Canonical segment URLs exist only for observed category/shape pairs.
Machine Relations Index
Observed shapes6 Published6 Collecting0 Release2026-10-16
Emergent Prosumer · Machine Relations Index category
Which sources AI engines cite for Emergent Prosumer 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 6 Emergent Prosumer question shapes, each ranked on that shape's own observed runs. This category has 6 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 emergent prosumer tools. 174 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 375 | TechRadar | Editorial publication | 24.14% | 42 of 174 |
| #2 of 375 | Community and social platform | 15.52% | 27 of 174 | |
| #3 of 375 | T3 | Editorial publication | 14.94% | 26 of 174 |
| #4 of 375 | Ankersolix.com | Other observed source | 13.22% | 23 of 174 |
| #5 of 375 | Gagadget.com | Other observed source | 13.22% | 23 of 174 |
How buyers choose
Example pattern: how to choose emergent prosumer tools. 172 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 311 | Soundcore.com | Other observed source | 17.44% | 30 of 172 |
| #2 of 311 | Atomm.com | Other observed source | 16.28% | 28 of 172 |
| #3 of 311 | TechRadar | Editorial publication | 14.53% | 25 of 172 |
| #4 of 311 | Community and social platform | 13.37% | 23 of 172 | |
| #5 of 311 | Crealityfalcon.com | Other observed source | 11.63% | 20 of 172 |
Is it worth it
Example pattern: is emergent prosumer software worth it. 177 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 235 | Layer3labs.io | Other observed source | 20.34% | 36 of 177 |
| #2 of 235 | Plaud.ai | Other observed source | 20.34% | 36 of 177 |
| #3 of 235 | Community and social platform | 18.08% | 32 of 177 | |
| #4 of 235 | Alibaba.com | Other observed source | 13.56% | 24 of 177 |
| #5 of 235 | Forbes | Editorial publication | 11.30% | 20 of 177 |
Problem-first research
Example pattern: how to solve emergent prosumer problems. 178 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 273 | Community and social platform | 16.85% | 30 of 178 | |
| #2 of 273 | YouTube | Search or media platform | 13.48% | 24 of 178 |
| #3 of 273 | Alibaba.com | Other observed source | 10.11% | 18 of 178 |
| #4 of 273 | Goodiesrc.com | Other observed source | 9.55% | 17 of 178 |
| #5 of 273 | Exspenditure.com | Other observed source | 7.87% | 14 of 178 |
Top lists
Example pattern: top emergent prosumer platforms. 175 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 365 | Digital Camera World | Editorial publication | 16.00% | 28 of 175 |
| #2 of 365 | TechRadar | Editorial publication | 15.43% | 27 of 175 |
| #3 of 365 | PCMag | Editorial publication | 13.71% | 24 of 175 |
| #4 of 365 | Plugable.com | Other observed source | 13.71% | 24 of 175 |
| #5 of 365 | Community and social platform | 13.71% | 24 of 175 |
Comparisons
Example pattern: emergent prosumer platform A vs B. 171 observed runs across 10 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 215 | YouTube | Search or media platform | 31.58% | 54 of 171 |
| #2 of 215 | As2.ae | Other observed source | 16.37% | 28 of 171 |
| #3 of 215 | Ecoflow.com | Other observed source | 14.62% | 25 of 171 |
| #4 of 215 | Uniquephoto.com | Other observed source | 14.62% | 25 of 171 |
| #5 of 215 | Zhiyun-tech.com | Other observed source | 14.04% | 24 of 171 |
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 | 174 | 7 (5 paraphrase groups) | 10 | 375 | Open leaderboard |
| How buyers choose | Published | 172 | 7 (5 paraphrase groups) | 10 | 311 | Open leaderboard |
| Is it worth it | Published | 177 | 7 (5 paraphrase groups) | 10 | 235 | Open leaderboard |
| Problem-first research | Published | 178 | 7 (5 paraphrase groups) | 10 | 273 | Open leaderboard |
| Top lists | Published | 175 | 7 (5 paraphrase groups) | 10 | 365 | Open leaderboard |
| Comparisons | Published | 171 | 7 (5 paraphrase groups) | 10 | 215 | 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.
Emergent Prosumer 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.