# How AI answer engines name Luminance

> Across 486 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Legal & Compliance between May 10, 2026 and October 26, 2026, Luminance was named in 18 (3.7%).

- URL: https://paralabs.ai/brands/luminance
- Data through: October 26, 2026
- Domain profile: [luminance.com](https://machinerelations.ai/index/domains/luminance.com)

## By engine

Answers each engine gave to buyer questions about Legal & Compliance, and how many of them named Luminance.

| Engine | Named | Answers | Rate |
| --- | ---: | ---: | ---: |
| ChatGPT | 3 | 89 | 3.4% |
| Claude | 2 | 89 | 2.2% |
| Gemini | 3 | 89 | 3.4% |
| Perplexity | 2 | 89 | 2.2% |
| Google AI Mode | 7 | 99 | 7.1% |
| Google AI Overviews | 1 | 31 | 3.2% |

## By question type

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

| Question type | Named | Answers | Rate |
| --- | ---: | ---: | ---: |
| News | 18 | 486 | 3.7% |

## Week by week

Luminance was named in at least one answer in 7 of the 9 weeks on record; the latest was the week of June 29, 2026.

Each week's answers to buyer questions about Legal & Compliance, Monday to Sunday, newest first, and how many of them named Luminance. The questions asked can differ from one week to the next.

| Week of | Named | Answers | Rate |
| --- | ---: | ---: | ---: |
| June 29, 2026 | 1 | 42 | 2.4% |
| June 22, 2026 | 1 | 42 | 2.4% |
| June 15, 2026 | 0 | 53 | 0.0% |
| June 8, 2026 | 0 | 43 | 0.0% |
| June 1, 2026 | 1 | 32 | 3.1% |
| May 25, 2026 | 3 | 112 | 2.7% |
| May 18, 2026 | 9 | 111 | 8.1% |
| May 11, 2026 | 2 | 48 | 4.2% |
| May 4, 2026 (from May 10, 2026) | 1 | 3 | 33.3% |

## Named first

When an answer named Luminance alongside another brand in this record, it was named first in 0 of 18 (0.0%).

## Named alongside

- [Sirion](https://paralabs.ai/brands/sirion): named together in 9 answers
- [Icertis](https://paralabs.ai/brands/icertis): named together in 7 answers
- [Agiloft](https://paralabs.ai/brands/agiloft): named together in 6 answers
- [Harvey](https://paralabs.ai/brands/harvey): named together in 6 answers
- [Everlaw](https://paralabs.ai/brands/everlaw): named together in 5 answers
- [Salesforce](https://paralabs.ai/brands/salesforce): named together in 5 answers
- [LexCheck](https://paralabs.ai/brands/lexcheck): named together in 3 answers
- [Onit](https://paralabs.ai/brands/onit): named together in 3 answers

## Sources the engines cited when they named Luminance

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

| Domain | Answers |
| --- | ---: |
| [sirion.ai](https://machinerelations.ai/index/domains/sirion.ai) | 9 |
| [streamline.ai](https://machinerelations.ai/index/domains/streamline.ai) | 9 |
| [ironcladapp.com](https://machinerelations.ai/index/domains/ironcladapp.com) | 7 |
| [axiomlaw.com](https://machinerelations.ai/index/domains/axiomlaw.com) | 4 |
| [definely.com](https://machinerelations.ai/index/domains/definely.com) | 4 |
| [icertis.com](https://machinerelations.ai/index/domains/icertis.com) | 4 |
| [spellbook.com](https://machinerelations.ai/index/domains/spellbook.com) | 4 |
| [xakiatech.com](https://machinerelations.ai/index/domains/xakiatech.com) | 4 |
| [aline.co](https://machinerelations.ai/index/domains/aline.co) | 3 |
| [dioptra.ai](https://machinerelations.ai/index/domains/dioptra.ai) | 3 |

Luminance's own site ([luminance.com](https://machinerelations.ai/index/domains/luminance.com)) was cited in 4 of 18 (22.2%).

Across every answer run in the Machine Relations Index, not only the answers that named Luminance, luminance.com was cited in 6 of 31,629 (0.02%), by 2 of the 6 engines it observes. The Index is still collecting evidence on luminance.com before it grades or ranks it.

## 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 Luminance?

ChatGPT named Luminance in 3 of 89 answers (3.4%) to buyer questions about Legal & Compliance between May 10, 2026 and October 26, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Luminance.

### Which sources do AI engines cite when they mention Luminance?

The domains cited most often in answers that named Luminance were sirion.ai (9 answers), streamline.ai (9 answers) and ironcladapp.com (7 answers).

### Which AI engine names Luminance most often?

Google AI Mode, at 7.1%: it named Luminance in 7 of 99 answers to buyer questions about Legal & Compliance.

## Machine-readable related links

- Primary concept: [AI brand visibility](https://paralabs.ai/brands)
- Related brand: [How AI answer engines name Sirion](https://paralabs.ai/brands/sirion)
- Related brand: [How AI answer engines name Icertis](https://paralabs.ai/brands/icertis)
- Related brand: [How AI answer engines name Agiloft](https://paralabs.ai/brands/agiloft)
- 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)