Canonical segment URLs exist only for observed category/shape pairs.
Machine Relations Index
Observed shapes7 Published7 Collecting0 Release2026-10-16
Enterprise Software · Machine Relations Index category
Which sources AI engines cite for Enterprise Software questions
In the October 2026 release of the Machine Relations Index (mri_score_v2.1+2026-10-16+676547a595a3), these are the sources AI answer engines cited most often for each of the 7 Enterprise Software question shapes, each ranked on that shape's own observed runs. This category has 7 observed question-shape segments in the current public release. Each segment keeps its own observed-run denominator and dates; this page does not average rates across shapes. Observed runs are answer runs, not questions: every segment repeats a small set of distinct questions across engines and dates, so a run count is not a count of independent questions.
Top sources by question shape
The sources engines cite most, shape by shape
A rate is the share of the shape's observed answer runs that cited the source; rank is the source's place on that shape's full leaderboard.Best tools
Example pattern: best enterprise software tools. 178 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 279 | Erpresearch.com | Market and company database | 37.64% | 67 of 178 |
| #2 of 279 | Top10erp.org | Other observed source | 18.54% | 33 of 178 |
| #3 of 279 | G2 | Market and company database | 12.92% | 23 of 178 |
| #4 of 279 | Ifs.com | Other observed source | 12.92% | 23 of 178 |
| #5 of 279 | TechRadar | Editorial publication | 12.36% | 22 of 178 |
How buyers choose
Example pattern: how to choose enterprise software tools. 177 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 266 | Erpresearch.com | Market and company database | 25.99% | 46 of 177 |
| #2 of 266 | Randgroup.com | Other observed source | 20.34% | 36 of 177 |
| #3 of 266 | TechTarget | Editorial publication | 16.38% | 29 of 177 |
| #4 of 266 | Deloitte.com | Analyst and consulting research | 10.73% | 19 of 177 |
| #5 of 266 | Netsuite.com | Vendor-owned source | 10.73% | 19 of 177 |
Is it worth it
Example pattern: is enterprise software software worth it. 176 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 298 | Erpresearch.com | Market and company database | 32.95% | 58 of 176 |
| #2 of 298 | Netsuite.com | Vendor-owned source | 14.20% | 25 of 176 |
| #3 of 298 | Amazon.com | Other observed source | 12.50% | 22 of 176 |
| #4 of 298 | Precoro.com | Other observed source | 10.80% | 19 of 176 |
| #5 of 298 | Priority-software.com | Other observed source | 10.80% | 19 of 176 |
News-driven citations
Example pattern: recent enterprise software news. 572 observed runs across 53 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 1,371 | Community and social platform | 11.54% | 66 of 572 | |
| #2 of 1,371 | Zylo.com | Vendor-owned source | 10.14% | 58 of 572 |
| #3 of 1,371 | Salesforce.com | Vendor-owned source | 8.74% | 50 of 572 |
| #4 of 1,371 | SaaStrAI | Editorial publication | 8.39% | 48 of 572 |
| #5 of 1,371 | Community and social platform | 8.22% | 47 of 572 |
Problem-first research
Example pattern: how to solve enterprise software problems. 178 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 394 | Community and social platform | 8.99% | 16 of 178 | |
| #2 of 394 | Zapier.com | Vendor-owned source | 8.99% | 16 of 178 |
| #3 of 394 | Cloudeagle.ai | Vendor-owned source | 7.30% | 13 of 178 |
| #4 of 394 | Community and social platform | 7.30% | 13 of 178 | |
| #5 of 394 | Manageengine.com | Other observed source | 7.30% | 13 of 178 |
Top lists
Example pattern: top enterprise software platforms. 177 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 364 | Procurify.com | Other observed source | 16.38% | 29 of 177 |
| #2 of 364 | Procuredesk.com | Other observed source | 15.82% | 28 of 177 |
| #3 of 364 | Fraxion.biz | Other observed source | 12.43% | 22 of 177 |
| #4 of 364 | Spendflo.com | Other observed source | 10.17% | 18 of 177 |
| #5 of 364 | Getapp.com | Other observed source | 9.60% | 17 of 177 |
Comparisons
Example pattern: enterprise software platform A vs B. 184 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 271 | Erpfocus.com | Other observed source | 15.76% | 29 of 184 |
| #2 of 271 | Community and social platform | 14.67% | 27 of 184 | |
| #3 of 271 | Atlassian.com | Vendor-owned source | 13.04% | 24 of 184 |
| #4 of 271 | Servicenow.com | Vendor-owned source | 12.50% | 23 of 184 |
| #5 of 271 | Erpresearch.com | Market and company database | 11.96% | 22 of 184 |
Published segments met the release evidence floor.
Collecting segments expose sample progress, not mature leaderboards.
mri_score_v2.1+2026-10-16+676547a595a3
Question shapes
Separate denominators by segment
| Question shape | State | Observed runs | Distinct questions | Run dates | Cited domain observations | Canonical segment |
|---|---|---|---|---|---|---|
| Best tools | Published | 178 | 7 (5 paraphrase groups) | 10 | 279 | Open leaderboard |
| How buyers choose | Published | 177 | 7 (5 paraphrase groups) | 10 | 266 | Open leaderboard |
| Is it worth it | Published | 176 | 7 (5 paraphrase groups) | 10 | 298 | Open leaderboard |
| News-driven citations | Published | 572 | 24 | 53 | 1,371 | Open leaderboard |
| Problem-first research | Published | 178 | 7 (5 paraphrase groups) | 10 | 394 | Open leaderboard |
| Top lists | Published | 177 | 7 (5 paraphrase groups) | 10 | 364 | Open leaderboard |
| Comparisons | Published | 184 | 7 (5 paraphrase groups) | 10 | 271 | Open leaderboard |
Release and boundary
No pooled category score
Release mri_score_v2.1+2026-10-16+676547a595a3; methodology mri_score_v2.1; generated 2026-10-16; window 2026-05-10 to 2026-10-16; artifact 676547a595a3.
This page is a directory of observed segments. A domain's overall citation rate is not a category rate, and MRI does not publish an averaged category score in this slice.
Enterprise Software buyers on AuthorityTech’s publication intelligence is a downstream practitioner projection of these segments. It is not source evidence, citation provenance, or sameAs identity for the neutral dataset.