全体要約
市場ではアイデンティティ・アクセス管理（IAM）が最大のシェアを占める見込みです。IAMは複雑化するサイバー脅威に対抗するための重要な手段となっており、AI技術との統合によりリアルタイムの脅威分析が可能です。また、北米地域が最大の市場規模を誇り、米国はサイバーセキュリティソリューションの先駆者です。主要ベンダーにはNVIDIA、IBM、CrowdStrikeなどがあります。
関連する質問
224億ドル（2023年）
21.9%（2023年から2028年）
NVIDIA, Intel, Xilinx Inc., Samsung Electronics Co., Ltd, Micron Technology, Inc., IBM Corporation, Amazon Web Services, Inc., Microsoft, Palo Alto Networks Inc., Trellix, CrowdStrike, NortonLifeLock, Cylance Inc., ThreatMetrix Inc., Securonix Inc., Sift Science, Acalvio Technologies, Darktrace, SparkCognition Inc., Fortinet, Check Point Software Technologies, Ltd, High-Tech Bridge, Deep Instinct, SentinelOne, Feedzai, Vectra, Zimperium, Argus Cyber Security, Nozomi Networks, BitSight Technologies, Kaspersky Lab, Bitdefender, ESET
IoT機器の普及拡大、人間の手によるサイバー攻撃の脆弱性増加、クラウドベースのセキュリティソリューションの需要増加
概要
「自動車分野は、予測期間中に最も大きなCAGRを保持することが見込まれています。」
サイバーセキュリティにおけるAIは、デジタル診断と遠隔患者モニタリングを備えたスマート医療施設を実現するために、ヘルスケアおよびライフサイエンス分野で採用されています。自動車産業は、車の複雑さの増大、自律走行車の脆弱性の増加、および攻撃の危険にさらされた広大なグローバルサプライチェーンのため、サイバーセキュリティにAIを取り入れています。AIはリアルタイムの脅威検出、データ保護、手動作業の自動化に優れており、サイバー攻撃に対するより効率的で適応性のある防御をもたらします。しかし、データの偏りや不透明なAIモデルなどの課題には、慎重な実装と既存システムとの統合が必要です。さらに、AIは接続された自律走行車の未来を確保する重要な役割を果たすことが期待されています。
「アプリケーションの中で、アイデンティティとアクセス管理が予測期間中に最大の市場を占めることになります。」
アイデンティティとアクセス管理（IAM）の急速な成長は、サイバーセキュリティ市場におけるいくつかの重要な要因によって推進されています。サイバー脅威の複雑さが増す中、高度なセキュリティ対策が必要であり、IAMは防御を強化する上で重要な役割を果たしています。人工知能の統合はIAMの機能を向上させ、リアルタイムの脅威分析や適応型アクセス制御を可能にします。さらに、規制遵守の義務はIAMソリューションの採用を促進し、組織が厳格なセキュリティ基準を満たすことを確保します。また、リモートワークの増加が、さまざまな環境でのアクセスを保護するために強固なIAMの必要性を高めています。これにより、AIサイバーセキュリティにおけるIAMは、進化するサイバー脅威と戦う必要性、規制への準拠、リモートアクセスの確保という命題によって支えられています。
「技術の中で、機械学習は予測期間中に最大の市場シェアを占めると予想されています。」
サイバーセキュリティ市場におけるAIにおける機械学習（ML）の採用は、強力な上昇軌道を経験しています。MLの膨大なデータセットを分析する能力は、積極的な脅威検出と対応を可能にします。異常検出やパターン認識への応用は、サイバーセキュリティ対策を強化し、リアルタイムで潜在的なリスクを特定します。ML駆動のソリューションは適応し進化しており、巧妙なサイバー脅威に先行しています。サイバー攻撃の動的な性質は、継続的な学習アプローチを必要とし、これはMLの強みと一致します。組織は、リスクを軽減し、進化するサイバー脅威の風景に対して強固な保護を確保するために、サイバーセキュリティ戦略にMLを統合する傾向が高まっています。この採用の増加は、AI駆動のサイバーセキュリティイニシアチブを強化する上でのMLの重要な役割を強調しています。
北米は予測期間中に最大の市場規模を占めるでしょう。
北米は、セキュリティベンダーとサイバーインシデントにおいて世界をリードしています。重要なインフラストラクチャや機密データの保護は、相互接続性とデジタル化の進展に伴い、ますます大きな課題に直面しています。サイバーセキュリティソリューションの重要な初期導入者である米国は、市場収益において支配的であると予想されています。DDoS攻撃、ランサムウェア、標的型フィッシングなど、エスカレートするサイバー攻撃は、経済的および国家安全保障に重大な課題をもたらしています。クラウドコンピューティングやIoT導入などの技術的進歩にもかかわらず、企業は高度な脅威に直面しています。この地域の脆弱性とコンプライアンス要件により、北米はさまざまなサイバーセキュリティベンダーにとって最も魅力的な市場となっており、米国とカナダがその最前線にいます。
プライマリの内訳
サイバーセキュリティ市場におけるAIに関わる主要な組織の最高経営責任者（CEO）、イノベーションおよびテクノロジー担当ディレクター、システムインテグレーター、そして幹部との詳細なインタビューが実施されました。
会社別：ティア I: 35%、ティア II: 45%、ティア III: 20%
役職別：Cレベルエグゼクティブ：35%、ディレクター：25%、その他：40%
地域別：北米：40％、ヨーロッパ：20％、アジア太平洋：30％、中東・アフリカ：5％、ラテンアメリカ：5％
サイバーセキュリティソリューションおよびサービスにおける主要なベンダーは、NVIDIA（米国）、Intel（米国）、Xilinx Inc.（米国）、Samsung Electronics Co., Ltd（韓国）、Micron Technology, Inc.（米国）、IBM Corporation（米国）、Amazon Web Services, Inc.（米国）、Microsoft（米国）、Palo Alto Networks Inc.（米国）、Trellix（米国）、CrowdStrike（米国）、NortonLifeLock（米国）、Cylance Inc.（米国）、ThreatMetrix Inc.（米国）、Securonix Inc.（米国）、Sift Science（米国）、Acalvio Technologies（米国）、Darktrace（英国）、SparkCognition Inc.（米国）、Fortinet（米国）、Check Point Software Technologies, Ltd（米国）、High-Tech Bridge（スイス）、Deep Instinct（米国）、SentinelOne（米国）、Feedzai（米国）、Vectra（米国）、Zimperium（米国）、Argus Cyber Security（イスラエル）、Nozomi Networks（米国）、BitSight Technologies（米国）、およびKaspersky Lab（ロシア）、Bitdefender（ルーマニア）、ESET（米国）などのアンチウイルス会社が含まれます。
研究対象
市場調査は、セグメント別のサイバーセキュリティにおけるAIを対象としています。市場規模や成長の可能性を、提供方法、セキュリティタイプ、技術、アプリケーション、垂直市場、地域といった異なるセグメントで推定することを目的としています。また、市場の主要プレーヤーに関する詳細な競争分析や、企業プロフィール、製品やビジネス提供に関する重要な観察、最近の動向、そして主要な市場戦略を含んでいます。
レポート購入の主な利点
この報告書は、市場のリーダーや新規参入者に、サイバーセキュリティにおけるAIの全体市場およびそのサブセグメントの収益数値に関する最も近い推定を提供します。これにより、ステークホルダーは競争環境を理解し、自社を適切にポジショニングし、効果的な市場投入戦略を計画するためのさらなる洞察を得ることができます。また、市場の動向を把握し、主要な市場ドライバー、制約、課題、機会に関する情報を提供します。
レポートは以下のポイントに関する洞察を提供します：
• 主要な要因の分析（IoTの普及と接続デバイスの増加、データ保護への懸念の高まり、Wi-Fiネットワークのセキュリティ脅威に対する脆弱性の増加）、制約（内部サイバー脅威の増加）、機会（中小企業におけるクラウドベースのセキュリティソリューションへの需要の高まり、ビジネス機能のためのソーシャルメディアの利用増加）、および課題（サイバーセキュリティとAIの専門家の数が限られていること、既存の情報システムとの相互運用性の欠如）
• 製品開発/革新：サイバーセキュリティ市場における新しい技術、研究開発活動、及び新製品およびサービスの発売に関する詳細な洞察です。
• 市場の発展：魅力的な市場に関する包括的な情報 - このレポートは、さまざまな地域におけるサイバーセキュリティにおけるAI市場を分析しています。
• マーケットの多様化：新しい製品とサービス、未開拓の地域、最近の動向、AIにおけるサイバーセキュリティ市場戦略への投資に関する網羅的な情報。レポートは、利害関係者がサイバーセキュリティ分野におけるAI市場の脈動を理解するのを助け、主要な市場の推進要因、制約、課題、および機会に関する情報を提供します。
• 競争評価：CrowdStrike（米国）、Fortinet（米国）、Trellix（米国）、Check Point Software Technologies（米国）、Darktrace（英国）などのAIセキュリティ市場における主要プレーヤーの市場シェア、成長戦略、サービス提供の詳細な評価です。
※以下の目次にて、具体的なレポートの構成をご覧頂けます。ご購入、無料サンプルご請求、その他お問い合わせは、ページ上のボタンよりお進みください。
目次
1 イントロダクション 66
1.1 調査の目的 66
1.2 市場の定義 66
1.2.1 包含・除外事項 67
1.3 市場範囲 70
1.3.1 市場セグメンテーション 70
1.3.2 対象地域 71
1.3.3 対象年 71
1.4 通貨 72
1.5 ステークホルダー 72
1.6 変化のサマリー 73
1.6.1 リセッション時のインパクト 73
2 調査手法 74
2.1 リサーチデータ 74
2.1.1 二次データ 75
2.1.2 一次データ 75
- 2.1.2.1 主なプロファイル内訳 76
- 2.1.2.2 業界についての主な考察 76
2.2 市場予測 77
2.3 市場規模予測 78
2.3.1 トップダウンアプローチ 78
2.3.2 ボトムアップアプローチ 79
2.4 データのトライアンギュレーション 82
2.5 調査の前提 83
2.6 調査の制約 85
2.7 グローバルのサイバーセキュリティAI市場におけるリセッションのインパクト 85
3 エグゼクティブサマリー 87
4 更なる考察 99
4.1 サイバーセキュリティAI市場プレイヤーにとって魅力的な事業機会 99
4.2 サイバーセキュリティAI市場、トップ３のアプリケーション 99
4.3 北米：サイバーセキュリティAI市場、オファリングおよび主要バーティカル別 100
4.4 サイバーセキュリティAIの市場、地域別 100
5 市場概要・業界トレンド 101
5.1 イントロダクション 101
5.2 市場ダイナミクス 101
5.2.1 促進要因 102
5.2.2 抑制要因 103
- 5.2.2.1 ゼロデイや高度な脅威を阻止できないAI 103
- 5.2.2.2 インサイダーによるサイバー脅威の増加 103
5.2.3 市場機会 104
- 5.2.3.1 中小企業におけるクラウドベースのセキュリティ・ソリューションに対するニーズの高まり 104
- 5.2.3.2 ビジネスにおけるソーシャルメディア利用の増加 104
- 5.2.3.3 高度なセキュリティを提供するゼロ・トラスト・フレームワーク 104
5.2.4 課題 104
- 5.2.4.1 サイバーセキュリティとAIの専門家の数が限られている 104
- 5.2.4.2 既存の情報システムとの相互運用性の欠如 105
- 5.2.4.3 AIの欠点 105
5.3 技術分析 106
5.3.1 需要技術 106
- 5.3.1.1 生成AI 106
- 5.3.1.2 ブロックチェーン 106
- 5.3.1.3 予測分析 106
5.3.2 コンプリメンタリー・テクノロジー 107
- 5.3.2.1 トークン化 107
- 5.3.2.2 クラウドコンピューティング 107
- 5.3.2.3 AR/ VR 107
5.3.3 アディショナルテクノロジー 107
- 5.3.3.1 量子コンピューティング 107
- 5.3.3.2 IOT 108
- 5.3.3.3 ビッグデータ 108
- 5.3.3.4 5G 108
5.4 ケーススタディ分析 109
5.4.1 BFSI 109
- 5.4.1.1 カーギルズ銀行、IBM QRadar SIEMを導入 109
5.4.2 IT・ITES 110
- 5.4.2.1 インフォシス、投資大手向けにISEM（Infrastructure Security Endpoint Management）を提供 110
5.4.3 エネルギー・公益 110
5.4.4 通信 111
5.4.5 政府機関・防衛 112
5.5 サイバーセキュリティAI市場の進展 113
5.5.1 チューリング、機械、理論的基礎 113
5.5.2 コンピューティングの黎明期 114
5.5.3 エキスパート・システム 114
5.5.4 機械学習の進化 114
5.5.5 ディープラーニングとニューラルネットワーク 114
5.5.6 大規模言語モデルの最新動向 114
5.5.7 量子コンピューターの出現 115
5.5.8 将来の展望 115
5.6 エコシステム、マーケットマップ 115
5.7 関税と規制の状況 117
5.7.1 サイバーセキュリティにおけるAI関連関税 117
5.7.2 規制当局、政府機関、その他組織 118
- 5.7.2.1 北米 122
- 5.7.2.1.1 米国 122
- 5.7.2.1.2 カナダ 122
- 5.7.2.2 ヨーロッパ 122
- 5.7.2.2.1 一般データ保護規則（GDPR） 122
- 5.7.2.2.2 AIのEU規制枠組み 123
- 5.7.2.3 アジア太平洋 123
- 5.7.2.3.1 韓国 123
- 5.7.2.3.2 中国 123
- 5.7.2.3.3 インド 123
- 5.7.2.4 中東・アフリカ 123
- 5.7.2.4.1 アラブ首長国連邦 123
- 5.7.2.4.2 KSA 124
- 5.7.2.4.3 バーレーン 124
- 5.7.2.5 ラテンアメリカ 124
- 5.7.2.5.1 ブラジル 124
- 5.7.2.5.2 メキシコ 124
- 5.7.2.1 北米 122
5.8 バリューチェーン分析 124
5.8.1 研究・設計・開発 125
5.8.2 コンポーネント・プロバイダー 125
5.8.3 システムインテグレーター 126
5.8.4 マーケティングおよびセールスエグゼクティブ 126
5.8.5 エンドユーザー業界 126
5.8.6 サービスプロバイダー 126
5.9 ポーターのファイブフォース分析 126
5.9.1 新規参入の脅威 128
5.9.2 代替品の脅威 128
5.9.3 サプライヤーの交渉力 128
5.9.4 買い手の交渉力 128
5.9.5 競合・競争状況の激しさ 129
5.10 主要なカンファレンスイベント 129
5.11 主なステークホルダーと購入基準 131
5.11.1 購買プロセスにおける主要ステークホルダー 131
5.11.2 購買基準 132
5.12 価格分析 133
5.12.1 サイバーセキュリティにおけるAIベンダー別の指標的価格分析 133
5.12.2 主要プレイヤーの平均販売価格トレンド、ハードウェア別 134
5.13 特許分析 135
5.13.1 調査手法 135
5.13.2 特許出願（文書タイプ別 135
5.13.3 イノベーション・特許 136
- 5.13.3.1 サイバーセキュリティにおけるAIの応募者トップ10 136
5.14 取引分析・貿易分析 142
5.14.1 自動データ処理機械とユニットの輸入シナリオ 142
5.14.2 自動データ処理機械・装置の輸出シナリオ 144
5.15 お客様のビジネスに影響を与えるトレンド/混乱 146
5.16 サイバーセキュリティAI市場におけるベストプラクティス 147
5.17 サイバーセキュリティAI市場における技術ロードマップ 148
5.18 サイバーセキュリティAI市場におけるビジネスモデル 150
6 サイバーセキュリティAIの市場、オファリング別 152
6.1 イントロダクション 153
6.1.1 オファリング：サイバーセキュリティAI市場のドライバー 153
6.2 ハードウェア 155
6.2.1 AIを活用したサイバーセキュリティ・ソリューションの強化に不可欠なハードウェアのイノベーション 155
6.2.2 アクセラレータ 157
- 6.2.2.1 AIアプリケーションにおける高速処理への需要の高まり 157
6.2.3 プロセッサー 158
- 6.2.3.1 AIハードウェアのトレンドの台頭：GPUがリード、FPGAが対抗、ニューロモルフィックチップの出現 158
- 6.2.3.2 MPU 161
- 6.2.3.3 GPU 161
- 6.2.3.4 FPGA 162
- 6.2.3.5 ASIC 163
- 6.2.3.6 TPU 164
- 6.2.3.7 その他のプロセッサー 164
6.2.4 ストレージ 165
- 6.2.4.1 大容量データの保存に役立つメモリー・ソリューション 165
6.2.5 ネットワーク 166
- 6.2.5.1 CPUとGPU間の超高速通信を可能にする広帯域ネットワーク 166
6.3 ソリューション 167
6.3.1 AIソリューションの戦略的統合によるサイバーセキュリティの柔軟性向上 167
6.3.2 サイバーセキュリティにおけるAIソリューション市場：タイプ別 169
- 6.3.2.1 ソフトウェア 169
- 6.3.2.2 プラットフォーム 172
6.3.3 サイバーセキュリティにおけるAI市場：ソリューション、展開形態別 176
- 6.3.3.1 オンプレミス 177
- 6.3.3.1.1 オンプレミスで利用可能なプラットフォーム、アプリケーション、システム、データの完全なコントロール 177
- 6.3.3.2 クラウド 178
- 6.3.3.2.1 クラウドベースのソリューションの費用対効果が有利である 178
- 6.3.3.1 オンプレミス 177
6.4 サービス 180
6.4.1 プロフェッショナルサービス 181
6.4.2 マネージドサービス 186
7 サイバーセキュリティAIの市場、セキュリティタイプ別 188
7.1 イントロダクション 189
7.1.1 セキュリティタイプ：サイバーセキュリティAI市場のドライバー 189
7.2 インフラセキュリティ 191
7.2.1 数多くの脅威からデータを守るためのAIの応用 191
7.2.2 ネットワークセキュリティ 193
7.2.3 エンドポイントセキュリティ 194
- 7.2.3.1 ネットワーク機器に対するリアルタイムの脅威検出、予防、対応 194
7.2.4 クラウドセキュリティ 195
7.2.5 その他のインフラ・セキュリティ・タイプ 196
7.3 データセキュリティ 197
7.4 アプリケーションセキュリティ 198
7.5 その他セキュリティタイプ 199
8 サイバーセキュリティAIの市場、技術別 201
8.1 イントロダクション 202
8.1.1 技術：サイバーセキュリティAI市場のドライバー 202
8.2 機械学習 204
8.2.1 機械学習で企業が大量のデータに対処できるようになる 204
8.2.2 ディープラーニング 206
8.2.3 教師あり学習 208
8.2.4 教師なし学習 209
8.2.5 強化学習 210
8.2.6 ニューラルネットワーク 211
8.3 自然言語処理 212
8.3.1 リアルタイム翻訳と対話システムの開発 212
- 8.3.1.1 テキスト分析 215
- 8.3.1.2 チャットボット分析 215
- 8.3.1.3 センチメント分析 216
- 8.3.1.4 自然言語生成 217
- 8.3.1.5 名前付きエンティティ認識 218
- 8.3.1.6 自然言語理解 219
8.4 コンテキストアウェアコンピューティング 220
8.4.1 洗練されたハードセンサーとソフトセンサーの開発 220
- 8.4.1.1 自動脅威インテリジェンス 222
- 8.4.1.2 脅威ハンティング 223
- 8.4.1.3 オートメーションとオーケストレーション 224
- 8.4.1.3.1 セキュリティ・オーケストレーション、オートメーション、レスポンス（SOAR） 225
- 8.4.1.3.2 ロボットプロセスオートメーション（RPA） 225
8.5 コンピュータービジョン 226
8.5.1 画像認識 228
8.5.2 オブジェクト検出 229
8.5.3 異常検知 229
8.5.4 ビデオ分析 230
8.5.5 顔認識 231
8.5.6 セキュリティ監視の最適化 232
9 サイバーセキュリティAIの市場、用途別 234
9.1 イントロダクション 235
9.2 アイデンティティ＆アクセス管理 237
9.2.1 インサイダー攻撃によるデータ漏洩の脅威の増大 237
9.2.2 アクセス・ポリシーの実施 239
9.2.3 ユーザーのプロビジョニングとデプロビジョニング 239
9.2.4 シングルサインオン（SSO） 239
9.2.5 アイデンティティ・ガバナンス＆アドミニストレーション（iga） 240
9.2.6 多要素認証（MFA） 240
9.2.7 その他のアイデンティティ＆アクセス管理アプリケーション 240
9.3 リスク＆コンプライアンスマネジメント 240
9.4 データ損失防止 243
9.4.1 政府の規制と法律の厳格な実施 243
9.4.2 データ暗号化・トークン化 245
9.4.3 コンテンツの発見と分類 245
9.4.4 ユーザー活動の監視 246
9.4.5 インサイダー脅威検知 246
9.4.6 データ漏洩検出 246
9.4.7 その他のデータ損失防止アプリケーション 246
9.5 ユニファイドスレットマネジメント 247
9.5.1 進化するサイバー脅威から企業を守る、複数のセキュリティ機能の提供 247
9.5.2 ネットワーク監視とレポート 248
9.5.3 帯域幅管理 248
9.5.4 ゲートウェイ アンチウイルス 249
9.5.5 ボット識別 249
9.5.6 スパムフィルター 249
9.5.7 その他の統合脅威管理アプリケーション 249
9.6 セキュリティ・脆弱性管理 250
9.7 不正行為の検知 253
9.7.1 高性能コンピューティングとスケーラビリティを備えた堅牢なインフラの必要性 253
9.7.2 エンドポイント検出と応答（EDR） 255
9.7.3 パターン認識 255
9.7.4 取引モニタリング 255
9.7.5 ジオロケーション分析 255
9.7.6 フィッシング検知 255
9.7.7 その他の不正検知アプリケーション 255
9.8 侵入検知/防止システム 256
9.8.1 企業全体のネットワークを監視し、不審な活動を監視する必要性 256
9.8.2 閾値モニタリング 258
9.8.3 プロトコルベース侵入検知システム（pids） 258
9.8.4 ユーザーとエンティティの行動分析（ueba） 258
9.8.5 ファイル整合性監視 258
9.8.6 ホストベース侵入防御システム（HIPS） 258
9.8.7 その他の侵入検知/防止システム・アプリケーション 259
9.9 その他の用途 259
10 サイバーセキュリティAIの市場、バーティカル別 261
10.1 イントロダクション 262
10.1.1 バーティカル：サイバーセキュリティAI市場のドライバー 262
10.2 BFSI 264
10.2.1 金融業界におけるサイバー攻撃の増加 264
10.3 政府機関・防衛 266
10.3.1 AIベースのサイバーセキュリティ・ソリューションへの支出が増加 266
10.4 製造 267
10.4.1 オートメーション産業への莫大な投資 267
10.5 ヘルスケア＆ライフサイエンス 269
10.6 小売・eコマース 270
10.6.1 AIを活用した脅威対策とコンプライアンス管理の強化 270
10.7 通信 271
10.7.1 大量の通貨取引と拡大する消費者基盤 271
10.8 IT・ITES 273
10.8.1 AIを活用したサイバーセキュリティ・ソリューションを導入し、セキュリティ体制を強化する必要性 273
10.9 メディア・エンターテインメント 274
10.10 自動車 275
10.11 その他のバーティカル 277
11 サイバーセキュリティAIの市場、地域別 278
11.1 イントロダクション 279
11.2 北米 281
11.2.1 北米：サイバーセキュリティAI市場のドライバー 281
11.2.2 北米：景気後退の影響 281
11.2.3 米国 295
- 11.2.3.1 技術革新の急速な進展とインターネットの利用拡大 295
11.2.4 カナダ 295
11.3 ヨーロッパ 296
11.3.1 ヨーロッパ：サイバーセキュリティAI市場のドライバー 297
11.3.2 欧州：景気後退の影響 297
11.3.3 英国 310
- 11.3.3.1 サイバーセキュリティに向けた政府による組織の訓練・教育への取り組み 310
11.3.4 ドイツ 311
- 11.3.4.1 2021 サイバーセキュリティ戦略とAI推進への政府投資 311
11.3.5 フランス 311
11.3.6 イタリア 312
- 11.3.6.1 イタリア全土でランサムウェア事件が急増 312
11.3.7 スペイン 313
- 11.3.7.1 技術社会の進展に伴い、サイバーセキュリティにAIを組み込む必要性 313
11.3.8 オランダ 313
- 11.3.8.1 強固な法務・IT体制に支えられたサイバーセキュリティ技術の進化 313
11.3.9 その他のヨーロッパ 314
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Description
Table of Contents
1 INTRODUCTION 66
1.1 STUDY OBJECTIVES 66
1.2 MARKET DEFINITION 66
1.2.1 INCLUSIONS AND EXCLUSIONS 67
1.3 MARKET SCOPE 70
1.3.1 MARKET SEGMENTATION 70
1.3.2 REGIONS COVERED 71
1.3.3 YEARS CONSIDERED 71
1.4 CURRENCY CONSIDERED 72
1.5 STAKEHOLDERS 72
1.6 SUMMARY OF CHANGES 73
1.6.1 RECESSION IMPACT 73
2 RESEARCH METHODOLOGY 74
2.1 RESEARCH DATA 74
2.1.1 SECONDARY DATA 75
2.1.2 PRIMARY DATA 75
- 2.1.2.1 Breakup of primary profiles 76
- 2.1.2.2 Key industry insights 76
2.2 MARKET FORECAST 77
2.3 MARKET SIZE ESTIMATION 78
2.3.1 TOP-DOWN APPROACH 78
2.3.2 BOTTOM-UP APPROACH 79
2.4 DATA TRIANGULATION 82
2.5 STUDY ASSUMPTIONS 83
2.6 STUDY LIMITATIONS 85
2.7 IMPACT OF RECESSION ON GLOBAL AI IN CYBERSECURITY MARKET 85
3 EXECUTIVE SUMMARY 87
4 PREMIUM INSIGHTS 99
4.1 ATTRACTIVE OPPORTUNITIES FOR AI IN CYBERSECURITY MARKET PLAYERS 99
4.2 AI IN CYBERSECURITY MARKET: TOP THREE APPLICATIONS 99
4.3 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING AND KEY VERTICAL 100
4.4 AI IN CYBERSECURITY MARKET, BY REGION 100
5 MARKET OVERVIEW AND INDUSTRY TRENDS 101
5.1 INTRODUCTION 101
5.2 MARKET DYNAMICS 101
5.2.1 DRIVERS 102
- 5.2.1.1 Growth in adoption of IoT and increase in number of connected devices 102
- 5.2.1.2 Increase in instances of cyber threats 102
- 5.2.1.3 Rise in concerns regarding data protection 102
- 5.2.1.4 Increase in vulnerability of Wi-Fi networks to security threats 103
5.2.2 RESTRAINTS 103
- 5.2.2.1 Inability of AI to stop zero-day and advanced threats 103
- 5.2.2.2 Rise in insider cyber threats 103
5.2.3 OPPORTUNITIES 104
- 5.2.3.1 Growth in need for cloud-based security solutions among SMEs 104
- 5.2.3.2 Increase in use of social media for business functions 104
- 5.2.3.3 Zero trust framework providing advanced security 104
5.2.4 CHALLENGES 104
- 5.2.4.1 Limited number of cybersecurity and AI professionals 104
- 5.2.4.2 Lack of interoperability with existing information systems 105
- 5.2.4.3 Shortcomings of AI 105
5.3 TECHNOLOGY ANALYSIS 106
5.3.1 KEY TECHNOLOGY 106
- 5.3.1.1 Generative AI 106
- 5.3.1.2 Blockchain 106
- 5.3.1.3 Predictive Analytics 106
5.3.2 COMPLEMENTARY TECHNOLOGY 107
- 5.3.2.1 Tokenization 107
- 5.3.2.2 Cloud Computing 107
- 5.3.2.3 AR/VR 107
5.3.3 ADJACENT TECHNOLOGY 107
- 5.3.3.1 Quantum Computing 107
- 5.3.3.2 IoT 108
- 5.3.3.3 Big Data 108
- 5.3.3.4 5G 108
5.4 CASE STUDY ANALYSIS 109
5.4.1 BFSI 109
- 5.4.1.1 Cargills Bank implemented IBM QRadar SIEM 109
5.4.2 IT/ITES 110
- 5.4.2.1 Infosys offered Infrastructure Security Endpoint Management (ISEM) for investment giant 110
5.4.3 ENERGY & UTILITIES 110
- 5.4.3.1 Siemens used Amazon Web Services (AWS) to build data analytics platform 110
5.4.4 TELECOMMUNICATIONS 111
- 5.4.4.1 Fortune 500 TELCO used snorkel flow for classifying encrypted network data flows 111
5.4.5 GOVERNMENT & DEFENSE 112
- 5.4.5.1 US government agency used Snorkel Flow for application classification and network attack detection 112
5.5 EVOLUTION OF AI IN CYBERSECURITY MARKET 113
5.5.1 TURING, MACHINES, AND THEORETICAL FOUNDATIONS 113
5.5.2 EARLY DAYS OF COMPUTING 114
5.5.3 EXPERT SYSTEMS 114
5.5.4 MACHINE LEARNING EVOLUTION 114
5.5.5 DEEP LEARNING AND NEURAL NETWORKS 114
5.5.6 RECENT DEVELOPMENTS IN LARGE LANGUAGE MODELS 114
5.5.7 EMERGENCE OF QUANTUM COMPUTING 115
5.5.8 FUTURE AHEAD 115
5.6 ECOSYSTEM/MARKET MAP 115
5.7 TARIFF & REGULATORY LANDSCAPE 117
5.7.1 TARIFFS RELATED TO AI IN CYBERSECURITY 117
5.7.2 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 118
- 5.7.2.1 North America 122
- 5.7.2.1.1 US 122
- 5.7.2.1.1.1 California Consumer Privacy Act (CCPA) 122
- 5.7.2.1.1.2 Health Insurance Portability and Accountability Act (HIPAA) 122
- 5.7.2.1.1.3 Artificial Intelligence Risk Management Framework 1.0 (RMF) 122
- 5.7.2.1.2 Canada 122
- 5.7.2.1.2.1 Public Safety Canada Regulation 122
- 5.7.2.1.1 US 122
- 5.7.2.2 Europe 122
- 5.7.2.2.1 General Data Protection Regulation (GDPR) 122
- 5.7.2.2.2 EU Regulatory Framework for AI 123
- 5.7.2.3 Asia Pacific 123
- 5.7.2.3.1 South Korea 123
- 5.7.2.3.1.1 Personal Information Protection Act (PIPA) 123
- 5.7.2.3.2 China 123
- 5.7.2.3.3 India 123
- 5.7.2.3.1 South Korea 123
- 5.7.2.4 Middle East & Africa 123
- 5.7.2.4.1 UAE 123
- 5.7.2.4.1.1 UAE AI Regulations 123
- 5.7.2.4.2 KSA 124
- 5.7.2.4.2.1 Saudi Arabia AI Strategy 124
- 5.7.2.4.3 Bahrain 124
- 5.7.2.4.3.1 Bahrain AI Ethics Framework 124
- 5.7.2.4.1 UAE 123
- 5.7.2.5 Latin America 124
- 5.7.2.5.1 Brazil 124
- 5.7.2.5.2 Mexico 124
- 5.7.2.1 North America 122
5.8 VALUE CHAIN ANALYSIS 124
5.8.1 RESEARCH, DESIGN, AND DEVELOPMENT 125
5.8.2 COMPONENT PROVIDERS 125
5.8.3 SYSTEM INTEGRATORS 126
5.8.4 MARKETING AND SALES EXECUTIVES 126
5.8.5 END-USER INDUSTRIES 126
5.8.6 SERVICE PROVIDERS 126
5.9 PORTER'S FIVE FORCES ANALYSIS 126
5.9.1 THREAT FROM NEW ENTRANTS 128
5.9.2 THREAT FROM SUBSTITUTES 128
5.9.3 BARGAINING POWER OF SUPPLIERS 128
5.9.4 BARGAINING POWER OF BUYERS 128
5.9.5 INTENSITY OF COMPETITIVE RIVALRY 129
5.10 KEY CONFERENCES & EVENTS 129
5.11 KEY STAKEHOLDERS AND BUYING CRITERIA 131
5.11.1 KEY STAKEHOLDERS IN BUYING PROCESS 131
5.11.2 BUYING CRITERIA 132
5.12 PRICING ANALYSIS 133
5.12.1 INDICATIVE PRICING ANALYSIS, BY AI IN CYBERSECURITY VENDORS 133
5.12.2 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE 134
5.13 PATENT ANALYSIS 135
5.13.1 METHODOLOGY 135
5.13.2 PATENTS FILED, BY DOCUMENT TYPE 135
5.13.3 INNOVATION AND PATENT APPLICATIONS 136
- 5.13.3.1 Top 10 applicants in AI in cybersecurity 136
5.14 TRADE ANALYSIS 142
5.14.1 IMPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS 142
5.14.2 EXPORT SCENARIO OF AUTOMATED DATA PROCESSING MACHINES AND UNITS 144
5.15 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS 146
5.16 BEST PRACTICES IN AI IN CYBERSECURITY MARKET 147
5.17 TECHNOLOGY ROADMAP OF AI IN CYBERSECURITY MARKET 148
5.18 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET 150
6 AI IN CYBERSECURITY MARKET, BY OFFERING 152
6.1 INTRODUCTION 153
6.1.1 OFFERING: AI IN CYBERSECURITY MARKET DRIVERS 153
6.2 HARDWARE 155
6.2.1 HARDWARE INNOVATIONS PIVOTAL IN FORTIFYING AI-POWERED CYBERSECURITY SOLUTIONS 155
6.2.2 ACCELERATORS 157
- 6.2.2.1 Rise in demand for faster processing in AI applications 157
6.2.3 PROCESSORS 158
- 6.2.3.1 Rise in trends in AI hardware: GPUs leading, FPGAs competing, and emergence of neuromorphic chips 158
- 6.2.3.2 MPU 161
- 6.2.3.3 GPU 161
- 6.2.3.4 FPGA 162
- 6.2.3.5 ASIC 163
- 6.2.3.6 TPU 164
- 6.2.3.7 Other processors 164
6.2.4 STORAGE 165
- 6.2.4.1 Memory solutions to help store large volumes of data 165
6.2.5 NETWORK 166
- 6.2.5.1 High-bandwidth networks to enable ultrafast communication between CPUs and GPUs 166
6.3 SOLUTIONS 167
6.3.1 RISE IN CYBERSECURITY FLEXIBILITY THROUGH STRATEGIC INTEGRATION OF AI SOLUTIONS 167
6.3.2 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE 169
- 6.3.2.1 Software 169
- 6.3.2.1.1 AI-infused software to drive growth in cybersecurity solutions to counteract rise in cyber threats 169
- 6.3.2.1.2 Standalone 171
- 6.3.2.1.3 Integrated 171
- 6.3.2.2 Platforms 172
- 6.3.2.2.1 Rapid adoption of AI platforms, including Machine Learning and Deep Learning, to safeguard sensitive data 172
- 6.3.2.2.2 Application Program Interface (API) 174
- 6.3.2.2.3 Machine learning framework 175
- 6.3.2.1 Software 169
6.3.3 AI IN CYBERSECURITY MARKET FOR SOLUTIONS, BY DEPLOYMENT MODE 176
- 6.3.3.1 On-premises 177
- 6.3.3.1.1 Full control of platforms, applications, systems, and data available on-premises 177
- 6.3.3.2 Cloud 178
- 6.3.3.2.1 Cost-effectiveness of cloud-based solutions to be advantageous 178
- 6.3.3.1 On-premises 177
6.4 SERVICES 180
6.4.1 PROFESSIONAL SERVICES 181
- 6.4.1.1 Surge in AI-powered professional services for enhanced threat detection and incident response 181
- 6.4.1.2 Consulting services 183
- 6.4.1.3 Deployment & integration 184
- 6.4.1.4 Support & maintenance 185
6.4.2 MANAGED SERVICES 186
- 6.4.2.1 AI integration to amplify managed cybersecurity services for enhanced threat management and response 186
7 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE 188
7.1 INTRODUCTION 189
7.1.1 SECURITY TYPE: AI IN CYBERSECURITY MARKET DRIVERS 189
7.2 INFRASTRUCTURE SECURITY 191
7.2.1 APPLICATION OF AI TO PROTECT DATA FROM NUMEROUS THREATS 191
7.2.2 NETWORK SECURITY 193
- 7.2.2.1 Strengthening corporate networks with advanced cybersecurity measures and integration of AI 193
7.2.3 ENDPOINT SECURITY 194
- 7.2.3.1 Real-time threat detection, prevention, and response to network devices 194
7.2.4 CLOUD SECURITY 195
- 7.2.4.1 Complete threat protection against ransomware, internal email risks, and file-sharing risks 195
7.2.5 OTHER INFRASTRUCTURE SECURITY TYPES 196
7.3 DATA SECURITY 197
7.3.1 POTENTIAL FOR PRIVACY INFRINGEMENT WITH AI IDENTIFYING DATA PATTERNS, DELIVERING ACTIONABLE GUIDANCE, AND AUTONOMOUS THREAT MITIGATION 197
7.4 APPLICATION SECURITY 198
7.4.1 RELIANCE ON NETWORK SECURITY AND NEGLECTING APPLICATIONS TO CREATE SECURITY GAP, MAKING ORGANIZATIONS SUSCEPTIBLE TO ATTACKS 198
7.5 OTHER SECURITY TYPES 199
8 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY 201
8.1 INTRODUCTION 202
8.1.1 TECHNOLOGY: AI IN CYBERSECURITY MARKET DRIVERS 202
8.2 MACHINE LEARNING 204
8.2.1 MACHINE LEARNING TO HELP BUSINESSES DEAL WITH LARGE VOLUMES OF DATA 204
8.2.2 DEEP LEARNING 206
- 8.2.2.1 Convolutional neural networks (CNN) 207
- 8.2.2.2 Recurrent neural networks (RNN) 207
- 8.2.2.3 Generative AI 207
- 8.2.2.3.1 Generative adversarial networks (GAI) 207
- 8.2.2.3.2 Variational autoencoders 208
- 8.2.2.3.3 Transformative AI 208
- 8.2.2.3.4 Other deep learning technologies 208
8.2.3 SUPERVISED LEARNING 208
- 8.2.3.1 Crucial role in threat detection and mitigation 208
8.2.4 UNSUPERVISED LEARNING 209
- 8.2.4.1 Using unsupervised learning for advanced cyber threat detection 209
8.2.5 REINFORCEMENT LEARNING 210
- 8.2.5.1 Impact and efficiency of reinforcement learning in adaptive defense strategies 210
8.2.6 NEURAL NETWORKS 211
8.3 NATURAL LANGUAGE PROCESSING 212
8.3.1 REAL-TIME TRANSLATION AND DEVELOPMENT OF SYSTEMS TO INTERACT THROUGH DIALOGUES 212
- 8.3.1.1 Text analysis 215
- 8.3.1.2 Chatbot analysis 215
- 8.3.1.3 Sentiment analysis 216
- 8.3.1.4 Natural language generation 217
- 8.3.1.5 Named entity recognition 218
- 8.3.1.6 Natural language understanding 219
8.4 CONTEXT-AWARE COMPUTING 220
8.4.1 DEVELOPMENT OF SOPHISTICATED HARD AND SOFT SENSORS 220
- 8.4.1.1 Automated threat intelligence 222
- 8.4.1.2 Threat hunting 223
- 8.4.1.3 Automation & orchestration 224
- 8.4.1.3.1 Security Orchestration, Automation, and Response (SOAR) 225
- 8.4.1.3.2 Robotic Process Automation (RPA) 225
8.5 COMPUTER VISION 226
8.5.1 IMAGE RECOGNITION 228
8.5.2 OBJECT DETECTION 229
8.5.3 ANOMALY DETECTION 229
8.5.4 VIDEO ANALYSIS 230
8.5.5 FACIAL RECOGNITION 231
8.5.6 SECURITY SURVEILLANCE OPTIMIZATION 232
9 AI IN CYBERSECURITY MARKET, BY APPLICATION 234
9.1 INTRODUCTION 235
9.2 IDENTITY & ACCESS MANAGEMENT 237
9.2.1 INCREASE IN THREAT OF DATA BREACHES DUE TO INSIDER ATTACKS 237
9.2.2 ACCESS POLICY ENFORCEMENT 239
9.2.3 USER PROVISIONING & DEPROVISIONING 239
9.2.4 SINGLE SIGN-ON (SSO) 239
9.2.5 IDENTITY GOVERNANCE & ADMINISTRATION (IGA) 240
9.2.6 MULTI-FACTOR AUTHENTICATION (MFA) 240
9.2.7 OTHER IDENTITY & ACCESS MANAGEMENT APPLICATIONS 240
9.3 RISK & COMPLIANCE MANAGEMENT 240
9.3.1 INCREASE IN NEED FOR INTERNAL AUDIT FEATURES AND REGULATORY COMPLIANCE MANDATES 240
9.3.2 AUTOMATED COMPLIANCE AUDITING 242
9.3.3 AUDIT TRAIL GENERATION 242
9.3.4 REGULATORY COMPLIANCE REPORTING 243
9.3.5 THREAT MODELING 243
9.3.6 INCIDENT RESPONSE PLANNING 243
9.3.7 OTHER RISK & COMPLIANCE MANAGEMENT APPLICATIONS 243
9.4 DATA LOSS PREVENTION 243
9.4.1 STRICT IMPLEMENTATION OF GOVERNMENT REGULATIONS AND LAWS 243
9.4.2 DATA ENCRYPTION & TOKENIZATION 245
9.4.3 CONTENT DISCOVERY & CLASSIFICATION 245
9.4.4 USER ACTIVITY MONITORING 246
9.4.5 INSIDER THREAT DETECTION 246
9.4.6 DATA LEAK DETECTION 246
9.4.7 OTHER DATA LOSS PREVENTION APPLICATIONS 246
9.5 UNIFIED THREAT MANAGEMENT 247
9.5.1 PROVISION OF MULTIPLE SECURITY FUNCTIONS TO PROTECT ENTERPRISES FROM EVOLVING CYBER THREATS 247
9.5.2 NETWORK MONITORING & REPORTING 248
9.5.3 BANDWIDTH MANAGEMENT 248
9.5.4 GATEWAY ANTIVIRUS 249
9.5.5 BOT IDENTIFICATION 249
9.5.6 SPAM FILTERING 249
9.5.7 OTHER UNIFIED THREAT MANAGEMENT APPLICATIONS 249
9.6 SECURITY & VULNERABILITY MANAGEMENT 250
9.6.1 GROWTH IN VOLUME OF DATA AND RISE IN ADOPTION OF BYOD TREND 250
9.6.2 PATCH MANAGEMENT 252
9.6.3 VULNERABILITY SCANNING & ASSESSMENT 252
9.6.4 SECURITY INFORMATION & EVENT MANAGEMENT (SIEM) 252
9.6.5 BREACH RISK PREDICTION 252
9.6.6 CONFIGURATION MANAGEMENT 252
9.6.7 OTHER SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS 253
9.7 FRAUD DETECTION 253
9.7.1 NEED FOR ROBUST INFRASTRUCTURE WITH HIGH-PERFORMANCE COMPUTING AND SCALABILITY 253
9.7.2 ENDPOINT DETECTION & RESPONSE (EDR) 255
9.7.3 PATTERN RECOGNITION 255
9.7.4 TRANSACTION MONITORING 255
9.7.5 GEOLOCATION ANALYSIS 255
9.7.6 PHISHING DETECTION 255
9.7.7 OTHER FRAUD DETECTION APPLICATIONS 255
9.8 INTRUSION DETECTION/PREVENTION SYSTEM 256
9.8.1 NEED TO MONITOR NETWORK ACROSS ENTERPRISES FOR SUSPICIOUS ACTIVITY 256
9.8.2 THRESHOLD MONITORING 258
9.8.3 PROTOCOL-BASED INTRUSION DETECTION SYSTEM (PIDS) 258
9.8.4 USER & ENTITY BEHAVIOR ANALYTICS (UEBA) 258
9.8.5 FILE INTEGRITY MONITORING 258
9.8.6 HOST-BASED INTRUSION PREVENTION SYSTEM (HIPS) 258
9.8.7 OTHER INTRUSION DETECTION/PREVENTION SYSTEM APPLICATIONS 259
9.9 OTHER APPLICATIONS 259
10 AI IN CYBERSECURITY MARKET, BY VERTICAL 261
10.1 INTRODUCTION 262
10.1.1 VERTICAL: AI IN CYBERSECURITY MARKET DRIVERS 262
10.2 BFSI 264
10.2.1 RISE IN INSTANCES OF CYBER-ATTACKS IN FINANCIAL VERTICAL 264
10.3 GOVERNMENT & DEFENSE 266
10.3.1 INCREASE IN SPENDING ON AI-BASED CYBERSECURITY SOLUTIONS 266
10.4 MANUFACTURING 267
10.4.1 HUGE INVESTMENTS IN INDUSTRY ON AUTOMATION 267
10.5 HEALTHCARE & LIFE SCIENCES 269
10.5.1 INCREASE IN NUMBER OF DATA BREACHES AND COMPROMISED ELECTRONIC HEALTHCARE RECORDS 269
10.6 RETAIL & ECOMMERCE 270
10.6.1 HARNESSING AI FOR ENHANCED THREAT PROTECTION AND COMPLIANCE MANAGEMENT 270
10.7 TELECOMMUNICATIONS 271
10.7.1 LARGE NUMBER OF MONETARY TRANSACTIONS AND EXPANDING CONSUMER BASE 271
10.8 IT/ITES 273
10.8.1 NEED TO IMPLEMENT AI-POWERED CYBERSECURITY SOLUTIONS TO ENHANCE SECURITY POSTURE 273
10.9 MEDIA & ENTERTAINMENT 274
10.9.1 RISE IN ENTERTAINMENT SECURITY TO UTILIZE AI FOR CHALLENGING CYBER DEFENSES 274
10.10 AUTOMOTIVE 275
10.10.1 INCREASE IN CYBERATTACKS DUE TO RISE IN NUMBER OF CONNECTED AND AUTONOMOUS CARS 275
10.11 OTHER VERTICALS 277
11 AI IN CYBERSECURITY MARKET, BY REGION 278
11.1 INTRODUCTION 279
11.2 NORTH AMERICA 281
11.2.1 NORTH AMERICA: AI IN CYBERSECURITY MARKET DRIVERS 281
11.2.2 NORTH AMERICA: IMPACT OF RECESSION 281
11.2.3 US 295
- 11.2.3.1 Rapid growth in technological innovations and increased use of internet 295
11.2.4 CANADA 295
11.3 EUROPE 296
11.3.1 EUROPE: AI IN CYBERSECURITY MARKET DRIVERS 297
11.3.2 EUROPE: IMPACT OF RECESSION 297
11.3.3 UK 310
- 11.3.3.1 Government initiatives toward cybersecurity for training and educating organizations 310
11.3.4 GERMANY 311
- 11.3.4.1 2021 Cyber Security Strategy and government investment in AI promotion 311
11.3.5 FRANCE 311
- 11.3.5.1 High internet penetration rate and developed digital and technological infrastructure to increase vulnerability to cyberattacks 311
11.3.6 ITALY 312
- 11.3.6.1 Surge in ransomware incidents across Italy 312
11.3.7 SPAIN 313
- 11.3.7.1 Need to integrate AI in cybersecurity for increasingly technological society 313
11.3.8 NETHERLANDS 313
- 11.3.8.1 Advancing cybersecurity technology, backed by robust legal and IT structures 313
11.3.9 REST OF EUROPE 314
TABLE 1 USD EXCHANGE RATE, 2020-2022 TABLE 2 PRIMARY INTERVIEWS TABLE 3 FACTOR ANALYSIS TABLE 4 RECESSION IMPACT ON AI IN CYBERSECURITY MARKET TABLE 5 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2019-2022 (USD MILLION Y-O-Y) TABLE 6 GLOBAL AI IN CYBERSECURITY MARKET AND GROWTH RATE, 2023-2028 (USD MILLION Y-O-Y) TABLE 7 ROLE OF PLAYERS IN AI IN CYBERSECURITY TABLE 8 TARIFFS RELATED TO AI IN CYBERSECURITY MARKET, 2022 TABLE 9 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 10 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 11 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 12 ROW: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 13 PORTER'S FIVE FORCES IMPACT ON AI IN CYBERSECURITY TABLE 14 DETAILED LIST OF CONFERENCE & EVENTS, 2023-2024 TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS TABLE 16 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS TABLE 17 INDICATIVE PRICING LEVELS OF AI IN CYBERSECURITY VENDORS, BY SOLUTION TABLE 18 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD) TABLE 19 PATENTS FILED, 2013-2023 TABLE 20 TOP 20 PATENT OWNERS IN AI IN CYBERSECURITY, 2013-2023 TABLE 21 LIST OF FEW PATENTS IN AI IN CYBERSECURITY MARKET, 2023 TABLE 22 BEST PRACTICES IN AI IN CYBERSECURITY MARKETS TABLE 23 SHORT-TERM ROADMAP, 2023-2025 TABLE 24 MID-TERM ROADMAP, 2026-2028 TABLE 25 LONG-TERM ROADMAP, 2029-2030 TABLE 26 AI IN CYBERSECURITY MARKET, BY OFFERING, 2019-2022 (USD MILLION) TABLE 27 AI IN CYBERSECURITY MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 28 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 29 AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 30 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 31 AI HARDWARE IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 32 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 33 AI ACCELERATORS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 34 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 35 AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 36 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 37 AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 38 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 39 AI MPU IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 40 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 41 AI GPU IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 42 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 43 AI FPGA IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 44 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 45 AI ASIC IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 46 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 47 AI TPU IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 48 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 49 OTHER AI PROCESSORS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 50 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 51 AI STORAGE IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 52 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 53 AI NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 54 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 55 AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 56 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 57 AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 58 AI SOFTWARE IN CYBERSECURITY MARKET, 2019-2022 (USD MILLION) TABLE 59 AI SOFTWARE IN CYBERSECURITY MARKET, 2023-2028 (USD MILLION) TABLE 60 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 61 AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 62 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 63 STANDALONE AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 64 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 65 INTEGRATED AI SOFTWARE IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 66 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 67 AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 68 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 69 AI PLATFORMS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 70 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 71 APPLICATION PROGRAM INTERFACE (API) IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 72 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 73 AI MACHINE LEARNING FRAMEWORK IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 74 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019-2022 (USD MILLION) TABLE 75 AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION) TABLE 76 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 77 ON-PREMISE AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 78 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 79 CLOUD-BASED AI SOLUTIONS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 80 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 81 AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 82 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 83 AI SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 84 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 85 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 86 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 87 AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 88 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 89 AI CONSULTING SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 90 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 91 AI DEPLOYMENT & INTEGRATION SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 92 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 93 AI SUPPORT & MAINTENANCE SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 94 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 95 AI MANAGED SERVICES IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 96 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019-2022 (USD MILLION) TABLE 97 AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023-2028 (USD MILLION) TABLE 98 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2019-2022 (USD MILLION) TABLE 99 AI IN CYBERSECURITY MARKET, BY INFRASTRUCTURE SECURITY, 2023-2028 (USD MILLION) TABLE 100 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 101 AI IN INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 102 AI IN NETWORK SECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 103 AI IN NETWORK SECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 104 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 105 AI IN ENDPOINT SECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 106 AI IN CLOUD SECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 107 AI IN CLOUD SECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 108 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 109 AI IN OTHER INFRASTRUCTURE SECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 110 AI IN DATA SECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 111 AI IN DATA SECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 112 AI IN APPLICATION SECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 113 AI IN APPLICATION SECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 114 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 115 AI IN OTHER SECURITY TYPES MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 116 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019-2022 (USD MILLION) TABLE 117 AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 118 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 119 MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 120 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 121 MACHINE LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 122 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 123 DEEP LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 124 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 125 SUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 126 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 127 UNSUPERVISED LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 128 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 129 REINFORCEMENT LEARNING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 130 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 131 NEURAL NETWORKS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 132 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2019-2022 (USD MILLION) TABLE 133 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY APPLICATION, 2023-2028 (USD MILLION) TABLE 134 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 135 NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 136 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 137 TEXT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 138 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 139 CHATBOT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 140 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 141 SENTIMENT ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 142 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 143 NATURAL LANGUAGE GENERATION (NLG) IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 144 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 145 NAMED ENTITY RECOGNITION (NER) IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 146 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 147 NATURAL LANGUAGE UNDERSTANDING (NLU) IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 148 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2019-2022 (USD MILLION) TABLE 149 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY APPLICATION, 2023-2028 (USD MILLION) TABLE 150 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 151 CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 152 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 153 AUTOMATED THREAT INTELLIGENCE IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 154 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 155 AI THREAT HUNTING IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 156 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 157 AI AUTOMATION & ORCHESTRATION IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 158 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2019-2022 (USD MILLION) TABLE 159 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY APPLICATION, 2023-2028 (USD MILLION) TABLE 160 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 161 AI COMPUTER VISION IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 162 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 163 AI IMAGE RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 164 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 165 AI OBJECT DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 166 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 167 ANOMALY DETECTION IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 168 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 169 AI VIDEO ANALYSIS IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 170 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 171 FACIAL RECOGNITION IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 172 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 173 SECURITY SURVEILLANCE OPTIMIZATION IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 174 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019-2022 (USD MILLION) TABLE 175 AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023-2028 (USD MILLION) TABLE 176 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019-2022 (USD MILLION) TABLE 177 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023-2028 (USD MILLION) TABLE 178 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2019-2022 (USD MILLION) TABLE 179 AI IN CYBERSECURITY MARKET IN IDENTITY & ACCESS MANAGEMENT APPLICATIONS, BY REGION, 2023-2028 (USD MILLION) TABLE 180 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019-2022 (USD MILLION) TABLE 181 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023-2028 (USD MILLION) TABLE 182 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2019-2022 (USD MILLION) TABLE 183 AI IN CYBERSECURITY MARKET IN RISK & COMPLIANCE MANAGEMENT APPLICATIONS, BY REGION, 2023-2028 (USD MILLION) TABLE 184 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2019-2022 (USD MILLION) TABLE 185 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY SUBAPPLICATION, 2023-2028 (USD MILLION) TABLE 186 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2019-2022 (USD MILLION) TABLE 187 AI IN CYBERSECURITY MARKET IN DATA LOSS PREVENTION APPLICATIONS, BY REGION, 2023-2028 (USD MILLION) TABLE 188 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019-2022 (USD MILLION) TABLE 189 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023-2028 (USD MILLION) TABLE 190 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2019-2022 (USD MILLION) TABLE 191 AI IN CYBERSECURITY MARKET IN UNIFIED THREAT MANAGEMENT APPLICATIONS, BY REGION, 2023-2028 (USD MILLION) TABLE 192 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2019-2022 (USD MILLION) TABLE 193 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY SUBAPPLICATION, 2023-2028 (USD MILLION) TABLE 194 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2019-2022 (USD MILLION) TABLE 195 AI IN CYBERSECURITY MARKET IN SECURITY & VULNERABILITY MANAGEMENT APPLICATIONS, BY REGION, 2023-2028 (USD MILLION) TABLE 196 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2019-2022 (USD MILLION) TABLE 197 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY SUBAPPLICATION, 2023-2028 (USD MILLION) TABLE 198 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2019-2022 (USD MILLION) TABLE 199 AI IN CYBERSECURITY MARKET IN FRAUD DETECTION APPLICATIONS, BY REGION, 2023-2028 (USD MILLION) TABLE 200 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY SUBAPPLICATION, 2019-2022 (USD MILLION) TABLE 201 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, 2023-2028 (USD MILLION) TABLE 202 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2019-2022 (USD MILLION) TABLE 203 AI IN CYBERSECURITY MARKET IN INTRUSION DETECTION/PREVENTION SYSTEMS, BY REGION, 2023-2028 (USD MILLION) TABLE 204 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2019-2022 (USD MILLION) TABLE 205 AI IN CYBERSECURITY MARKET IN OTHER APPLICATIONS, BY REGION, 2023-2028 (USD MILLION) TABLE 206 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019-2022 (USD MILLION) TABLE 207 AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 208 BFSI: USE CASES TABLE 209 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 210 AI IN CYBERSECURITY MARKET IN BFSI VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 211 GOVERNMENT & PUBLIC SECTOR: USE CASES TABLE 212 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 213 AI IN CYBERSECURITY MARKET IN GOVERNMENT & PUBLIC SECTOR VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 214 MANUFACTURING: USE CASES TABLE 215 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 216 AI IN CYBERSECURITY IN MANUFACTURING VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 217 HEALTHCARE & LIFE SCIENCES: USE CASES TABLE 218 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 219 AI IN CYBERSECURITY MARKET IN HEALTHCARE & LIFE SCIENCES VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 220 RETAIL & ECOMMERCE: USE CASES TABLE 221 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 222 AI IN CYBERSECURITY MARKET IN RETAIL & ECOMMERCE VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 223 TELECOMMUNICATIONS: USE CASES TABLE 224 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 225 AI IN CYBERSECURITY MARKET IN TELECOMMUNICATIONS VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 226 IT/ITES: USE CASES TABLE 227 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 228 AI IN CYBERSECURITY MARKET IN IT/ITES VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 229 MEDIA & ENTERTAINMENT: USE CASES TABLE 230 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 231 AI IN CYBERSECURITY MARKET IN MEDIA & ENTERTAINMENT VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 232 AUTOMOTIVE: USE CASES TABLE 233 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2019-2022 (USD MILLION) TABLE 234 AI IN CYBERSECURITY MARKET IN AUTOMOTIVE VERTICAL, BY REGION, 2023-2028 (USD MILLION) TABLE 235 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 236 OTHER VERTICALS: AI IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 237 AI IN CYBERSECURITY MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 238 AI IN CYBERSECURITY MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 239 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019-2022 (USD MILLION) TABLE 240 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 241 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 242 NORTH AMERICA: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 243 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 244 NORTH AMERICA: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 245 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 246 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 247 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 248 NORTH AMERICA: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 249 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 250 NORTH AMERICA: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 251 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019-2022 (USD MILLION) TABLE 252 NORTH AMERICA: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION) TABLE 253 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 254 NORTH AMERICA: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 255 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 256 NORTH AMERICA: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 257 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019-2022 (USD MILLION) TABLE 258 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023-2028 (USD MILLION) TABLE 259 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 260 NORTH AMERICA: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 261 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019-2022 (USD MILLION) TABLE 262 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 263 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 264 NORTH AMERICA: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 265 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 266 NORTH AMERICA: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 267 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 268 NORTH AMERICA: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 269 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 270 NORTH AMERICA: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 271 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019-2022 (USD MILLION) TABLE 272 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023-2028 (USD MILLION) TABLE 273 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019-2022 (USD MILLION) TABLE 274 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 275 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019-2022 (USD MILLION) TABLE 276 NORTH AMERICA: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023-2028 (USD MILLION) TABLE 277 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2019-2022 (USD MILLION) TABLE 278 EUROPE: AI IN CYBERSECURITY MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 279 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 280 EUROPE: AI HARDWARE IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 281 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 282 EUROPE: AI PROCESSORS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 283 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 284 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 285 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 286 EUROPE: AI SOFTWARE IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 287 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 288 EUROPE: AI PLATFORMS IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 289 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2019-2022 (USD MILLION) TABLE 290 EUROPE: AI SOLUTIONS IN CYBERSECURITY MARKET, BY DEPLOYMENT MODE, 2023-2028 (USD MILLION) TABLE 291 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 292 EUROPE: AI SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 293 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 294 EUROPE: AI PROFESSIONAL SERVICES IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 295 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2019-2022 (USD MILLION) TABLE 296 EUROPE: AI IN CYBERSECURITY MARKET, BY SECURITY TYPE, 2023-2028 (USD MILLION) TABLE 297 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 298 EUROPE: AI IN INFRASTRUCTURE SECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 299 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2019-2022 (USD MILLION) TABLE 300 EUROPE: AI IN CYBERSECURITY MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 301 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 302 EUROPE: MACHINE LEARNING IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 303 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 304 EUROPE: NATURAL LANGUAGE PROCESSING IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 305 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 306 EUROPE: CONTEXT-AWARE COMPUTING IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 307 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2019-2022 (USD MILLION) TABLE 308 EUROPE: AI COMPUTER VISION IN CYBERSECURITY MARKET, BY TYPE, 2023-2028 (USD MILLION) TABLE 309 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2019-2022 (USD MILLION) TABLE 310 EUROPE: AI IN CYBERSECURITY MARKET, BY APPLICATION, 2023-2028 (USD MILLION) TABLE 311 EUROPE: AI IN CYBERSECURITY MARKET, BY VERTICAL, 2019-2022 (USD MILLION) TABLE 312 EUROPE: AI IN CYBER SECURITY MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 313 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2019-2022 (USD MILLION) TABLE 314 EUROPE: AI IN CYBERSECURITY MARKET, BY COUNTRY, 2023-2028 (USD MILLION)
FIGURE 1 AI IN CYBERSECURITY MARKET SEGMENTATION FIGURE 2 AI IN CYBERSECURITY MARKET SEGMENTATION, BY REGION FIGURE 3 YEARS CONSIDERED FIGURE 4 AI IN CYBERSECURITY MARKET: RESEARCH DESIGN FIGURE 5 BREAKUP OF PRIMARY PROFILES, BY COMPANY TYPE, DESIGNATION, AND REGION FIGURE 6 TOP-DOWN AND BOTTOM-UP APPROACHES FIGURE 7 APPROACH 1 (SUPPLY-SIDE): REVENUE OF SOLUTIONS/SERVICES OF AI IN CYBERSECURITY MARKET FIGURE 8 APPROACH 2, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY FIGURE 9 APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL AI SOLUTIONS/SERVICES/HARDWARE IN CYBERSECURITY FIGURE 10 APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARES OF AI IN CYBERSECURITY DERIVED THROUGH OVERALL AI IN CYBERSECURITY SPENDING FIGURE 11 AI IN CYBERSECURITY MARKET: DATA TRIANGULATION FIGURE 12 AI SOLUTIONS TO ACCOUNT FOR LARGEST OFFERING MARKET IN CYBERSECURITY IN 2023 FIGURE 13 ACCELERATORS TO ACCOUNT FOR LARGEST HARDWARE OFFERING MARKET IN CYBERSECURITY IN 2023 FIGURE 14 MICROPROCESSING UNITS TO WITNESS HIGHEST DEMAND AMONG PROCESSORS IN CYBERSECURITY MARKET IN 2023 FIGURE 15 AI SOFTWARE TO BE LARGER SOLUTIONS MARKET THAN AI PLATFORMS IN CYBERSECURITY MARKET IN 2023 FIGURE 16 STANDALONE SOFTWARE TO BE LARGER MARKET THAN INTEGRATED SOFTWARE IN 2023 FIGURE 17 MACHINE LEARNING FRAMEWORK TO ACCOUNT FOR LARGER PLATFORM MARKET IN 2023 FIGURE 18 CLOUD DEPLOYMENT OF AI SOLUTIONS IN CYBERSECURITY TO ACCOUNT FOR LARGER MARKET IN 2023 FIGURE 19 PROFESSIONAL AI SERVICES TO LEAD OVER MANAGED AI SERVICES IN CYBERSECURITY IN 2023 FIGURE 20 CONSULTING SERVICES TO ACCOUNT FOR LARGEST PROFESSIONAL SERVICES MARKET IN 2023 FIGURE 21 AI DEPLOYMENT TO BE HIGHEST IN INFRASTRUCTURE SECURITY IN 2023 FIGURE 22 NETWORK SECURITY TO BE LARGEST INFRASTRUCTURE SECURITY USE OF AI IN 2023 FIGURE 23 MACHINE LEARNING TO DOMINATE MARKET AMONG AI TECHNOLOGIES IN CYBERSECURITY IN 2023 FIGURE 24 DEEP LEARNING SEGMENT TO DOMINATE MARKET AMONG MACHINE LEARNING TECHNOLOGIES IN CYBERSECURITY IN 2023 FIGURE 25 TEXT ANALYSIS TO BE LARGEST NATURAL LANGUAGE PROCESSING TECHNOLOGY DEPLOYED IN CYBERSECURITY IN 2023 FIGURE 26 AUTOMATED THREAT INTELLIGENCE TO BE LARGEST AMONG CONTEXT-AWARE COMPUTING TECHNOLOGIES IN CYBERSECURITY IN 2023 FIGURE 27 IMAGE RECOGNITION TO BE LARGEST COMPUTER VISION TECHNOLOGY IN CYBERSECURITY IN 2023 FIGURE 28 IDENTITY & ACCESS MANAGEMENT TO BE LARGEST APPLICATION OF AI IN CYBERSECURITY MARKET IN 2023 FIGURE 29 IT/ITES SEGMENT TO BE LARGEST VERTICAL MARKET FOR AI IN CYBERSECURITY IN 2023 FIGURE 30 AUTOMOTIVE VERTICAL TO GROW AT HIGHEST CAGR IN 2023 FIGURE 31 NORTH AMERICA TO BE LARGEST AND ASIA PACIFIC TO GROW AT HIGHEST CAGR IN AI IN CYBERSECURITY MARKET IN 2023 FIGURE 32 ASIA PACIFIC TO GROW AT HIGHEST CAGR IN ARTIFICIAL INTELLIGENCE IN CYBERSECURITY MARKET DURING 2023-2028 FIGURE 33 IDENTITY & ACCESS MANAGEMENT APPLICATION MARKET TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 34 SOLUTION OFFERINGS AND IT/ITES VERTICAL TO ACCOUNT FOR LARGEST RESPECTIVE SEGMENTAL SHARES IN NORTH AMERICA IN 2023 FIGURE 35 NORTH AMERICA TO ACCOUNT FOR LARGEST REGION-WISE MARKET SHARE IN 2023 FIGURE 36 AI IN CYBERSECURITY MARKET DYNAMICS FIGURE 37 EVOLUTION OF AI IN CYBERSECURITY MARKET FIGURE 38 KEY PLAYERS IN AI IN CYBERSECURITY MARKET ECOSYSTEM FIGURE 39 AI IN CYBERSECURITY: VALUE CHAIN ANALYSIS FIGURE 40 PORTER’S FIVE FORCES ANALYSIS FIGURE 41 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS FIGURE 42 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS FIGURE 43 AVERAGE SELLING PRICE TRENDS OF KEY PLAYERS, BY HARDWARE (USD) FIGURE 44 NUMBER OF PATENTS GRANTED IN LAST 10 YEARS, 2013-2023 FIGURE 45 TOP 10 APPLICANTS IN AI IN CYBERSECURITY, 2013-2023 FIGURE 46 REGIONAL ANALYSIS OF PATENTS GRANTED FIGURE 47 AUTOMATED DATA PROCESSING MACHINES AND UNITS OF IMPORT, BY KEY COUNTRY, 2015-2022 (USD BILLION) FIGURE 48 AUTOMATED DATA PROCESSING MACHINE AND UNITS OF EXPORT, BY KEY COUNTRY, 2015-2022 (USD BILLION) FIGURE 49 TRENDS/DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESS FIGURE 50 BUSINESS MODELS OF AI IN CYBERSECURITY MARKET FIGURE 51 SOLUTIONS TO LEAD IN AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 52 ACCELERATORS TO DOMINATE AI HARDWARE IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 53 MICROPROCESSING UNIT (MPU) TO BE LARGEST IN AI PROCESSORS IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 54 SOFTWARE TO DOMINATE AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 55 INTEGRATED SOLUTIONS TO BE LARGER AI SOLUTIONS IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 56 MACHINE LEARNING FRAMEWORK TO DOMINATE AI PLATFORMS IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 57 CLOUD-BASED DEPLOYMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD FIGURE 58 PROFESSIONAL SERVICES TO LEAD IN AI SERVICES IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 59 CONSULTING SERVICES TO LEAD AMONG PROFESSIONAL AI SERVICES IN CYBERSECURITY DURING FORECAST PERIOD FIGURE 60 INFRASTRUCTURE SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 61 NETWORK SECURITY TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 62 MACHINE LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 63 DEEP LEARNING TO LEAD AI IN CYBERSECURITY MARKET DURING FORECAST PERIOD FIGURE 64 TEXT ANALYSIS IN NLP TO GROW AT HIGHER CAGR DURING FORECAST PERIOD FIGURE 65 AUTOMATION & ORCHESTRATION IN CONTEXT-AWARE COMPUTING TO GROW AT HIGHER CAGR DURING FORECAST PERIOD FIGURE 66 OBJECT DETECTION IN COMPUTER VISION TO GROW AT HIGHER CAGR DURING FORECAST PERIOD FIGURE 67 IDENTITY & ACCESS MANAGEMENT TO ACCOUNT FOR LARGEST SHARE OF MARKET DURING FORECAST PERIOD FIGURE 68 AUTOMOTIVE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 69 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 70 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 71 NORTH AMERICA: MARKET SNAPSHOT
