# SurveySparrow: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 12 judge labels across 2 categories by 10 of 14 models. Page: https://www.gane.ai/index/hr/vendors/surveysparrow

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [360 feedback](https://www.gane.ai/index/hr/performance/360-feedback/index.md) | 0% | 21 | 18% | 11 |
| [Employee engagement surveys](https://www.gane.ai/index/hr/experience/employee-engagement-surveys/index.md) | 0% | 92 | 100% | 1 |

## What the models said for it

- "if you want continuous feedback, go for Lattice or SurveySparrow" (Grok 4.20, 360 feedback)
- "Examples: Qualtrics, SurveySparrow, CultureORCA" (Gemini 3.5 Flash, 360 feedback)
- "SurveySparrow - Free trial option" (GLM 4.7 FlashX, 360 feedback)

## And against it

- "may lack robust rater-group anonymity, comment suppression, and purpose-built reports unless carefully configured or upgraded" (Perplexity Sonar, 360 feedback)
- "Users complain about limited chart options and "terribly misleading" visualizations" (Kimi K2, 360 feedback)
- "nice product, but its free tier is quite limited for serious business use" (GPT-5.4 mini, Employee engagement surv)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named SurveySparrow, from 17 of the 18 answers that named it (only the models that return a source list).

### Domains cited

- teamflect.com: 7
- betterworks.com: 6
- feedbackpulse.com: 6
- forbes.com: 5
- g2.com: 5
- nanoglobals.com: 5
- surveysparrow.com: 5 (its own site)
- effy.ai: 4
- guideflow.com: 4
- lmschef.com: 4

### Pages cited

- https://teamflect.com/blog/hr-tech/best-360-feedback-tools: 7
- https://betterworks.com/magazine/best-360-degree-feedback-tools: 5
- https://nanoglobals.com/recommended/360-degree-feedback-tools: 5
- https://effy.ai/blog/360-feedback-software: 4
- https://forbes.com/advisor/business/software/best-360-feedback-software: 4
- https://lmschef.com/best-360-feedback-software: 4
- https://feedbackpulse.com/resources/360-feedback-tools: 3
- https://feedbackpulse.com/resources/best-360-review-software: 3

## In its own words

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

- Positioning: AI-Powered Customer Feedback Platform (https://surveysparrow.com/)
- For: customers (https://surveysparrow.com/)
- Price stated: Free plan available · No credit card required (https://surveysparrow.com/)
- Starting price: 19 (https://surveysparrow.com/pricing/)
- Free plan or trial: Free plan available · No credit card required (https://surveysparrow.com/)
- Integrations claimed: 25 (https://surveysparrow.com/pricing/)
- Certifications: HIPAA, GDPR, CSA STAR, PCI DSS, SOC 2 Type II, ISO 27001
- Customers named: Decathlon, Tata Digital, Meesho, Pechanga Resort, South Sydney Rabbitohs, SellThru, Quality Roofing, Tarkett

## What it publishes

Every page surveysparrow.com exposes, read 2026-09-29: 5381 addresses. By kind, pages and the last 90 days:

- blog: 1071 pages, 1 in the last 90 days, latest 2026-09-19
- case study: 73 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 53 pages, 0 in the last 90 days, latest undated
- conference or event: 75 pages, 0 in the last 90 days, latest 2023-05-22
- report or ebook: 17 pages, 0 in the last 90 days, latest 2020-09-28
- comparison: 155 pages, 0 in the last 90 days, latest 2026-04-22
- template or tool: 1095 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 67 pages, 0 in the last 90 days, latest 2025-08-01
- news or press: 16 pages, 0 in the last 90 days, latest undated
- Recent: 2026-09-19 blog: Surveys help businesses improve products and services https://surveysparrow.com/blog/surveys-help-businesses-improve-products-and-services/
- Recent: 2026-04-22 comparison: Simple random sampling vs stratified sampling https://surveysparrow.com/blog/simple-random-sampling-vs-stratified-sampling/
- Recent: 2026-02-18 blog: Online survey tools and apps https://surveysparrow.com/blog/online-survey-tools-and-apps/
- Recent: 2026-02-18 comparison: Questionpro alternatives https://surveysparrow.com/blog/questionpro-alternatives/
- Recent: 2026-02-15 comparison: Conversational ai vs chatbots https://surveysparrow.com/blog/conversational-ai-vs-chatbots/
- Recent: 2025-10-08 comparison: Formbricks alternatives https://surveysparrow.com/blog/formbricks-alternatives/

## 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.