25 cited runs of 15,782 observed answer runs.
Source domain profile · Other observed source
Vanguard.com in the Machine Relations Index
vanguard.com appeared as a cited source in 25 of 15,782 monitored answer runs (0.16%) 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
- collecting · 0.16% across 25/15,782 observed runs
- Full universe
- Producer rank unavailable
- Source role population
- Producer rank unavailable
- Evidence-qualified source role
- Producer rank unavailable
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 |
|---|---|---|---|---|---|---|---|---|
| Consumer Finance | Best tools | Published | 1 | 132 | 7 | 0.76% | Unavailable | #230 of 236 |
| Consumer Finance | Is it worth it | Published | 6 | 132 | 7 | 4.55% | Unavailable | #39 of 262 |
| Consumer Finance | Problem-first research | Published | 1 | 132 | 7 | 0.76% | Unavailable | #214 of 226 |
| Consumer Finance | Top lists | Published | 8 | 132 | 7 | 6.06% | Unavailable | #37 of 233 |
| Consumer Finance | Comparisons | Published | 9 | 138 | 7 | 6.52% | Unavailable | #22 of 170 |
Published segments: 5. Collecting segments: 0.
Release and boundary
How to cite this profile
Vanguard.com (vanguard.com), 0.16% citation rate, 25 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/vanguard.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.