LLM Report Payload

{
  "meta": {
    "week_start": "2026-03-09",
    "week_end": "2026-03-15",
    "market": "PL",
    "min_quality": 0.0,
    "include_related": true,
    "include_macro": true
  },
  "structured_context": {
    "bundle_mode": "LOW_LOCAL_SIGNAL",
    "warnings": [
      "Low local signal: fewer than 4 direct market events available for this week."
    ],
    "coverage": {
      "direct_events_count": 1,
      "related_airline_events_count": 0,
      "macro_context_events_count": 2,
      "direct_strong_evidence_count": 0,
      "related_strong_evidence_count": 0,
      "macro_strong_evidence_count": 2,
      "direct_ratio": 0.333,
      "macro_ratio": 0.667,
      "bundle_mode": "LOW_LOCAL_SIGNAL"
    },
    "signals": {
      "disruption_signal": true,
      "capacity_signal": true,
      "pricing_signal": false,
      "network_expansion_signal": true,
      "weather_signal": false,
      "geopolitics_signal": true,
      "tourist_demand_signal": false,
      "promotions_signal": false,
      "macro_pressure_signal": true
    },
    "active_llm_categories": [
      "aviation_news",
      "geopolitics",
      "capacity_network_changes"
    ],
    "macro_context_strength": "low",
    "macro_categories_active": [
      "capacity_network_changes",
      "geopolitics"
    ],
    "macro_findings": [
      "Geopolitical disruption was active this week.",
      "Macro aviation pressure was active this week."
    ],
    "macro_caveats": []
  },
  "event_clusters": [
    {
      "cluster_id": "68981147de83",
      "llm_category": "aviation_news",
      "market_relation": "direct",
      "articles_count": 1,
      "sources_count": 1,
      "cluster_strength": "weak",
      "impact_level": "low",
      "representative_title": "Rejsy do Dubaju, Tel Awiwu i Rijadu zawieszone. LOT przedłuża decyzję",
      "representative_source": "Business Insider - Linie Lotnicze",
      "top_sources": [
        [
          "Business Insider - Linie Lotnicze",
          1
        ]
      ],
      "priority_score": 4.2
    },
    {
      "cluster_id": "805c11969815",
      "llm_category": "geopolitics",
      "market_relation": "macro",
      "articles_count": 1,
      "sources_count": 1,
      "cluster_strength": "weak",
      "impact_level": "high",
      "representative_title": "Air NZ to cut 1,100 flights amid soaring fuel prices, Middle East conflict",
      "representative_source": "AeroTime Airlines",
      "top_sources": [
        [
          "AeroTime Airlines",
          1
        ]
      ],
      "priority_score": 6.8
    },
    {
      "cluster_id": "749155ae7afa",
      "llm_category": "capacity_network_changes",
      "market_relation": "macro",
      "articles_count": 1,
      "sources_count": 1,
      "cluster_strength": "weak",
      "impact_level": "medium",
      "representative_title": "Riyadh Air’s initial network of 15 destinations revealed: report",
      "representative_source": "AeroTime Airlines",
      "top_sources": [
        [
          "AeroTime Airlines",
          1
        ]
      ],
      "priority_score": 5.8
    }
  ],
  "evidence_articles": [
    {
      "cluster_id": "805c11969815",
      "event_id": 366,
      "llm_category": "geopolitics",
      "market_relation": "macro",
      "title": "Air NZ to cut 1,100 flights amid soaring fuel prices, Middle East conflict",
      "source": "AeroTime Airlines",
      "date": "2026-03-12",
      "content_source": "rss_full_content",
      "quality": 1.0,
      "priority_score": 6.8,
      "excerpt": "Air New Zealand has announced plans to cancel approximately 1,100 flights through early May 2026, impacting around 44,000 passengers, as the airline grapples with the global fuel crisis caused by the ongoing conflict in the Middle East. The move comes as the airline faces unprecedented challenges, with soaring jet fuel prices and disruptions to global energy supply routes. “We know that affordability around flying is a real challenge,” Air New Zealand Chief Executive Nikhil Ravishankar said during an interview with the New Zealand news program Morning Report. “Even in these unprecedented times, there’s a limit to what we can pass on to our customers.” The flight cancellations, which represent about a 5% reduction in the airline’s scheduled services, will affect both domestic and international routes. However, Ravishankar noted that flights between New Zealand and the United States would not be impacted due to increased demand for alternative routes to Europe. Passengers affected by the cancellations will be rebooked on alternative flights, with most being accommodated on the same day. The airline has not yet announced the specific flights that will be canceled, but Ravishankar stat",
      "url": "https://www.aerotime.aero/articles/air-nz-to-cut-1100-flights-amid-soaring-fuel-prices-middle-east-conflict"
    },
    {
      "cluster_id": "749155ae7afa",
      "event_id": 358,
      "llm_category": "capacity_network_changes",
      "market_relation": "macro",
      "title": "Riyadh Air’s initial network of 15 destinations revealed: report",
      "source": "AeroTime Airlines",
      "date": "2026-03-15",
      "content_source": "rss_full_content",
      "quality": 1.0,
      "priority_score": 5.8,
      "excerpt": "Riyadh Air is planning to operate an initial network of 15 destinations spanning the Middle East, Europe and Asia, according to aviation news site Aeroroutes . Although not officially published by the airline, this preliminary route network has appeared on the “S26 start of season report” published by Airport Coordination Limited (ACL) , a British firm that acts as a slot coordinator at several major airports worldwide. According to the report, Riyadh Air’s initial destinations in Europe will be Paris-Charles de Gaulle (CDG), Manchester (MAN) and Madrid-Barajas (MAD), in addition to London-Heathrow (LHR), an airport which the Saudi carrier has already been serving in a limited capacity since October 2025 , with flights only open to company insiders. Riyadh Air will also fly from its base in the Saudi capital to Cairo (CAI), Amman (AMM), Dubai (DXB), Islamabad (ISB), Lahore (LHE), Mumbai (BOM), Bangkok (BKK), Kuala Lumpur (KUL), Jakarta (CGK) and Manila (MNL). Jeddah (JED) will be the only domestic destination, at least initially. As many industry commentators have noted, all these destinations, except Manchester, are already being served from Riyadh King Khalid International Airpor",
      "url": "https://www.aerotime.aero/articles/riyadh-airs-initial-network-of-15-destinations-revealed-report"
    }
  ],
  "macro_context_events": [
    {
      "id": 366,
      "title": "Air NZ to cut 1,100 flights amid soaring fuel prices, Middle East conflict",
      "source": "AeroTime Airlines",
      "date": "2026-03-12",
      "published_at": "2026-03-12T10:41:10+00:00",
      "content_source": "rss_full_content",
      "quality": 1.0,
      "primary_market": "EU",
      "event_type": "operations_disruption",
      "impact_level": "high",
      "evidence_text": "Air New Zealand has announced plans to cancel approximately 1,100 flights through early May 2026, impacting around 44,000 passengers, as the airline grapples with the global fuel crisis caused by the ongoing conflict in the Middle East. The move comes as the airline faces unprecedented challenges, with soaring jet fuel prices and disruptions to global energy supply routes. “We know that affordability around flying is a real challenge,” Air New Zealand Chief Executive Nikhil Ravishankar said during an interview with the New Zealand news program Morning Report. “Even in these unprecedented times, there’s a limit to what we can pass on to our customers.” The flight cancellations, which represent about a 5% reduction in the airline’s scheduled services, will affect both domestic and international routes. However, Ravishankar noted that flights between New Zealand and the United States would not be impacted due to increased demand for alternative routes to Europe. Passengers affected by the cancellations will be rebooked on alternative flights, with most being accommodated on the same day. The airline has not yet announced the specific flights that will be canceled, but Ravishankar stated that services would be cut “proportionally across the board,” with a focus on off-peak services. “Maintaining regional connectivity is very high on the agenda,” Ravishankar added, emphasizing the airline’s commitment to serving its domestic market. The International Energy Agency recently agreed ",
      "url": "https://www.aerotime.aero/articles/air-nz-to-cut-1100-flights-amid-soaring-fuel-prices-middle-east-conflict",
      "strong_evidence": true,
      "entities_airlines": [
        "United Airlines"
      ],
      "priority_score": 6.8,
      "context_type": "macro",
      "content_text": "Air New Zealand has announced plans to cancel approximately 1,100 flights through early May 2026, impacting around 44,000 passengers, as the airline grapples with the global fuel crisis caused by the ongoing conflict in the Middle East. The move comes as the airline faces unprecedented challenges, with soaring jet fuel prices and disruptions to global energy supply routes. “We know that affordability around flying is a real challenge,” Air New Zealand Chief Executive Nikhil Ravishankar said during an interview with the New Zealand news program Morning Report. “Even in these unprecedented times, there’s a limit to what we can pass on to our customers.” The flight cancellations, which represent about a 5% reduction in the airline’s scheduled services, will affect both domestic and international routes. However, Ravishankar noted that flights between New Zealand and the United States would not be impacted due to increased demand for alternative routes to Europe. Passengers affected by the cancellations will be rebooked on alternative flights, with most being accommodated on the same day. The airline has not yet announced the specific flights that will be canceled, but Ravishankar stated that services would be cut “proportionally across the board,” with a focus on off-peak services. “Maintaining regional connectivity is very high on the agenda,” Ravishankar added, emphasizing the airline’s commitment to serving its domestic market. The International Energy Agency recently agreed to release 400 million barrels of oil, the largest such move in its history, in an attempt to stabilize crude prices, which have soared due to supply shocks resulting from the US-Israeli war with Iran. Despite this intervention, Air New Zealand continues to face massive cost pressures, with jet fuel prices remaining at elevated levels. RELATED Taking on the Tasman: Air New Zealand increasing flights to Australia and beyond The post Air NZ to cut 1,100 flights amid soaring fuel prices, Middle East conflict appeared first on AeroTime .",
      "why_macro": "impact,quality,strong_evidence,priority",
      "llm_category": "geopolitics"
    },
    {
      "id": 358,
      "title": "Riyadh Air’s initial network of 15 destinations revealed: report",
      "source": "AeroTime Airlines",
      "date": "2026-03-15",
      "published_at": "2026-03-15T11:40:36+00:00",
      "content_source": "rss_full_content",
      "quality": 1.0,
      "primary_market": "EU",
      "event_type": "network_routes",
      "impact_level": "medium",
      "evidence_text": "Riyadh Air is planning to operate an initial network of 15 destinations spanning the Middle East, Europe and Asia, according to aviation news site Aeroroutes . Although not officially published by the airline, this preliminary route network has appeared on the “S26 start of season report” published by Airport Coordination Limited (ACL) , a British firm that acts as a slot coordinator at several major airports worldwide. According to the report, Riyadh Air’s initial destinations in Europe will be Paris-Charles de Gaulle (CDG), Manchester (MAN) and Madrid-Barajas (MAD), in addition to London-Heathrow (LHR), an airport which the Saudi carrier has already been serving in a limited capacity since October 2025 , with flights only open to company insiders. Riyadh Air will also fly from its base in the Saudi capital to Cairo (CAI), Amman (AMM), Dubai (DXB), Islamabad (ISB), Lahore (LHE), Mumbai (BOM), Bangkok (BKK), Kuala Lumpur (KUL), Jakarta (CGK) and Manila (MNL). Jeddah (JED) will be the only domestic destination, at least initially. As many industry commentators have noted, all these destinations, except Manchester, are already being served from Riyadh King Khalid International Airport (RUH) by Saudia, the other Saudi national carrier, which will be focus its activities on Jeddah after Riyadh Air’s commercial launch. It is important to remark that the fact that a destination appears in the ACL report does not mean it will be operated. In this regard, Riyadh Air has only official",
      "url": "https://www.aerotime.aero/articles/riyadh-airs-initial-network-of-15-destinations-revealed-report",
      "strong_evidence": true,
      "entities_airlines": [],
      "priority_score": 5.8,
      "context_type": "macro",
      "content_text": "Riyadh Air is planning to operate an initial network of 15 destinations spanning the Middle East, Europe and Asia, according to aviation news site Aeroroutes . Although not officially published by the airline, this preliminary route network has appeared on the “S26 start of season report” published by Airport Coordination Limited (ACL) , a British firm that acts as a slot coordinator at several major airports worldwide. According to the report, Riyadh Air’s initial destinations in Europe will be Paris-Charles de Gaulle (CDG), Manchester (MAN) and Madrid-Barajas (MAD), in addition to London-Heathrow (LHR), an airport which the Saudi carrier has already been serving in a limited capacity since October 2025 , with flights only open to company insiders. Riyadh Air will also fly from its base in the Saudi capital to Cairo (CAI), Amman (AMM), Dubai (DXB), Islamabad (ISB), Lahore (LHE), Mumbai (BOM), Bangkok (BKK), Kuala Lumpur (KUL), Jakarta (CGK) and Manila (MNL). Jeddah (JED) will be the only domestic destination, at least initially. As many industry commentators have noted, all these destinations, except Manchester, are already being served from Riyadh King Khalid International Airport (RUH) by Saudia, the other Saudi national carrier, which will be focus its activities on Jeddah after Riyadh Air’s commercial launch. It is important to remark that the fact that a destination appears in the ACL report does not mean it will be operated. In this regard, Riyadh Air has only officially confirmed that it will be flying to Cairo, Dubai International and London Heathrow when it starts regular scheduled operations. As of March 15, 2026, Riyadh Air’s new generation online booking platform is not yet open to the public. RELATED Exclusive interview with Riyadh Air’s CEO Tony Douglas at World Aviation Festival The post Riyadh Air’s initial network of 15 destinations revealed: report appeared first on AeroTime .",
      "why_macro": "impact,quality,strong_evidence,priority",
      "llm_category": "capacity_network_changes"
    }
  ],
  "macro_summary": {
    "count": 2,
    "strong_evidence_count": 2,
    "categories_active": [
      "capacity_network_changes",
      "geopolitics"
    ],
    "top_sources": [
      [
        "AeroTime Airlines",
        2
      ]
    ],
    "strength": "low"
  },
  "macro_findings": [
    "Geopolitical disruption was active this week.",
    "Macro aviation pressure was active this week."
  ],
  "macro_caveats": [],
  "qa": {
    "warnings": [
      "macro_overuse",
      "low_local_coverage"
    ],
    "errors": []
  }
}