How AI answer engines name Ivalua
Data through October 10, 2026
Across 1,395 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Enterprise Software between May 10, 2026 and October 10, 2026, Ivalua was named in 25 (1.8%).
By engine
Answers each engine gave to buyer questions about Enterprise Software, and how many of them named Ivalua.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 5 | 311 | 1.6% |
| Claude | 8 | 316 | 2.5% |
| Gemini | 5 | 315 | 1.6% |
| Perplexity | 6 | 315 | 1.9% |
| Google AI Mode | 0 | 105 | 0.0% |
| Google AI Overviews | 1 | 33 | 3.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 149 | 0.0% |
| Ranked list | 20 | 158 | 12.7% |
| Head-to-head | 0 | 156 | 0.0% |
| Is it worth it | 5 | 153 | 3.3% |
| How to choose | 0 | 148 | 0.0% |
| Problem first | 0 | 153 | 0.0% |
| News | 0 | 478 | 0.0% |
Named first
When an answer named Ivalua alongside another brand in this record, it was named first in 0 of 24 (0.0%).
Named alongside
Sources the engines cited when they named Ivalua
Domains cited in answers that named Ivalua, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| procuredesk.com | 13 |
| suplari.com | 9 |
| spendflo.com | 8 |
| fraxion.biz | 7 |
| order.co | 7 |
| erpresearch.com | 5 |
| precoro.com | 5 |
| procurementtactics.com | 5 |
| sievo.com | 5 |
| spendqube.com | 5 |
Ivalua's own site (ivalua.com) was cited in 10 of 25 (40.0%).
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.
FAQ
Does ChatGPT recommend Ivalua?
ChatGPT named Ivalua in 5 of 311 answers (1.6%) to buyer questions about Enterprise Software between May 10, 2026 and October 10, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Ivalua.
Which sources do AI engines cite when they mention Ivalua?
The domains cited most often in answers that named Ivalua were procuredesk.com (13 answers), suplari.com (9 answers) and spendflo.com (8 answers).
Which AI engine names Ivalua most often?
Google AI Overviews, at 3.0%: it named Ivalua in 1 of 33 answers to buyer questions about Enterprise Software.