54 cited runs of 15,782 observed answer runs.
Machine Relations IndexCitation rate0.34% Days observed24/125 Engine breadth4 ConfidenceConfidence C
Source domain profile · Editorial publication
Underdefense.com in the Machine Relations Index
underdefense.com appeared as a cited source in 54 of 15,782 monitored answer runs (0.34%) from 2026-05-10 to 2026-09-18.
Days cited and days observed in the current release window.
claude, gemini, google_ai_mode, 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
- #40 of 1222 classified editorial publications
- Full universe
- #189 of 22,179
- Source role population
- #40 of 1,222
- Evidence-qualified source role
- #40 of 98
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 Security & Privacy | Problem-first research | Published | 5 | 106 | 7 | 4.72% | Unavailable | #29 of 272 |
| Cybersecurity | Best tools | Published | 4 | 75 | 7 | 5.33% | Unavailable | #41 of 213 |
| Cybersecurity | How buyers choose | Published | 3 | 131 | 7 | 2.29% | Unavailable | #96 of 325 |
| Cybersecurity | Is it worth it | Published | 1 | 131 | 7 | 0.76% | Unavailable | #216 of 227 |
| Cybersecurity | News-driven citations | Published | 19 | 623 | 54 | 3.05% | Unavailable | #40 of 1,340 |
| Cybersecurity | Problem-first research | Published | 11 | 125 | 7 | 8.80% | Unavailable | #8 of 263 |
| Cybersecurity | Top lists | Published | 8 | 130 | 7 | 6.15% | Unavailable | #36 of 264 |
| Cybersecurity | Comparisons | Published | 2 | 107 | 7 | 1.87% | Unavailable | #100 of 189 |
| Healthcare Services | News-driven citations | Published | 1 | 613 | 53 | 0.16% | Unavailable | #1,193 of 1,264 |
Published segments: 9. Collecting segments: 0.
Release and boundary
How to cite this profile
Underdefense.com (underdefense.com), 0.34% citation rate, 54 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/underdefense.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.