AeroIntel aviation market intelligence

LLM Context Bundle

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Bundle suitability: READY | Mode: LOW_LOCAL_SIGNAL

Payload health

warnings: 4 | errors: 0 | strong evidence %: 100.0% | title_only %: 0.0%

Week: 2026-03-16 - 2026-03-22 | Market: PL

Total: 1 | Strong: 1 | Summary: 1 | Title only: 0

Direct market events: 0 | Related airline events: 0 | Macro context events: 1

Direct strong evidence: 0 | Related strong evidence: 0 | Macro strong evidence: 1

Direct ratio: 0.0% | Macro ratio: 100.0%

Warnings: Low local signal: fewer than 4 direct market events available for this week.; No direct local evidence was found for this market and week; conclusions rely on macro context.

LLM Input Quality

Strong evidence %: 100.0%

Summary evidence %: 100.0%

Title only %: 0.0%

Avg quality: 0.60

Rejected by min_quality:

Legend: full = strongest context, summary = medium context, title_only = weak signal only

Signals

disruption_signal: False capacity_signal: False pricing_signal: False network_expansion_signal: False weather_signal: False geopolitics_signal: True tourist_demand_signal: False promotions_signal: False macro_pressure_signal: False

LLM Category Breakdown

Active categories: 1 / 14

aviation_news

Count: 0 | Strong: 0

Direct: 0 | Related: 0 | Macro: 0

Top 3:

    airport_disruptions

    Count: 0 | Strong: 0

    Direct: 0 | Related: 0 | Macro: 0

    Top 3:

      strikes

      Count: 0 | Strong: 0

      Direct: 0 | Related: 0 | Macro: 0

      Top 3:

        delays_cancellations

        Count: 0 | Strong: 0

        Direct: 0 | Related: 0 | Macro: 0

        Top 3:

          promotions

          Count: 0 | Strong: 0

          Direct: 0 | Related: 0 | Macro: 0

          Top 3:

            tourist_demand

            Count: 0 | Strong: 0

            Direct: 0 | Related: 0 | Macro: 0

            Top 3:

              weather_disruptions

              Count: 0 | Strong: 0

              Direct: 0 | Related: 0 | Macro: 0

              Top 3:

                geopolitics

                Count: 1 | Strong: 1

                Direct: 0 | Related: 0 | Macro: 1

                Top 3:

                • Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares

                macro_aviation_pressure

                Count: 0 | Strong: 0

                Direct: 0 | Related: 0 | Macro: 0

                Top 3:

                  capacity_network_changes

                  Count: 0 | Strong: 0

                  Direct: 0 | Related: 0 | Macro: 0

                  Top 3:

                    pricing_fares

                    Count: 0 | Strong: 0

                    Direct: 0 | Related: 0 | Macro: 0

                    Top 3:

                      airline_financial_outlook

                      Count: 0 | Strong: 0

                      Direct: 0 | Related: 0 | Macro: 0

                      Top 3:

                        safety_security_incidents

                        Count: 0 | Strong: 0

                        Direct: 0 | Related: 0 | Macro: 0

                        Top 3:

                          airport_traffic_performance

                          Count: 0 | Strong: 0

                          Direct: 0 | Related: 0 | Macro: 0

                          Top 3:

                            Topic Groups

                            disruptions

                            Direct: 0 | Related: 0 | Macro: 0

                            Avg quality: 0.00

                            Top direct:

                              Top related:

                                Top macro:

                                  network

                                  Direct: 0 | Related: 0 | Macro: 0

                                  Avg quality: 0.00

                                  Top direct:

                                    Top related:

                                      Top macro:

                                        pricing

                                        Direct: 0 | Related: 0 | Macro: 1

                                        Avg quality: 0.60

                                        Top direct:

                                          Top related:

                                            Top macro:

                                            • Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares

                                            airline_results

                                            Direct: 0 | Related: 0 | Macro: 0

                                            Avg quality: 0.00

                                            Top direct:

                                              Top related:

                                                Top macro:

                                                  airport_ops

                                                  Direct: 0 | Related: 0 | Macro: 0

                                                  Avg quality: 0.00

                                                  Top direct:

                                                    Top related:

                                                      Top macro:

                                                        other

                                                        Direct: 0 | Related: 0 | Macro: 0

                                                        Avg quality: 0.00

                                                        Top direct:

                                                          Top related:

                                                            Top macro:

                                                              Coverage Summary

                                                              Bundle mode: LOW_LOCAL_SIGNAL

                                                              Direct events: 0

                                                              Related events: 0

                                                              Macro events: 1

                                                              Direct strong evidence: 0

                                                              Related strong evidence: 0

                                                              Macro strong evidence: 1

                                                              Direct ratio: 0.0%

                                                              Direct Market Evidence

                                                              DateSourceTitleTypeImpactQualityStrongPriorityURL

                                                              Related Airline Context

                                                              Related events: 0

                                                              Top airlines (related):

                                                                DateSourceTitleAirlinesTypeImpactQualityPriorityURL

                                                                Macro Context

                                                                Macro events: 1

                                                                Geopolitics (macro): 1

                                                                Macro aviation pressure: 0

                                                                Top categories in macro context:

                                                                • geopolitics (1)

                                                                Top sources in macro context:

                                                                • The Guardian Airline Industry (1)
                                                                DateSourceTitleLLM CategoryImpactQualityStrongWhy macroPriorityURL
                                                                2026-03-19 The Guardian Airline Industry Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares geopolitics low 0.60 yes quality,strong_evidence,priority 6.80 open

                                                                Source Ranking

                                                                Top sources for direct events

                                                                  Top sources for related events

                                                                    Most strong evidence

                                                                    • The Guardian Airline Industry (1)

                                                                    Top sources for macro context

                                                                    • The Guardian Airline Industry (1)

                                                                    Macro Selection Diagnostics

                                                                    rejected_as_not_geopolitics: 6 | rejected_as_not_market_relevant: 3 | rejected_by_negative_filter: 1

                                                                    Evidence Table

                                                                    DateSourceContextTitleContentQualityStrongMarketTypeImpactURL
                                                                    2026-03-19 The Guardian Airline Industry 🔵 macro Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares SUMMARY 0.60 MEDIUM QUALITY STRONGyes EU pricing_fares low open

                                                                    Preview JSON

                                                                    Show bundle JSON
                                                                    {
                                                                      "week_start": "2026-03-16",
                                                                      "week_end": "2026-03-22",
                                                                      "market": "PL",
                                                                      "coverage": {
                                                                        "direct_events_count": 0,
                                                                        "related_airline_events_count": 0,
                                                                        "macro_context_events_count": 1,
                                                                        "direct_strong_evidence_count": 0,
                                                                        "related_strong_evidence_count": 0,
                                                                        "macro_strong_evidence_count": 1,
                                                                        "trusted_direct_events_count": 0,
                                                                        "trusted_direct_strong_evidence_count": 0,
                                                                        "direct_ratio": 0.0,
                                                                        "macro_ratio": 1.0,
                                                                        "bundle_mode": "LOW_LOCAL_SIGNAL"
                                                                      },
                                                                      "stats": {
                                                                        "total_events": 1,
                                                                        "strong_evidence": 1,
                                                                        "summary_evidence": 1,
                                                                        "title_only": 0,
                                                                        "avg_quality": 0.6
                                                                      },
                                                                      "direct_market_events": [],
                                                                      "related_airline_events": [],
                                                                      "macro_context_events": [
                                                                        {
                                                                          "id": 1596,
                                                                          "title": "Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares",
                                                                          "source": "The Guardian Airline Industry",
                                                                          "date": "2026-03-19",
                                                                          "published_at": "2026-03-19T13:04:21+00:00",
                                                                          "content_source": "rss_description",
                                                                          "quality": 0.6,
                                                                          "primary_market": "EU",
                                                                          "event_type": "pricing_fares",
                                                                          "impact_level": "low",
                                                                          "evidence_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                          "url": "https://www.theguardian.com/business/2026/mar/19/europe-biggest-airlines-say-fuel-price-spike-caused-by-iran-war-will-drive-up-fares",
                                                                          "strong_evidence": true,
                                                                          "entities_airlines": [],
                                                                          "priority_score": 6.8,
                                                                          "source_tier": "tier_2",
                                                                          "context_type": "macro",
                                                                          "content_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                          "why_macro": "quality,strong_evidence,priority",
                                                                          "llm_category": "geopolitics",
                                                                          "market_confidence_score": 0.0,
                                                                          "group": "pricing"
                                                                        }
                                                                      ],
                                                                      "groups": {
                                                                        "disruptions": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "direct_count": 0,
                                                                          "related_count": 0,
                                                                          "macro_count": 0
                                                                        },
                                                                        "network": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "direct_count": 0,
                                                                          "related_count": 0,
                                                                          "macro_count": 0
                                                                        },
                                                                        "pricing": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [
                                                                            {
                                                                              "id": 1596,
                                                                              "title": "Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares",
                                                                              "source": "The Guardian Airline Industry",
                                                                              "date": "2026-03-19",
                                                                              "published_at": "2026-03-19T13:04:21+00:00",
                                                                              "content_source": "rss_description",
                                                                              "quality": 0.6,
                                                                              "primary_market": "EU",
                                                                              "event_type": "pricing_fares",
                                                                              "impact_level": "low",
                                                                              "evidence_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                              "url": "https://www.theguardian.com/business/2026/mar/19/europe-biggest-airlines-say-fuel-price-spike-caused-by-iran-war-will-drive-up-fares",
                                                                              "strong_evidence": true,
                                                                              "entities_airlines": [],
                                                                              "priority_score": 6.8,
                                                                              "source_tier": "tier_2",
                                                                              "context_type": "macro",
                                                                              "content_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                              "why_macro": "quality,strong_evidence,priority",
                                                                              "llm_category": "geopolitics",
                                                                              "market_confidence_score": 0.0,
                                                                              "group": "pricing"
                                                                            }
                                                                          ],
                                                                          "direct_count": 0,
                                                                          "related_count": 0,
                                                                          "macro_count": 1
                                                                        },
                                                                        "airline_results": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "direct_count": 0,
                                                                          "related_count": 0,
                                                                          "macro_count": 0
                                                                        },
                                                                        "airport_ops": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "direct_count": 0,
                                                                          "related_count": 0,
                                                                          "macro_count": 0
                                                                        },
                                                                        "other": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "direct_count": 0,
                                                                          "related_count": 0,
                                                                          "macro_count": 0
                                                                        }
                                                                      },
                                                                      "llm_categories": {
                                                                        "aviation_news": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "airport_disruptions": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "strikes": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "delays_cancellations": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "promotions": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "tourist_demand": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "weather_disruptions": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "geopolitics": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [
                                                                            {
                                                                              "id": 1596,
                                                                              "title": "Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares",
                                                                              "source": "The Guardian Airline Industry",
                                                                              "date": "2026-03-19",
                                                                              "published_at": "2026-03-19T13:04:21+00:00",
                                                                              "content_source": "rss_description",
                                                                              "quality": 0.6,
                                                                              "primary_market": "EU",
                                                                              "event_type": "pricing_fares",
                                                                              "impact_level": "low",
                                                                              "evidence_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                              "url": "https://www.theguardian.com/business/2026/mar/19/europe-biggest-airlines-say-fuel-price-spike-caused-by-iran-war-will-drive-up-fares",
                                                                              "strong_evidence": true,
                                                                              "entities_airlines": [],
                                                                              "priority_score": 6.8,
                                                                              "source_tier": "tier_2",
                                                                              "context_type": "macro",
                                                                              "content_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                              "why_macro": "quality,strong_evidence,priority",
                                                                              "llm_category": "geopolitics",
                                                                              "market_confidence_score": 0.0,
                                                                              "group": "pricing"
                                                                            }
                                                                          ],
                                                                          "count": 1,
                                                                          "strong_evidence_count": 1,
                                                                          "top_titles": [
                                                                            "Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares"
                                                                          ]
                                                                        },
                                                                        "macro_aviation_pressure": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "capacity_network_changes": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "pricing_fares": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "airline_financial_outlook": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "safety_security_incidents": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        },
                                                                        "airport_traffic_performance": {
                                                                          "direct": [],
                                                                          "related": [],
                                                                          "macro": [],
                                                                          "count": 0,
                                                                          "strong_evidence_count": 0,
                                                                          "top_titles": []
                                                                        }
                                                                      },
                                                                      "signals": {
                                                                        "disruption_signal": false,
                                                                        "capacity_signal": false,
                                                                        "pricing_signal": false,
                                                                        "network_expansion_signal": false,
                                                                        "weather_signal": false,
                                                                        "geopolitics_signal": true,
                                                                        "tourist_demand_signal": false,
                                                                        "promotions_signal": false,
                                                                        "macro_pressure_signal": false
                                                                      },
                                                                      "source_contribution": {
                                                                        "direct_sources": [],
                                                                        "related_sources": [],
                                                                        "macro_sources": [
                                                                          [
                                                                            "The Guardian Airline Industry",
                                                                            1
                                                                          ]
                                                                        ],
                                                                        "strong_sources": [
                                                                          [
                                                                            "The Guardian Airline Industry",
                                                                            1
                                                                          ]
                                                                        ]
                                                                      },
                                                                      "related_top_airlines": [],
                                                                      "bundle_suitability": "READY",
                                                                      "warnings": [
                                                                        "Low local signal: fewer than 4 direct market events available for this week.",
                                                                        "No direct local evidence was found for this market and week; conclusions rely on macro context."
                                                                      ],
                                                                      "active_llm_categories_count": 1,
                                                                      "active_llm_categories": [
                                                                        "geopolitics"
                                                                      ],
                                                                      "llm_category_counts": {
                                                                        "aviation_news": 0,
                                                                        "airport_disruptions": 0,
                                                                        "strikes": 0,
                                                                        "delays_cancellations": 0,
                                                                        "promotions": 0,
                                                                        "tourist_demand": 0,
                                                                        "weather_disruptions": 0,
                                                                        "geopolitics": 1,
                                                                        "macro_aviation_pressure": 0,
                                                                        "capacity_network_changes": 0,
                                                                        "pricing_fares": 0,
                                                                        "airline_financial_outlook": 0,
                                                                        "safety_security_incidents": 0,
                                                                        "airport_traffic_performance": 0
                                                                      },
                                                                      "aviation_news_diagnostics": [],
                                                                      "macro_context_diagnostics": [
                                                                        {
                                                                          "id": 1596,
                                                                          "title": "Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares",
                                                                          "source": "The Guardian Airline Industry",
                                                                          "date": "2026-03-19",
                                                                          "published_at": "2026-03-19T13:04:21+00:00",
                                                                          "content_source": "rss_description",
                                                                          "quality": 0.6,
                                                                          "primary_market": "EU",
                                                                          "event_type": "pricing_fares",
                                                                          "impact_level": "low",
                                                                          "evidence_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                          "url": "https://www.theguardian.com/business/2026/mar/19/europe-biggest-airlines-say-fuel-price-spike-caused-by-iran-war-will-drive-up-fares",
                                                                          "strong_evidence": true,
                                                                          "entities_airlines": [],
                                                                          "priority_score": 6.8,
                                                                          "source_tier": "tier_2",
                                                                          "context_type": "macro",
                                                                          "content_text": "Carriers warn they cannot hold off passing on costs for long, while some airlines plan to increase flights via Asia Business live – latest updates Europe’s biggest airlines have said the rise in fuel prices caused by the war in the Middle East will drive up fares and are advising passengers to book early. While carriers have partly hedged the price of jet fuel, bosses said they could not avoid passing on additional costs to passengers for long. Continue reading...",
                                                                          "why_macro": "quality,strong_evidence,priority",
                                                                          "llm_category": "geopolitics",
                                                                          "market_confidence_score": 0.0,
                                                                          "group": "pricing"
                                                                        }
                                                                      ],
                                                                      "macro_selection_diagnostics": {
                                                                        "rejected_as_not_geopolitics": 6,
                                                                        "rejected_as_not_market_relevant": 3,
                                                                        "rejected_by_negative_filter": 1
                                                                      },
                                                                      "meta": {
                                                                        "min_quality": 0.0,
                                                                        "include_related": true,
                                                                        "include_macro": true,
                                                                        "strong_evidence_pct": 1.0,
                                                                        "quality_breakdown": {
                                                                          "strong_pct": 1.0,
                                                                          "summary_pct": 1.0,
                                                                          "title_only_pct": 0.0
                                                                        }
                                                                      }
                                                                    }

                                                                    Classifier Diagnostics (general fallback)

                                                                    DateSourceTitleevent_typellm_categoryMarketQualityContent

                                                                    Macro Diagnostics (latest context events)

                                                                    DateSourceTitlellm_categoryImpactMarketQualityWhy macro
                                                                    2026-03-19 The Guardian Airline Industry Europe’s biggest airlines say fuel price spike caused by Iran war will drive up fares geopolitics low EU 0.60 quality,strong_evidence,priority