# Highlight.io: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/highlight-io

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Error and crash monitoring](https://www.gane.ai/index/it/developer/error-and-crash-monitoring/index.md) | 0% | 17 | 0% | 2 |

## What the models said for it

- "Open-source with a free tier (7,500 events/month). Includes session replay" (Grok 4.20, Error monitoring)
- "Best Budget Tool with Session Replay" (Gemini 3.5 Flash, Error monitoring)

## 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 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Highlight.io, from 8 of the 18 answers that named it (only the models that return a source list).

### Domains cited

- dupple.com: 5
- guideflow.com: 4
- ones.com: 4
- costbench.com: 2
- drdroid.io: 2
- gane.ai/index: 2
- glitchtip.com: 2
- honeybadger.io: 2
- saucelabs.com: 2
- scoutapm.com: 2

### Pages cited

- https://dupple.com/learn/best-error-tracking-software: 4
- https://guideflow.com/blog/error-monitoring-software: 4
- https://ones.com/blog/8-best-error-tracking-tools-to-catch-bugs-before-users-do: 3
- https://drdroid.io/engineering-tools/error-monitoring-tracking-open-source: 2
- https://ones.com/blog/error-reporting-software-comparison-8-tools-worth-trying: 2
- https://saucelabs.com/resources/blog/the-best-error-reporting-and-crash-monitoring-tools-of-2026: 2
- https://subrupt.com/best/error-tracking: 2
- https://apistatuscheck.com/blog/best-error-tracking-tools-2026: 1

## Record

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