# How AI answer engines name Tonic.ai

> Across 1,331 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about AI Security & Privacy between May 10, 2026 and October 19, 2026, Tonic.ai was named in 12 (0.9%).

- URL: https://paralabs.ai/brands/tonic-ai
- Data through: October 19, 2026
- Domain profile: [tonic.ai](https://machinerelations.ai/index/domains/tonic.ai)

## By engine

Answers each engine gave to buyer questions about AI Security & Privacy, and how many of them named Tonic.ai.

| Engine | Named | Answers | Rate |
| --- | ---: | ---: | ---: |
| ChatGPT | 0 | 331 | 0.0% |
| Claude | 0 | 336 | 0.0% |
| Gemini | 12 | 336 | 3.6% |
| Perplexity | 0 | 307 | 0.0% |
| Google AI Mode | 0 | 12 | 0.0% |
| Google AI Overviews | 0 | 9 | 0.0% |

## By question type

The same answers, split by the shape of the buyer question.

| Question type | Named | Answers | Rate |
| --- | ---: | ---: | ---: |
| Best-of | 8 | 237 | 3.4% |
| Ranked list | 0 | 207 | 0.0% |
| Head-to-head | 0 | 216 | 0.0% |
| Is it worth it | 0 | 232 | 0.0% |
| How to choose | 4 | 231 | 1.7% |
| Problem first | 0 | 208 | 0.0% |

## Named first

When an answer named Tonic.ai alongside another brand in this record, it was named first in 8 of 12 (66.7%).

## Named alongside

- [John Snow Labs](https://paralabs.ai/brands/john-snow-labs): named together in 6 answers
- [Splunk](https://paralabs.ai/brands/splunk): named together in 6 answers
- [Cribl](https://paralabs.ai/brands/cribl): named together in 4 answers
- [Nightfall](https://paralabs.ai/brands/nightfall): named together in 2 answers
- [Strac](https://paralabs.ai/brands/strac): named together in 2 answers
- [BigID](https://paralabs.ai/brands/bigid): named together in 1 answers
- [DataGrail](https://paralabs.ai/brands/datagrail): named together in 1 answers
- [Salesforce](https://paralabs.ai/brands/salesforce): named together in 1 answers

## Sources the engines cited when they named Tonic.ai

Domains cited in answers that named Tonic.ai, by the number of those answers that cited them.

| Domain | Answers |
| --- | ---: |
| [medium.com](https://machinerelations.ai/index/domains/medium.com) | 3 |
| [arxiv.org](https://machinerelations.ai/index/domains/arxiv.org) | 2 |
| [camotext.ai](https://machinerelations.ai/index/domains/camotext.ai) | 2 |
| [datastreamer.io](https://machinerelations.ai/index/domains/datastreamer.io) | 2 |
| [elastic.co](https://machinerelations.ai/index/domains/elastic.co) | 2 |
| [getlimina.ai](https://machinerelations.ai/index/domains/getlimina.ai) | 2 |
| [grepture.com](https://machinerelations.ai/index/domains/grepture.com) | 2 |
| [nih.gov](https://machinerelations.ai/index/domains/nih.gov) | 2 |
| [protecto.ai](https://machinerelations.ai/index/domains/protecto.ai) | 2 |
| [strac.io](https://machinerelations.ai/index/domains/strac.io) | 2 |

Tonic.ai's own site ([tonic.ai](https://machinerelations.ai/index/domains/tonic.ai)) was cited in 3 of 13 (23.1%).

## All categories

| Category | Named | Answers | Rate |
| --- | ---: | ---: | ---: |
| AI Security & Privacy | 12 | 1,331 | 0.9% |
| Legal & Compliance | 1 | 486 | 0.2% |

## How this is measured

Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is. A brand appears only once it has been named in at least 10 answers on 7 separate days. A name match counts a mention. It does not count a recommendation, and it does not measure sentiment. Categories are the Index's buyer-question categories. Source: [Machine Relations Index](https://machinerelations.ai/machine-relations-index).

## FAQ

### Does ChatGPT recommend Tonic.ai?

ChatGPT did not name Tonic.ai in any of its 331 answers to buyer questions about AI Security & Privacy between May 10, 2026 and October 19, 2026.

### Which sources do AI engines cite when they mention Tonic.ai?

The domains cited most often in answers that named Tonic.ai were medium.com (3 answers), arxiv.org (2 answers) and camotext.ai (2 answers).

### Which AI engine names Tonic.ai most often?

Gemini, at 3.6%: it named Tonic.ai in 12 of 336 answers to buyer questions about AI Security & Privacy.

## Machine-readable related links

- Primary concept: [AI brand visibility](https://paralabs.ai/brands)
- Related brand: [How AI answer engines name John Snow Labs](https://paralabs.ai/brands/john-snow-labs)
- Related brand: [How AI answer engines name Splunk](https://paralabs.ai/brands/splunk)
- Related brand: [How AI answer engines name Cribl](https://paralabs.ai/brands/cribl)
- Source data: [Machine Relations Index](https://machinerelations.ai/machine-relations-index)
- Research index: [Para Labs brand index](https://paralabs.ai/brands)
- Machine manifest: [Para Labs machine manifest](https://paralabs.ai/machine-manifest.json)