9% | 14% | 57 |
| 3 | [Qualtrics EmployeeXM](https://www.gane.ai/index/hr/vendors/qualtrics-employeexm/index.md) | 9% | 7% | 15 |
| 4 | [Spidergap](https://www.gane.ai/index/hr/vendors/spidergap/index.md) | 8% | 22% | 41 |
| 5 | [Qualtrics 360 Development](https://www.gane.ai/index/hr/vendors/qualtrics-360-development/index.md) | 6% | 21% | 33 |
| 6 | [Betterworks](https://www.gane.ai/index/hr/vendors/betterworks/index.md) | 4% | 0% | 24 |
| 7 | [Workday Talent Management](https://www.gane.ai/index/hr/vendors/workday-talent-management/index.md) | 2% | 5% | 20 |
| 14 | [Leapsome](https://www.gane.ai/index/hr/vendors/leapsome/index.md) | 0% | 5% | 20 |
| 15 | [SAP SuccessFactors](https://www.gane.ai/index/hr/vendors/sap-successfactors/index.md) | 0% | 0% | 11 |
| 16 | [15Five](https://www.gane.ai/index/hr/vendors/15five/index.md) | 0% | 26% | 19 |
| 18 | [EchoSpan](https://www.gane.ai/index/hr/vendors/echospan/index.md) | 0% | 29% | 17 |

Rank is by share of first choices among all 90 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Qualtrics EmployeeXM; alternatives Achievers, Leapsome, TruScore
- Gemini 3.5 Flash: Culture Amp; alternatives Betterworks, Lattice, Leapsome, Qualtrics EmployeeXM
- Perplexity Sonar: Culture Amp; alternatives Betterworks, Lattice, Qualtrics 360 Development, Questback
- Grok 4.20: Culture Amp; alternatives Lattice, Qualtrics 360 Development
- Mistral Small: Culture Amp, Lattice; alternatives Qualtrics 360 Development, Spidergap
- DeepSeek V4 Flash: Culture Amp, Qualtrics 360 Development; alternatives Betterworks, Spidergap
- Llama 4 Maverick: Culture Amp; alternatives EchoSpan, Lattice, Spidergap
- Qwen 3.7 Flash: Culture Amp; alternatives Lattice, Spidergap, Workday Talent Management
- Kimi K2: Culture Amp, Lattice; alternatives Betterworks, Workday Talent Management
- GLM 4.7 FlashX: Culture Amp, Workday Talent Management; alternatives Achievers, Lattice, Spidergap
- MiniMax M2.5: Culture Amp; alternatives 15Five, Betterworks, Lattice
- GPT-6 Luna: Culture Amp; alternatives Lattice, Qualtrics 360 Development
- Muse Glimmer 30B: Culture Amp; alternatives Lattice, Qualtrics 360 Development

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- feedbackpulse.com: 38 answers, 50 citations
- nanoglobals.com: 38 answers, 38 citations
- softwareadvice.com: 36 answers, 40 citations
- capterra.com: 27 answers, 38 citations
- betterworks.com: 25 answers, 25 citations
- getapp.com: 21 answers, 30 citations
- guideflow.com: 20 answers, 23 citations
- peoplemanagingpeople.com: 18 answers, 18 citations

Pages named in the most answers:

- https://nanoglobals.com/recommended/360-degree-feedback-tools (38 answers)
- https://softwareadvice.com/hr/360-degree-feedback-comparison (31 answers)
- https://capterra.com/360-degree-feedback-software (21 answers)
- https://betterworks.com/magazine/best-360-degree-feedback-tools (19 answers)
- https://guideflow.com/blog/360-feedback-software (17 answers)
- https://feedbackpulse.com/resources/360-feedback-tools (16 answers)
- https://feedbackpulse.com/resources/best-360-review-software (16 answers)
- https://getapp.com/hr-employee-management-software/360-degree-feedback/org/large-enterprises (16 answers)
- https://peoplemanagingpeople.com/tools/best-360-degree-feedback-software (16 answers)
- https://workhuman.com/blog/best-360-degree-feedback-software-tools (16 answers)

## Warned against

- Google Forms: 7 of 7 labels negative. "Generic survey tools such as SurveyMonkey or Google Forms: ... creating substantial operational and confidentiality risk at enterprise scale." (Perplexity Sonar, negative prompt)
- SurveyMonkey: 7 of 7 labels negative. "Generic survey tools such as SurveyMonkey or Google Forms: ... creating substantial operational and confidentiality risk at enterprise scale." (Perplexity Sonar, negative prompt)
- Lattice: 8 of 57 labels negative. "Avoid: Per-user/month tools like Lattice ($10+/user/month)" (Kimi K2, budget prompt)
- Spidergap: 9 of 41 labels negative. "a survey-only product does not feed results directly into the performance system teams already use, and it lacks the reviewer assignment, automated reminders, confidentiality controls and role-based reporting" (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Culture Amp at 51%.

- Culture Amp: 33% to 51%, +18. Cleared the floor by 5 points · rank 1 of 90, unchanged.
- Qualtrics 360 Development: 17% to 6%, −11. Inside the floor by 2 points · rank 2 → 5 of 90.
- Betterworks: 11% to 4%, −7. Inside the floor by 6 points · rank 3 → 6 of 90.
- Spidergap: 4% to 8%, +4. Inside the floor by 9 points · rank 7 → 4 of 90.
- Leapsome: 4% to 0%, −4. Inside the floor by 9 points · rank 6 → 14 of 90.
- Qualtrics EmployeeXM: 6% to 9%, +3. Inside the floor by 10 points · rank 5 → 3 of 90.
- Lattice: 11% to 9%, −2. Inside the floor by 11 points · rank 4 → 2 of 90.
- EchoSpan: 2% to 0%, −2. Inside the floor by 11 points · rank 11 → 18 of 90.
- Workhuman: 2% to 0%, −2. Inside the floor by 11 points · rank 9 → 28 of 90.
- Workday Peakon Employee Voice: 2% to 0%, −2. Not named this edition · was rank 8 of 69.
- Workday Talent Management: 2% to 2%, ±0. Inside the floor by 13 points · rank 13 → 7 of 90.
- SAP SuccessFactors: 0% to 0%, ±0. Inside the floor by 13 points · rank 60 → 15 of 90.

## 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.