# Guideflow.com in the Machine Relations Index Canonical URL: https://machinerelations.ai/index/domains/guideflow.com Canonical domain: guideflow.com Source role: Vendor-owned source 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. 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. ## Overall Evidence - Citation rate: 1.20% - Cited runs: 189 of 15,782 - Days cited: 67 of 125 - Engine breadth: 6 observed engines (chatgpt, claude, gemini, google_ai_mode, google_ai_overviews, perplexity) - Confidence: Confidence B - Standing: #27 of 22,179 observed domains ## Observed Segments | Category | Question shape | State | Cited runs | Observed runs | Run dates | Rate | Confidence | Standing | |---|---|---|---:|---:|---:|---:|---|---| | [AI Security & Privacy](https://machinerelations.ai/index/categories/ai-security-privacy) | [Is it worth it](https://machinerelations.ai/index/categories/ai-security-privacy/is_x_worth) | published | 1 | 130 | 7 | 0.77% | Unavailable | #218 of 330 | | [AI Security & Privacy](https://machinerelations.ai/index/categories/ai-security-privacy) | [Top lists](https://machinerelations.ai/index/categories/ai-security-privacy/top_list) | published | 9 | 106 | 7 | 8.49% | Unavailable | #22 of 313 | | [Cybersecurity](https://machinerelations.ai/index/categories/cybersecurity) | [Best tools](https://machinerelations.ai/index/categories/cybersecurity/best_x) | published | 10 | 75 | 7 | 13.33% | Unavailable | #12 of 213 | | [Cybersecurity](https://machinerelations.ai/index/categories/cybersecurity) | [How buyers choose](https://machinerelations.ai/index/categories/cybersecurity/how_choose) | published | 1 | 131 | 7 | 0.76% | Unavailable | #215 of 325 | | [Cybersecurity](https://machinerelations.ai/index/categories/cybersecurity) | [Is it worth it](https://machinerelations.ai/index/categories/cybersecurity/is_x_worth) | published | 2 | 131 | 7 | 1.53% | Unavailable | #102 of 227 | | [Cybersecurity](https://machinerelations.ai/index/categories/cybersecurity) | [Top lists](https://machinerelations.ai/index/categories/cybersecurity/top_list) | published | 4 | 130 | 7 | 3.08% | Unavailable | #77 of 264 | | [Emergent Prosumer](https://machinerelations.ai/index/categories/emergent-prosumer) | [How buyers choose](https://machinerelations.ai/index/categories/emergent-prosumer/how_choose) | published | 1 | 100 | 7 | 1.00% | Unavailable | #139 of 192 | | [Enterprise Software](https://machinerelations.ai/index/categories/enterprise-software) | [Best tools](https://machinerelations.ai/index/categories/enterprise-software/best_x) | published | 9 | 101 | 7 | 8.91% | Unavailable | #16 of 167 | | [Enterprise Software](https://machinerelations.ai/index/categories/enterprise-software) | [News-driven citations](https://machinerelations.ai/index/categories/enterprise-software/news_topic) | published | 1 | 596 | 53 | 0.17% | Unavailable | #896 of 1,375 | | [Enterprise Software](https://machinerelations.ai/index/categories/enterprise-software) | [Top lists](https://machinerelations.ai/index/categories/enterprise-software/top_list) | published | 9 | 114 | 7 | 7.89% | Unavailable | #12 of 264 | | [Fintech](https://machinerelations.ai/index/categories/fintech) | [Best tools](https://machinerelations.ai/index/categories/fintech/best_x) | published | 10 | 108 | 7 | 9.26% | Unavailable | #17 of 224 | | [Fintech](https://machinerelations.ai/index/categories/fintech) | [Is it worth it](https://machinerelations.ai/index/categories/fintech/is_x_worth) | published | 2 | 108 | 7 | 1.85% | Unavailable | #74 of 206 | | [Fintech](https://machinerelations.ai/index/categories/fintech) | [Problem-first research](https://machinerelations.ai/index/categories/fintech/problem_first) | published | 3 | 102 | 7 | 2.94% | Unavailable | #40 of 171 | | [Fintech](https://machinerelations.ai/index/categories/fintech) | [Top lists](https://machinerelations.ai/index/categories/fintech/top_list) | published | 15 | 102 | 7 | 14.71% | Unavailable | #5 of 200 | | [Healthcare Services](https://machinerelations.ai/index/categories/healthcare-services) | [Best tools](https://machinerelations.ai/index/categories/healthcare-services/best_x) | collecting | 10 | 101 | 6 | Unavailable | Unavailable | Collecting observations; no mature rank | | [Healthcare Services](https://machinerelations.ai/index/categories/healthcare-services) | [How buyers choose](https://machinerelations.ai/index/categories/healthcare-services/how_choose) | collecting | 2 | 101 | 6 | Unavailable | Unavailable | Collecting observations; no mature rank | | [Healthcare Services](https://machinerelations.ai/index/categories/healthcare-services) | [Is it worth it](https://machinerelations.ai/index/categories/healthcare-services/is_x_worth) | collecting | 1 | 101 | 6 | Unavailable | Unavailable | Collecting observations; no mature rank | | [Healthcare Services](https://machinerelations.ai/index/categories/healthcare-services) | [Top lists](https://machinerelations.ai/index/categories/healthcare-services/top_list) | collecting | 9 | 78 | 6 | Unavailable | Unavailable | Collecting observations; no mature rank | | [HR & Talent](https://machinerelations.ai/index/categories/hr-talent) | [Best tools](https://machinerelations.ai/index/categories/hr-talent/best_x) | collecting | 3 | 72 | 4 | Unavailable | Unavailable | Collecting observations; no mature rank | | [HR & Talent](https://machinerelations.ai/index/categories/hr-talent) | [Is it worth it](https://machinerelations.ai/index/categories/hr-talent/is_x_worth) | collecting | 4 | 66 | 4 | Unavailable | Unavailable | Collecting observations; no mature rank | | [HR & Talent](https://machinerelations.ai/index/categories/hr-talent) | [News-driven citations](https://machinerelations.ai/index/categories/hr-talent/news_topic) | published | 1 | 608 | 53 | 0.16% | Unavailable | #830 of 1,249 | | [Legacy News Topics](https://machinerelations.ai/index/categories/legacy-unmapped) | [News-driven citations](https://machinerelations.ai/index/categories/legacy-unmapped/news_topic) | published | 73 | 2,138 | 54 | 3.41% | Unavailable | #15 of 4,025 | | [Martech & Advertising](https://machinerelations.ai/index/categories/martech-advertising) | [News-driven citations](https://machinerelations.ai/index/categories/martech-advertising/news_topic) | published | 9 | 602 | 53 | 1.50% | Unavailable | #103 of 1,244 | ## Citation 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. ## Public Boundary 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; it does not measure all AI answers, recommendation quality, website traffic, or commercial performance. A citation does not prove source support, and MRI confidence is not an Answer-Source Fidelity grade. ## Related Sources - [Machine Relations Index](https://machinerelations.ai/index) - [Public JSON artifact](https://machinerelations.ai/data/machine-relations-index.json) - [Release manifest](https://machinerelations.ai/data/mri-release-manifest.json) - [AuthorityTech publication intelligence projection](https://authoritytech.io/publications.md) — Practitioner projection derived from the neutral Machine Relations Index. It is not source evidence, citation provenance, or sameAs identity for the neutral dataset.