How AI answer engines name Acumatica
Data through October 23, 2026
Across 1,751 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Enterprise Software between May 10, 2026 and October 23, 2026, Acumatica was named in 115 (6.6%).
Last 28 days: named in 77 of 759 answers in its home categories (10.1%), up 1.0 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Enterprise Software and Logistics & Freight, and how many of them named Acumatica.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 23 | 551 | 4.2% |
| Claude | 25 | 549 | 4.6% |
| Gemini | 51 | 555 | 9.2% |
| Perplexity | 32 | 555 | 5.8% |
| Google AI Mode | 5 | 140 | 3.6% |
| Google AI Overviews | 4 | 61 | 6.6% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 128 | 333 | 38.4% |
| Ranked list | 0 | 321 | 0.0% |
| Head-to-head | 0 | 320 | 0.0% |
| Is it worth it | 2 | 316 | 0.6% |
| How to choose | 9 | 333 | 2.7% |
| Problem first | 1 | 310 | 0.3% |
| News | 0 | 478 | 0.0% |
Week by week
Acumatica was named in at least one answer in 9 of the 19 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Enterprise Software and Logistics & Freight, Monday to Sunday, newest first, and how many of them named Acumatica. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 25 | 269 | 9.3% | |
| 17 | 323 | 5.3% | |
| 24 | 407 | 5.9% | |
| 21 | 335 | 6.3% | |
| 5 | 28 | 17.9% | |
| 0 | 8 | 0.0% | |
| 4 | 136 | 2.9% | |
| 14 | 136 | 10.3% | |
| 19 | 152 | 12.5% | |
| 11 | 139 | 7.9% | |
| 0 | 36 | 0.0% | |
| 0 | 41 | 0.0% | |
| 0 | 54 | 0.0% | |
| 0 | 44 | 0.0% | |
| 0 | 30 | 0.0% | |
| 0 | 111 | 0.0% | |
| 0 | 111 | 0.0% | |
| 0 | 48 | 0.0% | |
| 0 | 3 | 0.0% |
Named first
When an answer named Acumatica alongside another brand in this record, it was named first in 29 of 51 (56.9%).
Named alongside
- Salesforce: named together in 17 answers
- Workday: named together in 11 answers
- HubSpot: named together in 5 answers
- C.H. Robinson: named together in 3 answers
- Microsoft Azure: named together in 3 answers
- ERP Software: named together in 2 answers
- Zoho: named together in 2 answers
- BigCommerce: named together in 1 answers
Sources the engines cited when they named Acumatica
Domains cited in answers that named Acumatica, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| erpresearch.com | 58 |
| top10erp.org | 25 |
| g2.com | 16 |
| ifs.com | 15 |
| randgroup.com | 15 |
| domo.com | 14 |
| reliamag.com | 14 |
| encoursa.com | 12 |
| forbes.com | 12 |
| doss.com | 11 |
Acumatica's own site (acumatica.com) was cited in 3 of 142 (2.1%).
Across every answer run in the Machine Relations Index, not only the answers that named Acumatica, acumatica.com was cited in 8 of 30,032 (0.03%), by 2 of the 6 engines it observes. The Index is still collecting evidence on acumatica.com before it grades or ranks it.
Across every Enterprise Software buyer question, not only the answers that named Acumatica, the Machine Relations Index ranks which sources AI engines cite for Enterprise Software questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Enterprise Software | 115 | 1,751 | 6.6% |
| Logistics & Freight | 25 | 660 | 3.8% |
| Fintech | 2 | 1,753 | 0.1% |
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 Acumatica?
ChatGPT named Acumatica in 23 of 551 answers (4.2%) to buyer questions about Enterprise Software and Logistics & Freight between May 10, 2026 and October 23, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Acumatica.
Which sources do AI engines cite when they mention Acumatica?
The domains cited most often in answers that named Acumatica were erpresearch.com (58 answers), top10erp.org (25 answers) and g2.com (16 answers).
Which AI engine names Acumatica most often?
Gemini, at 9.2%: it named Acumatica in 51 of 555 answers to buyer questions about Enterprise Software and Logistics & Freight.