1,431 cited runs of 15,782 observed answer runs.
Machine Relations IndexCitation rate9.07% Days observed81/125 Engine breadth6 ConfidenceConfidence A
Source domain profile · Search or media platform
YouTube in the Machine Relations Index
youtube.com appeared as a cited source in 1,431 of 15,782 monitored answer runs (9.07%) from 2026-05-10 to 2026-09-18.
Days cited and days observed in the current release window.
chatgpt, claude, gemini, google_ai_mode, google_ai_overviews, perplexity. This is an observed-engine list, not a per-engine rate.
MRI confidence is not an Answer-Source Fidelity grade.
Standing
Population ranks from the public release
- Public standing
- #2 of 22,179 observed domains
- Full universe
- #2 of 22,179
- Source role population
- #1 of 10
- Evidence-qualified source role
- #1 of 2
Segment evidence
Observed category and question-shape rows
Segment rates use the exact category/question-shape denominator. Collecting rows show sample progress only; null or missing rates are not rendered as 0%.
| Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Confidence | Rank population |
|---|---|---|---|---|---|---|---|---|
| AI Infrastructure | Best tools | Published | 22 | 77 | 7 | 28.57% | Unavailable | #2 of 204 |
| AI Infrastructure | How buyers choose | Published | 30 | 106 | 7 | 28.30% | Unavailable | #3 of 258 |
| AI Infrastructure | Is it worth it | Published | 18 | 106 | 7 | 16.98% | Unavailable | #7 of 265 |
| AI Infrastructure | Problem-first research | Published | 16 | 106 | 7 | 15.09% | Unavailable | #4 of 212 |
| AI Infrastructure | Top lists | Published | 17 | 108 | 7 | 15.74% | Unavailable | #9 of 270 |
| AI Infrastructure | Comparisons | Published | 36 | 108 | 7 | 33.33% | Unavailable | #1 of 231 |
| AI Security & Privacy | Best tools | Published | 29 | 136 | 7 | 21.32% | Unavailable | #4 of 275 |
| AI Security & Privacy | How buyers choose | Published | 22 | 130 | 7 | 16.92% | Unavailable | #3 of 305 |
| AI Security & Privacy | Is it worth it | Published | 24 | 130 | 7 | 18.46% | Unavailable | #3 of 330 |
| AI Security & Privacy | Problem-first research | Published | 20 | 106 | 7 | 18.87% | Unavailable | #1 of 272 |
| AI Security & Privacy | Top lists | Published | 6 | 106 | 7 | 5.66% | Unavailable | #45 of 313 |
| AI Security & Privacy | Comparisons | Published | 22 | 114 | 7 | 19.30% | Unavailable | #4 of 263 |
| AI Visibility & GEO | Best tools | Published | 30 | 113 | 7 | 26.55% | Unavailable | #1 of 351 |
| AI Visibility & GEO | How buyers choose | Published | 29 | 113 | 7 | 25.66% | Unavailable | #1 of 448 |
| AI Visibility & GEO | Is it worth it | Published | 25 | 137 | 7 | 18.25% | Unavailable | #3 of 467 |
| AI Visibility & GEO | Problem-first research | Published | 44 | 132 | 7 | 33.33% | Unavailable | #1 of 420 |
| AI Visibility & GEO | Top lists | Published | 23 | 71 | 7 | 32.39% | Unavailable | #1 of 412 |
| AI Visibility & GEO | Comparisons | Published | 28 | 132 | 7 | 21.21% | Unavailable | #3 of 417 |
| Consumer Finance | Best tools | Published | 33 | 132 | 7 | 25.00% | Unavailable | #6 of 236 |
| Consumer Finance | How buyers choose | Published | 29 | 132 | 7 | 21.97% | Unavailable | #4 of 191 |
| Consumer Finance | Is it worth it | Published | 32 | 132 | 7 | 24.24% | Unavailable | #2 of 262 |
| Consumer Finance | Problem-first research | Published | 43 | 132 | 7 | 32.58% | Unavailable | #1 of 226 |
| Consumer Finance | Top lists | Published | 26 | 132 | 7 | 19.70% | Unavailable | #9 of 233 |
| Consumer Finance | Comparisons | Published | 43 | 138 | 7 | 31.16% | Unavailable | #4 of 170 |
| Consumer Health | Best tools | Published | 46 | 132 | 7 | 34.85% | Unavailable | #2 of 298 |
| Consumer Health | How buyers choose | Published | 28 | 131 | 7 | 21.37% | Unavailable | #2 of 339 |
| Consumer Health | Is it worth it | Published | 28 | 130 | 7 | 21.54% | Unavailable | #7 of 213 |
| Consumer Health | Problem-first research | Published | 29 | 131 | 7 | 22.14% | Unavailable | #6 of 227 |
| Consumer Health | Top lists | Published | 22 | 131 | 7 | 16.79% | Unavailable | #6 of 338 |
| Consumer Health | Comparisons | Published | 42 | 131 | 7 | 32.06% | Unavailable | #2 of 217 |
| Consumer Products | Best tools | Published | 35 | 131 | 7 | 26.72% | Unavailable | #2 of 318 |
| Consumer Products | How buyers choose | Published | 34 | 137 | 7 | 24.82% | Unavailable | #1 of 427 |
| Consumer Products | Is it worth it | Published | 30 | 136 | 7 | 22.06% | Unavailable | #3 of 228 |
| Consumer Products | Problem-first research | Published | 20 | 132 | 7 | 15.15% | Unavailable | #2 of 216 |
| Consumer Products | Top lists | Published | 23 | 131 | 7 | 17.56% | Unavailable | #6 of 380 |
| Consumer Products | Comparisons | Published | 39 | 131 | 7 | 29.77% | Unavailable | #1 of 268 |
| Cybersecurity | Best tools | Published | 7 | 75 | 7 | 9.33% | Unavailable | #20 of 213 |
| Cybersecurity | How buyers choose | Published | 11 | 131 | 7 | 8.40% | Unavailable | #11 of 325 |
| Cybersecurity | Is it worth it | Published | 9 | 131 | 7 | 6.87% | Unavailable | #23 of 227 |
| Cybersecurity | News-driven citations | Published | 5 | 623 | 54 | 0.80% | Unavailable | #252 of 1,340 |
| Cybersecurity | Problem-first research | Published | 5 | 125 | 7 | 4.00% | Unavailable | #43 of 263 |
| Cybersecurity | Top lists | Published | 8 | 130 | 7 | 6.15% | Unavailable | #37 of 264 |
| Cybersecurity | Comparisons | Published | 13 | 107 | 7 | 12.15% | Unavailable | #9 of 189 |
| Deep Tech & Hardware | Best tools | Published | 18 | 121 | 7 | 14.88% | Unavailable | #4 of 328 |
| Deep Tech & Hardware | How buyers choose | Published | 3 | 130 | 7 | 2.31% | Unavailable | #73 of 195 |
| Deep Tech & Hardware | Is it worth it | Published | 7 | 105 | 7 | 6.67% | Unavailable | #21 of 181 |
| Deep Tech & Hardware | Problem-first research | Published | 10 | 104 | 7 | 9.62% | Unavailable | #7 of 157 |
| Deep Tech & Hardware | Top lists | Published | 14 | 106 | 7 | 13.21% | Unavailable | #6 of 279 |
| Deep Tech & Hardware | Comparisons | Published | 21 | 105 | 7 | 20.00% | Unavailable | #2 of 171 |
| Education & Training | Best tools | Published | 17 | 106 | 7 | 16.04% | Unavailable | #3 of 263 |
| Education & Training | How buyers choose | Published | 7 | 130 | 7 | 5.38% | Unavailable | #18 of 249 |
| Education & Training | Is it worth it | Published | 12 | 100 | 7 | 12.00% | Unavailable | #5 of 201 |
| Education & Training | Problem-first research | Published | 4 | 100 | 7 | 4.00% | Unavailable | #31 of 229 |
| Education & Training | Top lists | Published | 9 | 100 | 7 | 9.00% | Unavailable | #12 of 295 |
| Education & Training | Comparisons | Published | 7 | 100 | 7 | 7.00% | Unavailable | #28 of 126 |
| Emergent Prosumer | Best tools | Published | 3 | 100 | 7 | 3.00% | Unavailable | #87 of 219 |
| Emergent Prosumer | How buyers choose | Published | 2 | 100 | 7 | 2.00% | Unavailable | #112 of 192 |
| Emergent Prosumer | Is it worth it | Published | 10 | 100 | 7 | 10.00% | Unavailable | #10 of 136 |
| Emergent Prosumer | Problem-first research | Published | 11 | 101 | 7 | 10.89% | Unavailable | #3 of 162 |
| Emergent Prosumer | Top lists | Published | 8 | 101 | 7 | 7.92% | Unavailable | #17 of 211 |
| Emergent Prosumer | Comparisons | Published | 36 | 95 | 7 | 37.89% | Unavailable | #1 of 118 |
| Enterprise Software | News-driven citations | Published | 5 | 596 | 53 | 0.84% | Unavailable | #244 of 1,375 |
| Enterprise Software | Top lists | Published | 1 | 114 | 7 | 0.88% | Unavailable | #260 of 264 |
| Enterprise Software | Comparisons | Published | 8 | 114 | 7 | 7.02% | Unavailable | #16 of 186 |
| Family Software | Best tools | Published | 5 | 114 | 7 | 4.39% | Unavailable | #38 of 118 |
| Family Software | How buyers choose | Published | 3 | 104 | 7 | 2.88% | Unavailable | #77 of 153 |
| Family Software | Is it worth it | Published | 7 | 100 | 7 | 7.00% | Unavailable | #23 of 114 |
| Family Software | Problem-first research | Published | 7 | 108 | 7 | 6.48% | Unavailable | #17 of 195 |
| Family Software | Top lists | Published | 8 | 108 | 7 | 7.41% | Unavailable | #24 of 195 |
| Family Software | Comparisons | Published | 10 | 108 | 7 | 9.26% | Unavailable | #17 of 101 |
| Fintech | Best tools | Published | 3 | 108 | 7 | 2.78% | Unavailable | #83 of 224 |
| Fintech | How buyers choose | Published | 3 | 102 | 7 | 2.94% | Unavailable | #63 of 170 |
| Fintech | Is it worth it | Published | 5 | 108 | 7 | 4.63% | Unavailable | #32 of 206 |
| Fintech | News-driven citations | Published | 17 | 616 | 53 | 2.76% | Unavailable | #48 of 1,531 |
| Fintech | Problem-first research | Published | 1 | 102 | 7 | 0.98% | Unavailable | #170 of 171 |
| Fintech | Comparisons | Published | 5 | 102 | 7 | 4.90% | Unavailable | #40 of 136 |
| Healthcare Services | Best tools | Collecting observations | 5 | 101 | 6 | Unavailable | Unavailable | No mature rank |
| Healthcare Services | How buyers choose | Collecting observations | 1 | 101 | 6 | Unavailable | Unavailable | No mature rank |
| Healthcare Services | Is it worth it | Collecting observations | 1 | 101 | 6 | Unavailable | Unavailable | No mature rank |
| Healthcare Services | News-driven citations | Published | 2 | 613 | 53 | 0.33% | Unavailable | #595 of 1,264 |
| Healthcare Services | Problem-first research | Collecting observations | 10 | 102 | 6 | Unavailable | Unavailable | No mature rank |
| Healthcare Services | Top lists | Collecting observations | 2 | 78 | 6 | Unavailable | Unavailable | No mature rank |
| Healthcare Services | Comparisons | Collecting observations | 3 | 72 | 4 | Unavailable | Unavailable | No mature rank |
| HR & Talent | Best tools | Collecting observations | 2 | 72 | 4 | Unavailable | Unavailable | No mature rank |
| HR & Talent | How buyers choose | Collecting observations | 1 | 71 | 5 | Unavailable | Unavailable | No mature rank |
| HR & Talent | Is it worth it | Collecting observations | 1 | 66 | 4 | Unavailable | Unavailable | No mature rank |
| HR & Talent | News-driven citations | Published | 4 | 608 | 53 | 0.66% | Unavailable | #306 of 1,249 |
| HR & Talent | Problem-first research | Collecting observations | 2 | 65 | 4 | Unavailable | Unavailable | No mature rank |
| HR & Talent | Comparisons | Collecting observations | 3 | 35 | 2 | Unavailable | Unavailable | No mature rank |
| iGaming & Betting | Top lists | Collecting observations | 1 | 29 | 1 | Unavailable | Unavailable | No mature rank |
| Legacy News Topics | News-driven citations | Published | 22 | 2,138 | 54 | 1.03% | Unavailable | #126 of 4,025 |
| Martech & Advertising | News-driven citations | Published | 3 | 602 | 53 | 0.50% | Unavailable | #365 of 1,244 |
Published segments: 80. Collecting segments: 12.
Release and boundary
How to cite this profile
YouTube (youtube.com), 9.07% citation rate, 1,431 of 15,782 monitored answer runs, 2026-05-10 to 2026-09-18, mri_score_v2.0, mri_score_v2.0+2026-09-18+8fa38e54dd0a, https://machinerelations.ai/index/domains/youtube.com.
Release mri_score_v2.0+2026-09-18+8fa38e54dd0a; methodology mri_score_v2.0; generated 2026-09-18; window 2026-05-10 to 2026-09-18; artifact 8fa38e54dd0a.
The public dataset reports citation rates, rankings, and evidence counts. It excludes internal query identifiers, raw cited URLs, and answer-engine provider payloads. MRI measures observed root-domain citations in monitored prompts, not all AI answers, recommendation quality, web traffic or commercial performance. A citation is not source support.
AuthorityTech publication intelligence projection is a downstream practitioner projection. It is not source evidence, citation provenance, or sameAs identity for the neutral dataset.