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                        "body": "Data Revolution Podcast Skip to content Data Revolution PodcastNews from the frontiers of data and AI Home About Disclosures Rules of engagement Privacy Info for guests Search for... Data Revolution PodcastNews from the frontiers of data and AI Navigation Menu Search for... Navigation Menu Home About Disclosures Rules of engagement Privacy Info for guests Reinventing Higher Education in the Age of AIby Kate CarruthersFebruary 1, 2026February 1, 2026In this episode, Jason La Greca and Kate Carruthers explore how AI is transforming universities, research, and learning methodologies. Kate and Jason discuss about the evolving landscape of higher education in the context of AI… Microsoft’s AI Evolution: From Office Tools to AI Copilotsby Kate CarruthersJanuary 19, 2026February 1, 2026In this episode of the Data Revolution podcast, Kate Carruthers outlines how Microsoft has evolved from a traditional enterprise and consumer software company into a major player in AI and AI infrastructure. She looks at… From DeepMind to Transformers: Google’s AI Impactby Kate CarruthersJanuary 7, 2026January 2, 2026In this episode of the Data Revolution podcast, host Kate Carruthers gives an overview of the transformative journey of AI, focusing on Google’s pivotal role. From the open-source release of TensorFlow to the groundbreaking AlphaGo,… Unlocking the potential of AI with Leonie Valentineby Kate CarruthersDecember 26, 2025December 28, 2025Join Kate Carruthers on the Data Revolution podcast as she discusses the transformative power of AI in business with the amazing Leonie Valentine. Discover how understanding real-world problems is key to leveraging AI effectively, and explore the ethical… AI and Capability Uplift: Navigating the Future of Workby Kate CarruthersNovember 14, 2025December 28, 2025Join ‪Kate Carruthers on the Data Revolution podcast as we welcome back Gladwin Mendez for an insightful discussion on the future of AI and data capability uplift. Explore the ethical implications of AI in the… AI Governance: Navigating the New Frontierby Kate CarruthersOctober 27, 2025December 28, 2025In this episode of the Data Revolution podcast, host Kate Carruthers chats with James Kavanagh, an expert in AI governance. They discuss the challenges and opportunities in building AI systems that are safe, secure, and… What’s new in AI in 2025 (so far)by Kate CarruthersOctober 12, 2025December 29, 2025In the latest episode of the Data Revolution podcast, host Kate Carruthers dives into the transformative landscape of AI as we approach the end of 2025. With a focus on the pivotal changes and some… Navigating the Future of AI and Quantum Computingby Kate CarruthersMay 22, 2025December 28, 2025In this episode of the Data Revolution podcast, host Kate Carruthers interviews Gerard Solden, who shares his journey from banking to AI infrastructure. They discuss the reality of AI technology, the importance of accuracy and… Jonathan Mast: Getting started with Generative AIby Kate CarruthersMarch 27, 2025December 28, 2025In this conversation on the Data Revolution Podcast, Jonathan Mast (https://whitebeardstrategies.com/) discusses the transformative role of AI in various aspects of life and business. He emphasizes that AI amplifies human skills and experience, making it… Navigating Cybersecurity for Small Businessby Kate CarruthersMarch 17, 2025December 29, 2025In this episode of the Data Revolution podcast, I speak with Jodie Miners about the importance of cybersecurity for small businesses, focusing on the SMB 1001:2025 standard. We discuss the challenges small busine…",
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                        "country_code": "AU",
                        "country": "Australia",
                        "region": "",
                        "city": "",
                        "flags": [],
                        "highlights": [
                            "IPinfo resolved the primary IP to AU on AS216180."
                        ],
                        "citations": [
                            {
                                "title": "IPinfo IP enrichment",
                                "url": "https://ipinfo.io/developers",
                                "host": "ipinfo.io",
                                "snippet": "Primary IP 198.38.93.189 geolocates to AU.",
                                "source_type": "ip_enrichment"
                            }
                        ]
                    },
                    "censys": {
                        "status": "disabled"
                    },
                    "sslmate": {
                        "status": "error",
                        "error": "HTTP 429: {\"code\":\"rate_limited\",\"message\":\"You have exceeded the domain search rate limit for the SSLMate CT Search API. Please try again later, or upgrade your Cert Spotter plan by visiting .\"}"
                    }
                },
                "facts": [],
                "citations": [
                    {
                        "title": "IPinfo IP enrichment",
                        "url": "https://ipinfo.io/developers",
                        "host": "ipinfo.io",
                        "snippet": "Primary IP 198.38.93.189 geolocates to AU.",
                        "source_type": "ip_enrichment"
                    }
                ],
                "highlights": [
                    "IPinfo resolved the primary IP to AU on AS216180."
                ],
                "resolved_ips": [
                    "198.38.93.189"
                ],
                "primary_ip": "198.38.93.189",
                "quality": {
                    "provider_diversity_score": 25,
                    "provider_confidence_score": 54,
                    "provider_fact_count": 0
                }
            },
            "evidence": {
                "scores": {
                    "legit": 0,
                    "safe": 0,
                    "trusted": 0,
                    "caution": 0,
                    "scam": 0,
                    "dangerous": 0,
                    "spam": 0,
                    "nsfw": 0
                },
                "counts": {
                    "official_presence": 0,
                    "business_profiles": 0,
                    "positive_reviews": 0,
                    "negative_reviews": 0,
                    "scam_reports": 0,
                    "dangerous_reports": 0,
                    "spam_reports": 0,
                    "adult_reports": 0
                },
                "tag_support": [],
                "top_supporting_facts": [],
                "top_positive_facts": []
            },
            "quality": {
                "source_diversity_score": 0,
                "entity_coverage_score": 98,
                "freshness_score": 18,
                "confidence": 23,
                "documents_fetched": 1,
                "external_documents_fetched": 0,
                "fact_count": 0,
                "avg_source_trust": 55,
                "avg_entity_score": 98,
                "fetch_success_rate": 100,
                "exact_match_score": 0,
                "query_coverage_score": 20,
                "host_coverage_score": 20,
                "source_type_coverage_score": 25,
                "qualified_evidence_score": 0,
                "exact_match_documents": 0,
                "blocked_candidates": 0,
                "used_direct_fallback": true,
                "external_results_found": 0,
                "provider_diversity_score": 25,
                "provider_confidence_score": 54,
                "provider_fact_count": 0
            },
            "decision": {
                "state": "insufficient",
                "uncertainty": true,
                "candidate_support": 0,
                "candidate_contradiction": 0,
                "supports": {
                    "dangerous": false,
                    "scam": false,
                    "spam": false,
                    "nsfw": false,
                    "trusted": false
                },
                "evidence_quality": "low",
                "state_label": "Inconclusive",
                "state_reason": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
            },
            "signals": {
                "scores": {
                    "legit": 0,
                    "safe": 0,
                    "trusted": 0,
                    "caution": 0,
                    "scam": 0,
                    "dangerous": 0,
                    "spam": 0,
                    "nsfw": 0
                },
                "counts": {
                    "official_presence": 0,
                    "business_profiles": 0,
                    "positive_reviews": 0,
                    "negative_reviews": 0,
                    "scam_reports": 0,
                    "dangerous_reports": 0,
                    "spam_reports": 0,
                    "adult_reports": 0
                },
                "candidate_support": 0,
                "candidate_contradiction": 0,
                "highlights": [
                    "IPinfo resolved the primary IP to AU on AS216180.",
                    "External evidence remained inconclusive because diversity, exact matching, or confidence was still too weak."
                ]
            },
            "citations": [
                {
                    "title": "IPinfo IP enrichment",
                    "url": "https://ipinfo.io/developers",
                    "host": "ipinfo.io",
                    "snippet": "Primary IP 198.38.93.189 geolocates to AU.",
                    "source_type": "ip_enrichment"
                }
            ],
            "urlscan": {
                "domain": "datarevolution.tech",
                "status": "error",
                "submitted_at": "2026-03-19T16:48:58+00:00",
                "completed_at": null,
                "last_checked_at": "2026-03-19T16:48:58+00:00",
                "last_error": "Rate limit for 'public' exceeded. Limit is 5000 per day. Reset in 25860 seconds.",
                "submitted_url": "https://datarevolution.tech/",
                "uuid": "",
                "result_url": "",
                "api_result_url": "",
                "visibility": "public",
                "summary": "urlscan.io scan submission failed.",
                "report": [],
                "report_summary": [],
                "is_fresh": false,
                "can_retry": false,
                "poll_after_seconds": 20
            },
            "eligibility": {
                "budget_ms": 4200,
                "search_budget_ms": 1600,
                "review_budget_ms": 2600,
                "query_cap": 2,
                "provider_cap": 1,
                "result_cap": 6,
                "review_document_cap": 4,
                "search_connect_timeout": 2,
                "search_timeout": 3,
                "review_connect_timeout": 2,
                "review_timeout": 3,
                "allowed": true,
                "mode": "normal",
                "decision_code": "run_normal",
                "reason": "interactive-refresh",
                "summary": "Running a standard intelligence pass because the current signals need third-party corroboration. The TLD is uncommon, so Website-Rank starts with a smaller budget.",
                "cooldown": {
                    "active": false,
                    "empty_attempts": 0,
                    "next_allowed_at": "",
                    "reason": "",
                    "provider_retry_at": ""
                },
                "suffix": {
                    "tld": "tech",
                    "registered_suffix": "tech",
                    "class": "unknown",
                    "reserved": false
                },
                "signals": {
                    "trust_score": 0,
                    "quality_score": 0,
                    "safety_score": 0,
                    "fraud_score": 0,
                    "spam_score": 0,
                    "nsfw_score": 0,
                    "score_confidence": 0,
                    "risk_label": "unknown",
                    "crawl_blocked": false,
                    "last_http_status": 200,
                    "content_word_count": 2152,
                    "internal_links_count": 20,
                    "site_name": "Data Revolution Podcast",
                    "title": "Data Revolution Podcast",
                    "is_tracked": false
                }
            },
            "cooldown": {
                "empty_attempts": 1,
                "next_allowed_at": "2026-03-26T16:49:00+00:00",
                "reason": "Recent intelligence runs produced no qualified third-party evidence, so retries are cooled down to save budget.",
                "provider_retry_at": "",
                "last_reason": "interactive-refresh"
            },
            "debug": {
                "top_supporting_facts": [],
                "top_positive_facts": [],
                "ignored_candidates": [],
                "budget_ms": 4200,
                "search_budget_ms": 1600,
                "review_budget_ms": 2600,
                "search_mode": "interactive-refresh",
                "query_cap": 2,
                "provider_cap": 1,
                "result_cap": 6,
                "review_document_cap": 4,
                "reason": "interactive-refresh",
                "priority": 75,
                "eligibility_decision": "run_normal",
                "provider_statuses": {
                    "safebrowsing": "disabled",
                    "abuseipdb": "quota_exhausted",
                    "ipinfo": "ok",
                    "censys": "disabled",
                    "sslmate": "error"
                }
            },
            "last_good": {
                "checked_at": "2026-03-19T16:49:00+00:00",
                "summary": "External checks ran, but the verified result set was still too sparse to harden the verdict.",
                "decision": {
                    "state": "insufficient",
                    "uncertainty": true,
                    "candidate_support": 0,
                    "candidate_contradiction": 0,
                    "supports": {
                        "dangerous": false,
                        "scam": false,
                        "spam": false,
                        "nsfw": false,
                        "trusted": false
                    },
                    "evidence_quality": "low",
                    "state_label": "Inconclusive",
                    "state_reason": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
                },
                "signals": {
                    "scores": {
                        "legit": 0,
                        "safe": 0,
                        "trusted": 0,
                        "caution": 0,
                        "scam": 0,
                        "dangerous": 0,
                        "spam": 0,
                        "nsfw": 0
                    },
                    "counts": {
                        "official_presence": 0,
                        "business_profiles": 0,
                        "positive_reviews": 0,
                        "negative_reviews": 0,
                        "scam_reports": 0,
                        "dangerous_reports": 0,
                        "spam_reports": 0,
                        "adult_reports": 0
                    },
                    "candidate_support": 0,
                    "candidate_contradiction": 0,
                    "highlights": [
                        "IPinfo resolved the primary IP to AU on AS216180.",
                        "External evidence remained inconclusive because diversity, exact matching, or confidence was still too weak."
                    ]
                },
                "citations": [
                    {
                        "title": "IPinfo IP enrichment",
                        "url": "https://ipinfo.io/developers",
                        "host": "ipinfo.io",
                        "snippet": "Primary IP 198.38.93.189 geolocates to AU.",
                        "source_type": "ip_enrichment"
                    }
                ]
            }
        },
        "external_decision": {
            "state": "insufficient",
            "uncertainty": true,
            "candidate_support": 0,
            "candidate_contradiction": 0,
            "supports": {
                "dangerous": false,
                "scam": false,
                "spam": false,
                "nsfw": false,
                "trusted": false
            },
            "evidence_quality": "low",
            "state_label": "Inconclusive",
            "state_reason": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
        },
        "signal_scores": [
            {
                "label": "Strongest tag heuristic",
                "value": "T · 77%",
                "tone": "good",
                "detail": "The highest raw tag match from the heuristic engine before visibility thresholds and manual overrides."
            },
            {
                "label": "Trust score",
                "value": "60/100",
                "tone": "caution",
                "detail": "Confidence derived from authority, crawl quality, stability, and risk signals."
            },
            {
                "label": "Authority score",
                "value": "43/100",
                "tone": "caution",
                "detail": "A higher authority score usually means broader reputation and backlink confidence."
            },
            {
                "label": "Spam risk",
                "value": "2/100",
                "tone": "good",
                "detail": "Lower is better. This blends spam indicators with false-positive protections for legitimate sites."
            },
            {
                "label": "Quality score",
                "value": "81/100",
                "tone": "good",
                "detail": "Based on crawl quality, content completeness, and technical evidence."
            },
            {
                "label": "Safety score",
                "value": "100/100",
                "tone": "good",
                "detail": "Higher is safer. Direct fraud signals can heavily cap this even when SEO signals look strong."
            },
            {
                "label": "Fraud score",
                "value": "0/100",
                "tone": "good",
                "detail": "Lower is better. This reflects phishing, drainer, fake-support, fake-shop, and malware signals."
            },
            {
                "label": "Infrastructure risk",
                "value": "0/100",
                "tone": "good",
                "detail": "Lower is better. This reflects the IP, registrar, and nameserver neighbourhood seen by the crawler."
            },
            {
                "label": "Evidence confidence",
                "value": "56/100",
                "tone": "caution",
                "detail": "Higher means the crawler had enough pages and registry evidence to make a stronger call."
            },
            {
                "label": "External evidence",
                "value": "Low",
                "tone": "unknown",
                "detail": "Quality of the structured search and review evidence cluster."
            },
            {
                "label": "External decision",
                "value": "Inconclusive",
                "tone": "unknown",
                "detail": "How third-party evidence compares with the current candidate tag."
            },
            {
                "label": "NSFW score",
                "value": "0/100",
                "tone": "good",
                "detail": "Context-aware adult-content detection with medical / educational false-positive reduction."
            },
            {
                "label": "Registry stability",
                "value": "100/100",
                "tone": "good",
                "detail": "Based on age, expiry runway, and the amount of ownership / registrar churn."
            }
        ],
        "signal_sections": [
            {
                "title": "Registry & ownership",
                "items": [
                    {
                        "label": "Domain age",
                        "value": "—",
                        "tone": "unknown",
                        "detail": "Older domains generally carry more historical trust than very new ones."
                    },
                    {
                        "label": "Stability score",
                        "value": "100/100",
                        "tone": "good",
                        "detail": "Penalised by registrar, ownership, and nameserver churn."
                    },
                    {
                        "label": "Days to expiry",
                        "value": "—",
                        "tone": "unknown",
                        "detail": "Very short renewal windows can be a weak trust signal."
                    },
                    {
                        "label": "Registrar / ownership changes",
                        "value": "0 / 0",
                        "tone": "good",
                        "detail": "Frequent ownership churn can weaken trust."
                    },
                    {
                        "label": "Nameserver changes",
                        "value": "0",
                        "tone": "good",
                        "detail": "Repeated infrastructure changes can indicate instability."
                    },
                    {
                        "label": "DNSSEC / privacy",
                        "value": "DNSSEC off · privacy off",
                        "tone": "caution",
                        "detail": "DNSSEC strengthens DNS trust; privacy is neutral on its own."
                    }
                ]
            },
            {
                "title": "Reputation & search evidence",
                "items": [
                    {
                        "label": "Backlinks",
                        "value": "3",
                        "tone": "unknown",
                        "detail": "Broader backlink evidence usually improves confidence."
                    },
                    {
                        "label": "Referring domains",
                        "value": "3",
                        "tone": "unknown",
                        "detail": "Unique linking domains are more useful than raw link volume."
                    },
                    {
                        "label": "Organic keywords",
                        "value": "76",
                        "tone": "caution",
                        "detail": "Search footprint helps distinguish real sites from thin shells."
                    },
                    {
                        "label": "Indexed pages",
                        "value": "32",
                        "tone": "caution",
                        "detail": "Larger index coverage usually means more evidence to classify from."
                    },
                    {
                        "label": "Brand strength",
                        "value": "92/100",
                        "tone": "good",
                        "detail": "Stronger brand signals reduce false positives for legitimate sites."
                    },
                    {
                        "label": "Risk label",
                        "value": "GOOD",
                        "tone": "unknown",
                        "detail": "This is the raw crawl / heuristic risk label feeding the tag model."
                    }
                ]
            },
            {
                "title": "Crawl, content & technicals",
                "items": [
                    {
                        "label": "HTTP status",
                        "value": "200",
                        "tone": "good",
                        "detail": "Healthy responses make classification more reliable."
                    },
                    {
                        "label": "HTTPS / speed",
                        "value": "HTTPS OK · 2,038 ms",
                        "tone": "good",
                        "detail": "Slow or broken technical signals weaken confidence."
                    },
                    {
                        "label": "Content words",
                        "value": "2,152",
                        "tone": "good",
                        "detail": "Thin pages are harder to trust and easier to manipulate."
                    },
                    {
                        "label": "Schema / structure",
                        "value": "2 schema · meta · H1",
                        "tone": "good",
                        "detail": "Structured markup and basic on-page hygiene improve quality confidence."
                    },
                    {
                        "label": "Links on page",
                        "value": "20 internal · 0 external",
                        "tone": "good",
                        "detail": "Link patterns help detect thin directories and promo pages."
                    },
                    {
                        "label": "Page speed / mobile",
                        "value": "44/100 · 81/100",
                        "tone": "caution",
                        "detail": "Better technical quality generally reduces low-effort site patterns."
                    },
                    {
                        "label": "Crawl access",
                        "value": "Open",
                        "tone": "good",
                        "detail": "The crawler reached the site without an anti-bot challenge."
                    }
                ]
            },
            {
                "title": "External evidence & explainability",
                "items": [
                    {
                        "label": "Decision state",
                        "value": "Inconclusive",
                        "tone": "unknown",
                        "detail": "Public search did not yield usable third-party matches, so the system fell back to first-party inspection only."
                    },
                    {
                        "label": "Evidence quality",
                        "value": "Low",
                        "tone": "unknown",
                        "detail": "Blends source trust, domain matching, evidence diversity, and freshness."
                    },
                    {
                        "label": "Support vs contradiction",
                        "value": "0 / 0",
                        "tone": "unknown",
                        "detail": "Compares how much structured external evidence supports the candidate tag against evidence that contradicts it."
                    },
                    {
                        "label": "Qualified risk sources",
                        "value": "No",
                        "tone": "good",
                        "detail": "Risk tags only promote from external evidence when source diversity or source trust thresholds are met."
                    },
                    {
                        "label": "Uncertainty buffer",
                        "value": "Active",
                        "tone": "caution",
                        "detail": "Prevents thin or mixed external evidence from forcing a stronger tag than the evidence can justify."
                    }
                ]
            }
        ],
        "positives": [
            "Low registrar / ownership churn with solid registry stability.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected."
        ],
        "risks": [
            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting."
        ]
    },
    "traffic_confidence": 40,
    "whois": {
        "current": {
            "id": 38421,
            "domain": "datarevolution.tech",
            "source_type": "whois_text",
            "rdap_url": "",
            "registrar_name": "",
            "registrar_handle": "",
            "registrant_name": "",
            "registrant_org": "",
            "registrant_country": "",
            "registrant_email": "",
            "abuse_email": "",
            "created_date": null,
            "updated_date": null,
            "expires_date": null,
            "nameservers_json": "[]",
            "status_json": "[]",
            "dnssec": "unknown",
            "privacy_protected": 0,
            "content_hash": "f7e17c57c5fdd24df1793ece6bff99716369356b90b29c4725ac3ba12a76b72c",
            "history_count": 1,
            "last_checked_at": "2026-03-19 16:48:55",
            "last_changed_at": "2026-03-19 16:48:55",
            "created_at": "2026-03-19 16:48:55",
            "updated_at": "2026-03-19 16:48:55"
        },
        "history": [
            {
                "id": 39270,
                "domain": "datarevolution.tech",
                "source_type": "whois_text",
                "registrar_name": "",
                "registrar_handle": "",
                "registrant_name": "",
                "registrant_org": "",
                "registrant_country": "",
                "registrant_email": "",
                "abuse_email": "",
                "created_date": null,
                "updated_date": null,
                "expires_date": null,
                "nameservers_json": "[]",
                "status_json": "[]",
                "dnssec": "unknown",
                "privacy_protected": 0,
                "content_hash": "f7e17c57c5fdd24df1793ece6bff99716369356b90b29c4725ac3ba12a76b72c",
                "checked_at": "2026-03-19 16:48:55",
                "change_summary": "Initial WHOIS snapshot captured.",
                "created_at": "2026-03-19 16:48:55"
            }
        ],
        "signals": {
            "age_years": 0,
            "days_to_expiry": null,
            "days_since_last_registry_update": null,
            "stability_score": 100,
            "registrar_changes": 0,
            "ownership_changes": 0,
            "nameserver_changes": 0,
            "status_changes": 0,
            "history_entries": 1,
            "privacy_protected": false,
            "dnssec_enabled": false,
            "has_registrant_country": false,
            "registrant_country": "",
            "nameserver_count": 0,
            "status_count": 0
        }
    },
    "discovered_domain": {
        "id": 756174,
        "domain": "datarevolution.tech",
        "first_seen_at": "2026-03-19 06:11:14",
        "last_crawled_at": "2026-03-19 21:24:56",
        "last_title": "Data Revolution Podcast",
        "last_http_status": 200,
        "discovered_from_domain": "brandonrohrer.com",
        "depth": 1,
        "backlinks_count": 3,
        "rating_cache": 61,
        "spam_score": 24,
        "risk_label": "good",
        "category_name": "Entertainment: Music & Audio",
        "primary_country_code": "",
        "internal_links_count": 20,
        "external_links_count": 0,
        "social_profiles_count": 0,
        "content_word_count": 2152,
        "title_quality_score": 93,
        "has_meta_description": 1,
        "has_h1": 1,
        "language_code": "en-AU",
        "response_time_ms": 2038,
        "robots_status": 0,
        "sitemap_status": 0,
        "sitemap_total_urls": 0,
        "quality_score": 81,
        "site_name": "Data Revolution Podcast",
        "canonical_domain": "datarevolution.tech",
        "favicon_present": 1,
        "schema_org_count": 2,
        "noindex_detected": 0,
        "feed_links_count": 2,
        "https_working": 1,
        "estimated_authority_score": 35,
        "trust_score": 81,
        "nsfw_score": 0,
        "overall_rank_estimate": 14364,
        "primary_tag": "T",
        "tag_codes": "T,Uncertain",
        "manual_verified_status": "",
        "manual_tag_codes": "",
        "manual_rating_delta": 0,
        "manual_authority_delta": 0,
        "manual_trust_delta": 0,
        "manual_note": null,
        "manual_adjusted_by": null,
        "manual_adjusted_at": null,
        "manual_lock_scores": 0,
        "manual_lock_flags": 0,
        "crawl_blocked": 0,
        "crawl_blocked_by": "",
        "crawl_blocked_reason": null,
        "safety_score": 100,
        "fraud_score": 0,
        "legitimacy_score": 47,
        "infrastructure_risk_score": 0,
        "score_confidence": 56,
        "tag_confidence": 40,
        "category_confidence": 22,
        "deep_crawl_pages": 0,
        "resolved_ip": "198.38.93.189",
        "category_candidates_json": "[{\"category\":\"Entertainment: Music & Audio\",\"score\":22},{\"category\":\"Business: Corporate & Professional Services\",\"score\":22}]",
        "page_signals_json": "[]",
        "score_reasons_json": "[]",
        "route_domain": "datarevolution.tech",
        "display_domain": "datarevolution.tech"
    },
    "explainability": {
        "summary": "datarevolution.tech currently scores 64/100. The score is being shaped by a mixed signal profile rather than one dominant factor. Evidence confidence is moderate, so the score should settle further after more crawl depth or registry checks. This is an estimated profile rather than a manually tracked one. Crawler access looks clean.",
        "badges": [
            {
                "label": "Profile",
                "value": "Estimated profile",
                "tone": "unknown",
                "detail": null
            },
            {
                "label": "Evidence confidence",
                "value": "Moderate confidence",
                "tone": "caution",
                "detail": "57/100"
            },
            {
                "label": "Traffic confidence",
                "value": "Moderate confidence",
                "tone": "caution",
                "detail": "40/100"
            },
            {
                "label": "Crawler access",
                "value": "Clean visibility",
                "tone": "good",
                "detail": null
            }
        ],
        "weighted_contributions": [
            {
                "label": "Quality system",
                "points": "+19.0",
                "tone": "caution",
                "detail": "Technical quality, crawl depth, page structure, and implementation hygiene. Current subsystem score: 56/100."
            },
            {
                "label": "Reputation system",
                "points": "+14.6",
                "tone": "caution",
                "detail": "Authority, search visibility, reach, engagement, and registry stability. Current subsystem score: 43/100."
            },
            {
                "label": "Safety system",
                "points": "+32.0",
                "tone": "good",
                "detail": "Fraud, spam, and trust signals from infrastructure, crawl, and registry evidence. Current subsystem score: 100/100."
            },
            {
                "label": "Risk clamp",
                "points": "-2.0",
                "tone": "risk",
                "detail": "Safety thresholds capped the final score until the risk profile improves."
            }
        ],
        "evidence_cards": [
            {
                "label": "Authority and trust",
                "value": "43/100 · trust 59/100",
                "tone": "caution",
                "detail": "125 monthly visitors, 76 organic keywords, brand completeness 92/100, engagement 88/100."
            },
            {
                "label": "Backlink and search evidence",
                "value": "3 referring domains",
                "tone": "good",
                "detail": "3 backlinks across 3 referring domains. Diversity 94/100; spam penalty 0."
            },
            {
                "label": "Registry and domain stability",
                "value": "0.0 years old",
                "tone": "good",
                "detail": "Stability 100/100 · age 0.0 years."
            },
            {
                "label": "Safety and fraud posture",
                "value": "Safety 100/100 · fraud 0/100",
                "tone": "good",
                "detail": "Primary tag T · safety 100/100 · fraud 0/100."
            }
        ],
        "positives": [
            "Low registrar / ownership churn with solid registry stability.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected.",
            "Registry history looks stable, which supports legitimacy and trust.",
            "HTTPS is working, so the site clears a basic transport-security check.",
            "Backlink diversity looks broad enough to strengthen authority confidence."
        ],
        "risks": [
            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting.",
            "Traffic and reach estimates are still low confidence, so commercial scale signals may move after more evidence is collected."
        ],
        "freshness": [
            {
                "label": "Crawl evidence",
                "value": "2026-03-19 21:24:56",
                "tone": "risk",
                "detail": "Crawl and page content sample. Age: 24d ago."
            },
            {
                "label": "WHOIS snapshot",
                "value": "2026-03-19 16:48:55",
                "tone": "risk",
                "detail": "Registry profile and stability signals. Age: 24d ago."
            },
            {
                "label": "Keyword view",
                "value": "2026-04-13 16:19:45",
                "tone": "good",
                "detail": "Estimated visibility until tracked keyword snapshots exist. Age: 0s ago."
            },
            {
                "label": "Rank history",
                "value": "2026-04-13 16:19:45",
                "tone": "good",
                "detail": "Estimated trend derived from current profile and crawl signals. Age: 0s ago."
            },
            {
                "label": "Audience geography",
                "value": "Not captured yet",
                "tone": "unknown",
                "detail": "Audience mix is estimated from available signals rather than first-party audience logs."
            }
        ],
        "section_notes": {
            "audience": "Audience geography is estimated from category, country, traffic mix, and brand signals until first-party audience data is collected.",
            "keywords": "Top keywords are estimated from crawl language, brand, category, and visibility signals until tracked keyword snapshots are stored.",
            "history": "Rank history is estimated from the current profile because no stored history exists for this domain yet."
        },
        "base_weighted_score": 66,
        "fraud_clamp_penalty": 2,
        "final_score": 64
    },
    "insight_snapshot": {
        "version": 1,
        "generated_at": "2026-04-13T16:19:45+00:00",
        "domain": "datarevolution.tech",
        "display_name": "Data Revolution Podcast",
        "is_tracked": false,
        "is_estimated": true,
        "overall_score": 64,
        "authority_score": 43,
        "trust_score": 59,
        "safety_score": 100,
        "fraud_score": 0,
        "confidence_score": 57,
        "traffic_confidence": 40,
        "last_crawled_at": "2026-03-19 21:24:56",
        "crawl_blocked": false,
        "summary": "datarevolution.tech currently scores 64/100. The score is being shaped by a mixed signal profile rather than one dominant factor. Evidence confidence is moderate, so the score should settle further after more crawl depth or registry checks. This is an estimated profile rather than a manually tracked one. Crawler access looks clean.",
        "badges": [
            {
                "label": "Profile",
                "value": "Estimated profile",
                "tone": "unknown",
                "detail": null
            },
            {
                "label": "Evidence confidence",
                "value": "Moderate confidence",
                "tone": "caution",
                "detail": "57/100"
            },
            {
                "label": "Traffic confidence",
                "value": "Moderate confidence",
                "tone": "caution",
                "detail": "40/100"
            },
            {
                "label": "Crawler access",
                "value": "Clean visibility",
                "tone": "good",
                "detail": null
            }
        ],
        "top_positive_signals": [
            "Low registrar / ownership churn with solid registry stability.",
            "Healthy crawl quality and on-page completeness.",
            "Structured data / schema markup detected.",
            "Registry history looks stable, which supports legitimacy and trust.",
            "HTTPS is working, so the site clears a basic transport-security check."
        ],
        "top_risk_signals": [
            "External evidence was mixed or sparse, so the tag model keeps an uncertainty buffer instead of overcommitting.",
            "Traffic and reach estimates are still low confidence, so commercial scale signals may move after more evidence is collected."
        ],
        "freshness": [
            {
                "label": "Crawl evidence",
                "value": "2026-03-19 21:24:56",
                "tone": "risk",
                "detail": "Crawl and page content sample. Age: 24d ago."
            },
            {
                "label": "WHOIS snapshot",
                "value": "2026-03-19 16:48:55",
                "tone": "risk",
                "detail": "Registry profile and stability signals. Age: 24d ago."
            },
            {
                "label": "Keyword view",
                "value": "2026-04-13 16:19:45",
                "tone": "good",
                "detail": "Estimated visibility until tracked keyword snapshots exist. Age: 0s ago."
            },
            {
                "label": "Rank history",
                "value": "2026-04-13 16:19:45",
                "tone": "good",
                "detail": "Estimated trend derived from current profile and crawl signals. Age: 0s ago."
            },
            {
                "label": "Audience geography",
                "value": "Not captured yet",
                "tone": "unknown",
                "detail": "Audience mix is estimated from available signals rather than first-party audience logs."
            }
        ],
        "top_tags": [
            {
                "code": "T",
                "label": "Trusted",
                "tone": "good"
            },
            {
                "code": "Uncertain",
                "label": "Uncertain",
                "tone": "unknown"
            }
        ]
    },
    "is_tracked": false,
    "is_estimated": true,
    "live_state": {
        "status": "processing",
        "status_label": "Cache build running",
        "message": "The refreshed page cache is still being built for this domain.",
        "updated_at": "2026-04-13T19:31:25+00:00"
    },
    "refresh_state": {
        "canRequest": false,
        "queued": true,
        "processing": true,
        "stageKey": "cache-queued",
        "stageLabel": "Cache build running",
        "cooldownUntil": null,
        "message": "The refreshed page cache is still being built for this domain.",
        "action": "/domain/datarevolution.tech/refresh",
        "isGuestCooldown": false,
        "cooldownSeconds": 0
    },
    "urlscan_report": {
        "domain": "datarevolution.tech",
        "status": "error",
        "submitted_at": "2026-03-19T16:48:58+00:00",
        "completed_at": null,
        "last_checked_at": "2026-03-19T16:48:58+00:00",
        "last_error": "Rate limit for 'public' exceeded. Limit is 5000 per day. Reset in 25860 seconds.",
        "submitted_url": "https://datarevolution.tech/",
        "uuid": "",
        "result_url": "",
        "api_result_url": "",
        "visibility": "public",
        "summary": "urlscan.io scan submission failed.",
        "report": [],
        "report_summary": [],
        "is_fresh": false,
        "can_retry": true,
        "poll_after_seconds": 20
    }
}