189 cited runs of 15,782 observed answer runs.
Machine Relations IndexCitation rate1.20% Days observed67/125 Engine breadth6 ConfidenceConfidence B
Source domain profile · Vendor-owned source
Guideflow.com in the Machine Relations Index
guideflow.com appeared as a cited source in 189 of 15,782 monitored answer runs (1.20%) 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
- #27 of 22,179 observed domains
- Full universe
- #27 of 22,179
- Source role population
- #6 of 823
- Evidence-qualified source role
- #6 of 103
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 | Is it worth it | Published | 1 | 130 | 7 | 0.77% | Unavailable | #218 of 330 |
| AI Security & Privacy | Top lists | Published | 9 | 106 | 7 | 8.49% | Unavailable | #22 of 313 |
| Cybersecurity | Best tools | Published | 10 | 75 | 7 | 13.33% | Unavailable | #12 of 213 |
| Cybersecurity | How buyers choose | Published | 1 | 131 | 7 | 0.76% | Unavailable | #215 of 325 |
| Cybersecurity | Is it worth it | Published | 2 | 131 | 7 | 1.53% | Unavailable | #102 of 227 |
| Cybersecurity | Top lists | Published | 4 | 130 | 7 | 3.08% | Unavailable | #77 of 264 |
| Emergent Prosumer | How buyers choose | Published | 1 | 100 | 7 | 1.00% | Unavailable | #139 of 192 |
| Enterprise Software | Best tools | Published | 9 | 101 | 7 | 8.91% | Unavailable | #16 of 167 |
| Enterprise Software | News-driven citations | Published | 1 | 596 | 53 | 0.17% | Unavailable | #896 of 1,375 |
| Enterprise Software | Top lists | Published | 9 | 114 | 7 | 7.89% | Unavailable | #12 of 264 |
| Fintech | Best tools | Published | 10 | 108 | 7 | 9.26% | Unavailable | #17 of 224 |
| Fintech | Is it worth it | Published | 2 | 108 | 7 | 1.85% | Unavailable | #74 of 206 |
| Fintech | Problem-first research | Published | 3 | 102 | 7 | 2.94% | Unavailable | #40 of 171 |
| Fintech | Top lists | Published | 15 | 102 | 7 | 14.71% | Unavailable | #5 of 200 |
| Healthcare Services | Best tools | Collecting observations | 10 | 101 | 6 | Unavailable | Unavailable | No mature rank |
| Healthcare Services | How buyers choose | Collecting observations | 2 | 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 | Top lists | Collecting observations | 9 | 78 | 6 | Unavailable | Unavailable | No mature rank |
| HR & Talent | Best tools | Collecting observations | 3 | 72 | 4 | Unavailable | Unavailable | No mature rank |
| HR & Talent | Is it worth it | Collecting observations | 4 | 66 | 4 | Unavailable | Unavailable | No mature rank |
| HR & Talent | News-driven citations | Published | 1 | 608 | 53 | 0.16% | Unavailable | #830 of 1,249 |
| Legacy News Topics | News-driven citations | Published | 73 | 2,138 | 54 | 3.41% | Unavailable | #15 of 4,025 |
| Martech & Advertising | News-driven citations | Published | 9 | 602 | 53 | 1.50% | Unavailable | #103 of 1,244 |
Published segments: 17. Collecting segments: 6.
Release and boundary
How to cite this profile
Guideflow.com (guideflow.com), 1.20% citation rate, 189 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/guideflow.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.