ナレッジグラフ市場規模、タスクタイプ別、データソース別、組織規模別、用途別、タイプ別、最終用途別、2023年～2032年予測

ナレッジグラフ市場規模は、スマートシティと都市計画イニシアチブの継続的な開拓により、2023～2032年にCAGR 13.5%以上で拡大すると予測されます。

ナレッジグラフは、センサー、交通システム、公共サービスからのデータを統合することで、スマートシティプロジェクトの効率を高め、最適化された資源利用と生活の質の向上を提供します。都市化の激化に伴い、地理空間情報と統合されたナレッジグラフの需要は、スマートシティ構想のための情報に基づいた意思決定を行うためにさらに高まっています。

さらに、複数の市場参入企業が、多様な産業に対応し、最適化された資源管理、効率的な計画、運用上洞察力の向上を促進する高度なナレッジグラフを開発しており、業界の成長を後押ししています。例えば、フォースクエアは2023年11月、地理データセットを整理する画期的なアプローチとして、グラフ技術とH3グリッドシステムを導入した新しい地理空間ナレッジグラフを発表しました。

タイプ別に見ると、外部センシングナレッジグラフ市場は2023～2032年にかなりの成長を記録すると予測されています。IoTデバイス、センサー、衛星などの外部センシング技術は、膨大な量の多様なデータを生成します。そのため、ナレッジグラフは、異種の外部データから価値ある洞察を整理、相関、導き出すために不可欠なものとなっています。また、文脈的なつながりを提供することで意思決定プロセスを強化する必要性が高まっていることも、医療、ロジスティクス、スマートシティなどの業界全体で製品採用に拍車をかけています。

最終用途別では、メディア＆エンターテインメント分野のナレッジグラフ市場は2032年まで高い需要が見込まれます。多様なコンテンツの増加に伴い、ナレッジグラフはコンテンツの整理、レコメンデーションシステム、パーソナライズされたユーザーエクスペリエンスのために支持を集めています。さらに、AIとMLを統合したナレッジグラフの開発は、コンテンツ配信の最適化と視聴者ターゲティングの精緻化に役立っています。パーソナライズされた没入型デジタル体験のダイナミックな進化は、セグメントの拡大をさらに後押しすると思われます。

アジア太平洋のナレッジグラフ産業は、2023年から2032年にかけて16.5％以上の成長率を示すと見られています。デジタル変革の進行により、同地域の政府、企業、調査会社ではナレッジグラフの需要が急増しています。アジア太平洋には主要なeコマースプラットフォームがあります。このため、レコメンデーションシステムを促進するためにナレッジグラフを採用することに重点が置かれています。さらに、医療から銀行まで様々な分野で、複雑で入り組みましたデータを解釈するためにナレッジグラフの利用が増加しており、この地域の産業の成長を後押ししています。

目次

第1章 調査手法と調査範囲

第2章 エグゼクティブサマリー

第3章 ナレッジグラフ市場の産業洞察

• COVID-19の影響
• ロシア・ウクライナ戦争の影響
• エコシステム分析
• ベンダー・マトリックス
• 利益率分析
• 技術とイノベーションの展望
• 特許分析
• 主要ニュースとイニシアチブ
  • パートナーシップ/コラボレーション
  • 合併/買収
  • 投資
  • 製品上市とイノベーション
• 規制状況
• 影響要因
  • 促進要因
    • 様々なソースにまたがるシームレスなデータ統合へのニーズの高まり
    • 人工知能と機械学習アプリケーションの成長
    • 検索精度の向上とパーソナライズされたレコメンデーション
    • モノのインターネット（IoT）デバイスの急増と大量のデータの生成
  • 業界の潜在的リスク・課題
    • データプライバシーとセキュリティの課題
    • 複雑な実装
• 成長可能性分析
• ポーター分析
• PESTEL分析

第4章 競合情勢

• イントロダクション
• 各社の市場シェア
• 主要市場参入企業の競合分析
  • AWS
  • Cambridge Semantics
  • Franz Inc.
  • Google
  • IBM Corporation
  • Microsoft
  • Stardog
• 競合のポジショニングマトリックス
• 戦略展望マトリックス

第5章 ナレッジグラフ市場推定・予測：タイプ別

• 主要動向：タイプ別
• コンテキストリッチ
• 外部センシング
• 自然言語処理

第6章 ナレッジグラフ市場推定・予測：タスクタイプ別

• 主要動向：タスクタイプ別
• リンク予測
• エンティティソリューション
• リンクベースクラスタリング

第7章 ナレッジグラフ市場推定・予測：データソース別

• 主要動向：データソース別
• 構造化データ
• 非構造化データ
• 半構造化データ

第8章 ナレッジグラフ市場規模推定・予測：組織規模別

• 主要動向：組織規模別
• 中小企業
• 大企業

第9章 ナレッジグラフ市場推定・予測、用途別

• 主要動向：用途別
• セマンティック検索
• レコメンデーションシステム
• データ統合
• ナレッジマネジメント
• AI・機械学習

第10章 ナレッジグラフ市場推定・予測：最終用途別

• 主要動向：エンドユーザー別
• 医療
• eコマース＆リテール
• BFSI
• 政府機関
• メディア＆エンターテイメント
• 製造業
• 運輸・物流
• その他

第11章 ナレッジグラフ市場推定・予測：地域別

• 主要動向：地域別
• 北米
  • 米国
  • カナダ
• 欧州
  • 英国
  • ドイツ
  • フランス
  • イタリア
  • スペイン
  • 北欧
• アジア太平洋
  • 中国
  • インド
  • 日本
  • オーストラリア
  • 韓国
  • 東南アジア
• ラテンアメリカ
  • ブラジル
  • メキシコ
  • アルゼンチン
• 中東・アフリカ
  • アラブ首長国連邦
  • サウジアラビア
  • 南アフリカ

第12章 企業プロファイル

• AllegroGraph
• Amazon Web Services（AWS）
• Cambridge Semantics
• Crayon Data
• DataStax
• Franz Inc.
• Google
• Grakn Labs
• IBM
• Microsoft
• Neo4j
• Ontotext
• Oracle
• PoolParty
• Stardog

Data Tables

• TABLE 1 Global knowledge graph industry 360º synopsis, 2018-2032
• TABLE 2 Global knowledge graph market, 2018-2022 (USD Million)
• TABLE 3 Global knowledge graph market, 2023-2032 (USD Million)
• TABLE 4 Total addressable market (TAM), 2023-2032 (USD Million)
• TABLE 5 Global knowledge graph market, by region, 2018-2022 (USD Million)
• TABLE 6 Global knowledge graph market, by region, 2023-2032 (USD Million)
• TABLE 7 Knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 8 Knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 9 Knowledge graph market, by data source, 2018 - 2022, (USD Million)
• TABLE 10 Knowledge graph market, by data source, 2023 - 2032, (USD Million)
• TABLE 11 Knowledge graph market, by task type, 2018 - 2022, (USD Million)
• TABLE 12 Knowledge graph market, by task type, 2023 - 2032, (USD Million)
• TABLE 13 Knowledge graph market, by end-use, 2018 - 2022, (USD Million)
• TABLE 14 Knowledge graph market, by end-use, 2023 - 2032, (USD Million)
• TABLE 15 Knowledge graph market, by organization size, 2018 - 2022, (USD Million)
• TABLE 16 Knowledge graph market, by organization size, 2023 - 2032, (USD Million)
• TABLE 17 Knowledge graph market, by application, 2018 - 2022, (USD Million)
• TABLE 18 Knowledge graph market, by application, 2023 - 2032, (USD Million)
• TABLE 19 Covid-19 impact on North America knowledge graph market
• TABLE 20 Covid-19 impact on Europe knowledge graph market
• TABLE 21 Covid-19 impact on Asia Pacific knowledge graph market
• TABLE 22 Covid-19 impact on Latin America knowledge graph market
• TABLE 23 Covid-19 impact on MEA knowledge graph market
• TABLE 24 Vendor matrix
• TABLE 25 Patent analysis
• TABLE 26 Industry impact forces
• TABLE 27 Company market share, 2022
• TABLE 28 Competitive analysis of major market players, 2022
• TABLE 29 Context-rich Knowledge Graphs market, 2018 - 2022 (USD Million)
• TABLE 30 Context-rich Knowledge Graphs market, 2023 - 2032 (USD Million)
• TABLE 31 External-sensing Knowledge Graphs market, 2018 - 2022 (USD Million)
• TABLE 32 External-sensing Knowledge Graphs market, 2023 - 2032 (USD Million)
• TABLE 33 NLP Knowledge Graphs market, 2018 - 2022 (USD Million)
• TABLE 34 NLP Knowledge Graphs market, 2023 - 2032 (USD Million)
• TABLE 35 Link Prediction market, 2018 - 2022 (USD Million)
• TABLE 36 Link Prediction market, 2023 - 2032 (USD Million)
• TABLE 37 Entity Resolution market, 2018 - 2022 (USD Million)
• TABLE 38 Entity Resolution market, 2023 - 2032 (USD Million)
• TABLE 39 Link-based Clustering market, 2018 - 2022 (USD Million)
• TABLE 40 Link-based Clustering market, 2023 - 2032 (USD Million)
• TABLE 41 Structured Data market, 2023 - 2032 (USD Million)
• TABLE 42 Structured Data market, 2018 - 2022 (USD Million)
• TABLE 43 Unstructured Data market 2023 - 2032 (USD Million)
• TABLE 44 Unstructured Data market, 2018 - 2022 (USD Million)
• TABLE 45 Semi-structured Data market, 2023 - 2032 (USD Million)
• TABLE 46 Semi-structured Data market, 2018 - 2022 (USD Million)
• TABLE 47 Large enterprises market, 2018 - 2022 (USD Million)
• TABLE 48 Large enterprises market 2023 - 2032 (USD Million)
• TABLE 49 SMEs market, 2018 - 2022 (USD Million)
• TABLE 50 SMEs market 2023 - 2032 (USD Million)
• TABLE 51 Semantic Search market, 2018 - 2022 (USD Million)
• TABLE 52 Semantic Search market, 2023 - 2032 (USD Million)
• TABLE 53 Recommendation Systems market, 2018 - 2022 (USD Million)
• TABLE 54 Recommendation Systems market, 2023 - 2032 (USD Million)
• TABLE 55 Data Integration market, 2018 - 2022 (USD Million)
• TABLE 56 Data Integration market, 2023 - 2032 (USD Million)
• TABLE 57 Knowledge Management market, 2023 - 2032 (USD Million)
• TABLE 58 Knowledge Management market, 2018 - 2022 (USD Million)
• TABLE 59 AI & Machine Learning market, 2023 - 2032 (USD Million)
• TABLE 60 AI & Machine Learning market, 2018 - 2022 (USD Million)
• TABLE 61 Healthcare market, 2023 - 2032 (USD Million)
• TABLE 62 Healthcare market, 2023 - 2032 (USD Million)
• TABLE 63 E-commerce & Retail market, 2018 - 2022 (USD Million)
• TABLE 64 E-commerce & Retail market, 2023 - 2032 (USD Million)
• TABLE 65 BFSI market, 2018 - 2022 (USD Million)
• TABLE 66 BFSI market, 2023 - 2032 (USD Million)
• TABLE 67 Government market, 2023 - 2032 (USD Million)
• TABLE 68 Government market, 2018 - 2022 (USD Million)
• TABLE 69 Media & entertainment market, 2023 - 2032 (USD Million)
• TABLE 70 Media & entertainment market, 2018 - 2022 (USD Million)
• TABLE 71 Manufacturing market, 2023 - 2032 (USD Million)
• TABLE 72 Manufacturing market, 2018 - 2022 (USD Million)
• TABLE 73 Transportation & Logistics market, 2018 - 2022 (USD Million)
• TABLE 74 Transportation & Logistics market, 2023 - 2032 (USD Million)
• TABLE 75 Others market, 2018 - 2022 (USD Million)
• TABLE 76 Others market, 2023 - 2032 (USD Million)
• TABLE 77 North America knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 78 North America knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 79 North America knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 80 North America knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 81 North America knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 82 North America knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 83 North America knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 84 North America knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 85 North America knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 86 North America knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 87 North America knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 88 North America knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 89 North America knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 90 North America knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 91 U.S. knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 92 U.S. knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 93 U.S. knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 94 U.S. knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 95 U.S. knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 96 U.S. knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 97 U.S. knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 98 U.S. knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 99 U.S. knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 100 U.S. knowledge graph market, by end-use 2023 - 2032 (USD Million)
• TABLE 101 U.S. knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 102 U.S. knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 103 Canada knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 104 Canada knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 105 Canada knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 106 Canada knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 107 Canada knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 108 Canada knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 109 Canada knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 110 Canada knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 111 Canada knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 112 Canada knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 113 Canada knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 114 Canada knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 115 Canada knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 116 Canada knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 117 Europe knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 118 Europe knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 119 Europe knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 120 Europe knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 121 Europe knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 122 Europe knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 123 Europe knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 124 Europe knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 125 Europe knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 126 Europe knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 127 Europe knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 128 Europe knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 129 Europe knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 130 Europe knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 131 UK knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 132 UK knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 133 UK knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 134 UK knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 135 UK knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 136 UK knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 137 UK knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 138 UK knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 139 UK knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 140 UK knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 141 UK knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 142 UK knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 143 UK knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 144 UK knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 145 Germany knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 146 Germany knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 147 Germany knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 148 Germany knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 149 Germany knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 150 Germany knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 151 Germany knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 152 Germany knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 153 Germany knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 154 Germany knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 155 Germany knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 156 Germany knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 157 Germany knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 158 Germany knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 159 France knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 160 France knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 161 France knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 162 France knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 163 France knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 164 France knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 165 France knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 166 France knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 167 France knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 168 France knowledge graph market, by end-use 2023 - 2032 (USD Million)
• TABLE 169 France knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 170 France knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 171 France knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 172 France knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 173 Italy knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 174 Italy knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 175 Italy knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 176 Italy knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 177 Italy knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 178 Italy knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 179 Italy knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 180 Italy knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 181 Italy knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 182 Italy knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 183 Italy knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 184 Italy knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 185 Italy knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 186 Italy knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 187 Spain knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 188 Spain knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 189 Spain knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 190 Spain knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 191 Spain knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 192 Spain knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 193 Spain knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 194 Spain knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 195 Spain knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 196 Spain knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 197 Spain knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 198 Spain knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 199 Spain knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 200 Spain knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 201 Nordics knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 202 Nordics knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 203 Nordics knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 204 Nordics knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 205 Nordics knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 206 Nordics knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 207 Nordics knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 208 Nordics knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 209 Nordics knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 210 Nordics knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 211 Nordics knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 212 Nordics knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 213 Nordics knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 214 Nordics knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 215 Asia Pacific knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 216 Asia Pacific knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 217 Asia Pacific knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 218 Asia Pacific knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 219 Asia Pacific knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 220 Asia Pacific knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 221 Asia Pacific knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 222 Asia Pacific knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 223 Asia Pacific knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 224 Asia Pacific knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 225 Asia Pacific knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 226 Asia Pacific knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 227 Asia Pacific knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 228 Asia Pacific knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 229 China knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 230 China knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 231 China knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 232 China knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 233 China knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 234 China knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 235 China knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 236 China knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 237 China knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 238 China knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 239 China knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 240 China knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 241 China knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 242 China knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 243 India knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 244 India knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 245 India knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 246 India knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 247 India knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 248 India knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 249 India knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 250 India knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 251 India knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 252 India knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 253 India knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 254 India knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 255 India knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 256 India knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 257 Japan knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 258 Japan knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 259 Japan knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 260 Japan knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 261 Japan knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 262 Japan knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 263 Japan knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 264 Japan knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 265 Japan knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 266 Japan knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 267 Japan knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 268 Japan knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 269 Japan knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 270 Japan knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 271 Australia knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 272 Australia knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 273 Australia knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 274 Australia knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 275 Australia knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 276 Australia knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 277 Australia knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 278 Australia knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 279 Australia knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 280 Australia knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 281 Australia knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 282 Australia knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 283 Australia knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 284 Australia knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 285 South Korea knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 286 South Korea knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 287 South Korea knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 288 South Korea knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 289 South Korea knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 290 South Korea knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 291 South Korea knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 292 South Korea knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 293 South Korea knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 294 South Korea knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 295 South Korea knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 296 South Korea knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 297 South Korea knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 298 South Korea knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 299 Southeast Asia knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 300 Southeast Asia knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 301 Southeast Asia knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 302 Southeast Asia knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 303 Southeast Asia knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 304 Southeast Asia knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 305 Southeast Asia knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 306 Southeast Asia knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 307 Southeast Asia knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 308 Southeast Asia knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 309 Southeast Asia knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 310 Southeast Asia knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 311 Southeast Asia knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 312 Southeast Asia knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 313 Latin America knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 314 Latin America knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 315 Latin America knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 316 Latin America knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 317 Latin America knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 318 Latin America knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 319 Latin America knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 320 Latin America knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 321 Latin America knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 322 Latin America knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 323 Latin America knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 324 Latin America knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 325 Latin America knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 326 Latin America knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 327 Brazil knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 328 Brazil knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 329 Brazil knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 330 Brazil knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 331 Brazil knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 332 Brazil knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 333 Brazil knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 334 Brazil knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 335 Brazil knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 336 Brazil knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 337 Brazil knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 338 Brazil knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 339 Brazil knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 340 Brazil knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 341 Mexico knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 342 Mexico knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 343 Mexico knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 344 Mexico knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 345 Mexico knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 346 Mexico knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 347 Mexico knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 348 Mexico knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 349 Mexico knowledge graph market, by end-use 2023 - 2032 (USD Million)
• TABLE 350 Mexico knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 351 Mexico knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 352 Mexico knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 353 Mexico knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 354 Mexico knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 355 Argentina knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 356 Argentina knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 357 Argentina knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 358 Argentina knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 359 Argentina knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 360 Argentina knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 361 Argentina knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 362 Argentina knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 363 Argentina knowledge graph market, by end-use 2023 - 2032 (USD Million)
• TABLE 364 Argentina knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 365 Argentina knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 366 Argentina knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 367 Argentina knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 368 Argentina knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 369 MEA knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 370 MEA knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 371 MEA knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 372 MEA knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 373 MEA knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 374 MEA knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 375 MEA knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 376 MEA knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 377 MEA knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 378 MEA knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 379 MEA knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 380 MEA knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 381 MEA knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 382 MEA knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 383 UAE knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 384 UAE knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 385 UAE knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 386 UAE knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 387 UAE knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 388 UAE knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 389 UAE knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 390 UAE knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 391 UAE knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 392 UAE knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 393 UAE knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 394 UAE knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 395 UAE knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 396 UAE knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 397 South Africa knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 398 South Africa knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 399 South Africa knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 400 South Africa knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 401 South Africa knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 402 South Africa knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 403 South Africa knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 404 South Africa knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 405 South Africa knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 406 South Africa knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 407 South Africa knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 408 South Africa knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 409 South Africa knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 410 South Africa knowledge graph market, by application, 2023 - 2032 (USD Million)
• TABLE 411 Saudi Arabia knowledge graph market, 2018 - 2022 (USD Million)
• TABLE 412 Saudi Arabia knowledge graph market, 2023 - 2032 (USD Million)
• TABLE 413 Saudi Arabia knowledge graph market, by type, 2018 - 2022 (USD Million)
• TABLE 414 Saudi Arabia knowledge graph market, by type, 2023 - 2032 (USD Million)
• TABLE 415 Saudi Arabia knowledge graph market, by data source, 2018 - 2022 (USD Million)
• TABLE 416 Saudi Arabia knowledge graph market, by data source, 2023 - 2032 (USD Million)
• TABLE 417 Saudi Arabia knowledge graph market, by task type, 2018 - 2022 (USD Million)
• TABLE 418 Saudi Arabia knowledge graph market, by task type, 2023 - 2032 (USD Million)
• TABLE 419 Saudi Arabia knowledge graph market, by end-use, 2018 - 2022 (USD Million)
• TABLE 420 Saudi Arabia knowledge graph market, by end-use, 2023 - 2032 (USD Million)
• TABLE 421 Saudi Arabia knowledge graph market, by organization size, 2023 - 2032 (USD Million)
• TABLE 422 Saudi Arabia knowledge graph market, by organization size, 2018 - 2022 (USD Million)
• TABLE 423 Saudi Arabia knowledge graph market, by application, 2018 - 2022 (USD Million)
• TABLE 424 Saudi Arabia knowledge graph market, by application, 2023 - 2032 (USD Million)

Charts & Figures

• FIG 1 GMI's report coverage in the global knowledge graph market
• FIG 2 Industry segmentation
• FIG 3 Forecast calculation
• FIG 4 Profile break-up of primary respondents
• FIG 5 Knowledge graph market 360 degree synopsis, 2018 - 2032
• FIG 6 Knowledge graph ecosystem analysis
• FIG 7 Profit margin analysis
• FIG 8 Growth potential analysis
• FIG 9 Porter's analysis
• FIG 10 PESTEL analysis
• FIG 11 Competitive analysis of major market players, 2022
• FIG 12 Competitive positioning matrix
• FIG 13 Strategic outlook matrix
• FIG 14 Knowledge graph market, by type, 2022 & 2032
• FIG 15 Knowledge graph market, by task type, 2022 & 2032
• FIG 16 Knowledge graph market, by data source, 2022 & 2032
• FIG 17 Knowledge graph market, by organization size, 2022 & 2032
• FIG 18 Knowledge graph market, by application, 2022 & 2032
• FIG 19 Knowledge graph market, by end use, 2022 & 2032
• FIG 20 SWOT Analysis, AllegroGraph
• FIG 21 SWOT Analysis, Amazon Web Services (AWS)
• FIG 22 SWOT Analysis, Cambridge Semantics
• FIG 23 SWOT Analysis, Crayon Data
• FIG 24 SWOT Analysis, DataStax
• FIG 25 SWOT Analysis, Franz Inc.
• FIG 26 SWOT Analysis, Google
• FIG 27 SWOT Analysis, Grakn Labs
• FIG 28 SWOT Analysis, IBM
• FIG 29 SWOT Analysis, Microsoft
• FIG 30 SWOT Analysis, Neo4j
• FIG 31 SWOT Analysis, Ontotext
• FIG 32 SWOT Analysis, Oracle
• FIG 33 SWOT Analysis, PoolParty
• FIG 34 SWOT Analysis, Stardog

Knowledge Graph Market size is projected to expand at over 13.5% CAGR from 2023-2032 driven by the ongoing development of smart cities and urban planning initiatives. Knowledge graphs enhance the efficiency of smart city projects by integrating data from sensors, traffic systems, and public services to offer optimized resource utilization and improved quality of life. With the intensifying urbanization, the demand for knowledge graphs integrated with geospatial information is further rising for making informed decision-making for smart city initiatives.

Furthermore, several market participants are developing advanced knowledge graphs to cater to diverse industries and foster optimized resource management, efficient planning, and improved operational insights, boosting the industry growth. For instance, in November 2023, Foursquare introduced its new geospatial knowledge graph as a revolutionary approach for organizing geographic datasets deploying graph technologies and the H3 grid system to alter the benefits from location data to organizations.

The overall industry is segmented into type, task type, data source, organization size, application, end-user, and region.

Based on type, the external sensing knowledge graph market is anticipated to record considerable growth from 2023-2032. External sensing technologies, such as IoT devices, sensors, and satellites, generate vast volumes of diverse data. To that end, knowledge graphs have turned essential for organizing, correlating, and deriving valuable insights from heterogeneous external data. The greater need to enhance decision-making processes by providing contextual connections is also fueling the product adoption across industries like healthcare, logistics, and smart cities.

In terms of end-use, the knowledge graph market from the media & entertainment segment is expected to witness high demand through 2032. With the increasing volumes of diverse content, knowledge graphs have gained traction for content organization, recommendation systems, and personalized user experiences. Furthermore, the development of AI and ML-integrated knowledge graphs is helping to optimize content distribution and refine audience targeting. The dynamic evolution of personalized and immersive digital experiences will further boost the segment expansion.

Asia Pacific knowledge graph industry is poised to exhibit over 16.5% growth rate from 2023-2032. The ongoing digital transformation is surging the demand for knowledge graphs across government, businesses, and research firms in the region. APAC is home to some of the leading e-commerce platforms. This is increasing the emphasis on employing knowledge graphs to fuel recommendation systems. Furthermore, the rising utilization of knowledge graphs in multifarious sectors, ranging from healthcare to banking, to interpret intricate and complicated data will boost regional industry growth.

Table of Contents

Chapter 1 Methodology & Scope

• 1.1 Market scope & definition
• 1.2 Base estimates & calculations
• 1.3 Forecast calculation
• 1.4 Data sources
  • 1.4.1 Primary
  • 1.4.2 Secondary
    • 1.4.2.1 Paid sources
    • 1.4.2.2 Public sources

Chapter 2 Executive Summary

• 2.1 Knowledge graph market 360 degree synopsis, 2018 - 2032
• 2.2 Business trends
  • 2.2.1 Total Addressable Market (TAM), 2023 - 2032
• 2.3 Regional trends
• 2.4 Type trends
• 2.5 Task type trends
• 2.6 Data source trends
• 2.7 Organization size trends
• 2.8 Application trends
• 2.9 End-use trends

Chapter 3 Knowledge Graph Market Industry Insights

• 3.1 Impact of COVID-19
• 3.2 Impact of the Russia-Ukraine war
• 3.3 Industry ecosystem analysis
• 3.4 Vendor matrix
• 3.5 Profit margin analysis
• 3.6 Technology & innovation landscape
• 3.7 Patent analysis
• 3.8 Key news and initiatives
  • 3.8.1 Partnership/Collaboration
  • 3.8.2 Merger/Acquisition
  • 3.8.3 Investment
  • 3.8.4 Product launch & innovation
• 3.9 Regulatory landscape
• 3.10 Impact forces
  • 3.10.1 Growth drivers
    • 3.10.1.1 Increasing need for seamless data integration across various sources
    • 3.10.1.2 Growth of artificial intelligence and machine learning applications
    • 3.10.1.3 Improved search accuracy and personalized recommendations
    • 3.10.1.4 Proliferation of Internet of Things (IoT) devices and the generation of massive volumes of data
  • 3.10.2 Industry pitfalls & challenges
    • 3.10.2.1 Data privacy and security challenges
    • 3.10.2.2 Complex implementation
• 3.11 Growth potential analysis
• 3.12 Porter's analysis
• 3.13 PESTEL analysis

Chapter 4 Competitive Landscape, 2022

• 4.1 Introduction
• 4.2 Company market share, 2022
• 4.3 Competitive analysis of major market players, 2022
  • 4.3.1 AWS
  • 4.3.2 Cambridge Semantics
  • 4.3.3 Franz Inc.
  • 4.3.4 Google
  • 4.3.5 IBM Corporation
  • 4.3.6 Microsoft
  • 4.3.7 Stardog
• 4.4 Competitive positioning matrix, 2022
• 4.5 Strategic outlook matrix, 2022

Chapter 5 Knowledge Graph Market Estimates & Forecast, By Type (Revenue)

• 5.1 Key trends, by type
• 5.2 Context-rich knowledge graphs
• 5.3 External-sensing knowledge graphs
• 5.4 NLP Knowledge graphs

Chapter 6 Knowledge Graph Market Estimates & Forecast, By Task Type (Revenue)

• 6.1 Key trends, by task type
• 6.2 Link prediction
• 6.3 Entity resolution
• 6.4 Link-based clustering

Chapter 7 Knowledge Graph Market Estimates & Forecast, By Data Source (Revenue)

• 7.1 Key trends, by data source
• 7.2 Structured data
• 7.3 Unstructured data
• 7.4 Semi-structured data

Chapter 8 Knowledge Graph Market Estimates & Forecast, By Organization Size (Revenue)

• 8.1 Key trends, by organization size
• 8.2 SMEs
• 8.3 Large enterprises

Chapter 9 Knowledge Graph Market Estimates & Forecast, By Application (Revenue)

• 9.1 Key trends, by application
• 9.2 Semantic search
• 9.3 Recommendation systems
• 9.4 Data integration
• 9.5 Knowledge management
• 9.6 AI & machine learning

Chapter 10 Knowledge Graph Market Estimates & Forecast, By End-Use (Revenue)

• 10.1 Key trends, by end-use
• 10.2 Healthcare
• 10.3 E-commerce & retail
• 10.4 BFSI
• 10.5 Government
• 10.6 Media & entertainment
• 10.7 Manufacturing
• 10.8 Transportation & logistics
• 10.9 Others

Chapter 11 Knowledge Graph Market Estimates & Forecast, By Region (Revenue)

• 11.1 Key trends, by region
• 11.2 North America
  • 11.2.1 U.S.
  • 11.2.2 Canada
• 11.3 Europe
  • 11.3.1 UK
  • 11.3.2 Germany
  • 11.3.3 France
  • 11.3.4 Italy
  • 11.3.5 Spain
  • 11.3.6 Nordics
• 11.4 Asia Pacific
  • 11.4.1 China
  • 11.4.2 India
  • 11.4.3 Japan
  • 11.4.4 Australia
  • 11.4.5 South Korea
  • 11.4.6 Southeast Asia
• 11.5 Latin America
  • 11.5.1 Brazil
  • 11.5.2 Mexico
  • 11.5.3 Argentina
• 11.6 MEA
  • 11.6.1 UAE
  • 11.6.2 Saudi Arabia
  • 11.6.3 South Africa

Chapter 12 Company Profiles

• 12.1 AllegroGraph
• 12.2 Amazon Web Services (AWS)
• 12.3 Cambridge Semantics
• 12.4 Crayon Data
• 12.5 DataStax
• 12.6 Franz Inc.
• 12.7 Google
• 12.8 Grakn Labs
• 12.9 IBM
• 12.10 Microsoft
• 12.11 Neo4j
• 12.12 Ontotext
• 12.13 Oracle
• 12.14 PoolParty
• 12.15 Stardog