全体要約
BFSIセグメントは市場で最大の市場規模を持ち、リアルタイムの不正検出において重要な役割を果たしています。また、アジア太平洋地域では、精密農業やスマートファーミングを推進する農業向けAIツールキットが急成長しています。主要企業には、Microsoft、Google、IBM、Oracleなどが含まれ、パートナーシップや新製品の導入を通じて市場拡大戦略を展開しています。
関連する質問
195億ドル（2023年）
36.2%（2023年から2028年）
Microsoft, Google, IBM, Oracle, Thales Group, Salesforce, Intel, Adobe, Meta Platforms, AWS, NVIDIA Corporation, H2O.ai, Alteryx, Altair, KNIME, DataRobot, Jasper, Rasa, SuperAnnotate, OpenAI, Obviously AI, Fiddler AI, Determined AI, Snorkel AI, Levity AI, Union AI, Attri AI, Regie.ai
コンテンツ生成の自動化、産業用自動化におけるコンピュータビジョンの利用、金融セクターにおけるリアルタイムの詐欺検出
概要
コンピュータビジョンセグメントは、予測期間中に最も速い成長率を記録することが期待されています。産業自動化におけるコンピュータビジョンの利用は、AIツールキット市場の中心的な推進力です。産業運営において、コンピュータビジョンはロボット組立、物体追跡、視覚検査のタスクにおいて重要な役割を果たしています。これは製造プロセスにおける精度と効率を高め、製品の品質を向上させ、エラーを削減します。産業界がますます自動化やスマート製造の実践を受け入れる中、コンピュータビジョン機能を組み込んだAIツールキットの需要が急増しています。これらのツールキットは、先進的なビジョンシステムを自動化プロセスに統合することを容易にし、革新を促進し、産業用途におけるAIツールキット市場の成長を促進します。
BFSIセグメントは予測期間中に最大の市場規模を保持します。AIツールキットは銀行、金融サービス、保険（BFSI）セクター内のAIツールキット市場を推進する上で重要です。これらはリアルタイムの詐欺検出に不可欠であり、金融機関が迅速に詐欺行為を特定し、軽減するのを可能にします。これは、顧客の資産と機関の財務の健全性を守る上で極めて重要です。AIの力を活用することで、これらのツールキットは膨大なデータセットを継続的に分析し、疑わしいパターンや取引を特定して即時の対応を可能にします。金融詐欺の蔓延が進むにつれて、詐欺検出用のAIツールキットの需要は急増し、BFSIセクターにおけるAIツールキット市場の成長の中心的な推進要因となっています。
アジア太平洋地域の予測期間中の最高成長率。
農業に特化したAIツールキットが、農業部門を革命化することでアジア太平洋のAIツールキット市場を推進しています。これらのツールキットは、精密農業、農場管理、スマートファーミング技術の発展において重要な役割を果たしています。地域の人口が多いため、持続可能な農業の実践に対する需要が高まっています。AIツールキットは精密農業を可能にし、収穫量の向上、資源の効率的な利用、環境の持続可能性を促進します。これらのツールは土壌の状態、天候、作物の健康に関する貴重な洞察を提供し、データに基づく意思決定を可能にし、資源の無駄を最小限に抑えます。その結果、採用が増加し、食料安全保障に対処し、アジア太平洋のAIツールキット市場全体を押し上げています。
プライマリの内訳
この研究には、ソリューションベンダーからティア1企業まで、さまざまな業界専門家からの洞察が含まれています。一次情報の内訳は以下の通りです：
企業タイプ別：ティア1 - 35%、ティア2 - 45%、ティア3 - 20%
• 役職別：Cレベル – 35%、Dレベル – 25%、その他 – 40%
地域別：北米 - 30%、ヨーロッパ - 30%、アジア太平洋 - 25%、中東およびアフリカ - 10%、ラテンアメリカ - 5%。
AIツールキット市場の主要プレイヤーには、マイクロソフト（米国）、グーグル（米国）、IBM（米国）、オラクル（米国）、タレスグループ（フランス）、セールスフォース（米国）、インテル（米国）、アドビ（米国）、メタプラットフォームズ（米国）、AWS（米国）、NVIDIAコーポレーション（米国）、H2O.ai（米国）、アルテリックス（米国）、オルタイア（米国）、KNIME（スイス）、データロボット（米国）、ジャスパー（米国）、ラサ（米国）、スーパアノテート（米国）、OpenAI（米国）、Obviously AI（米国）、フィドラーAI（米国）、ディターミンドAI（米国）、スノーケルAI（米国）、レヴィティAI（ドイツ）、ユニオンAI（米国）、アトリAI（米国）、レジー.ai（米国）が含まれます。これらのプレイヤーは、パートナーシップ、契約、コラボレーション、新製品の発売、強化、買収などのさまざまな成長戦略を採用して、AIツールキット市場での足跡を拡大しています。
リサーチカバレッジ
市場調査は、異なるセグメントにおけるAIツールキット市場の規模をカバーしています。市場規模と成長の可能性を見積もることを目的としており、提供内容（ハードウェア、ソフトウェア、サービス）、アプリケーション（自然言語処理、機械学習、コンピュータビジョン、深層学習、ロボティックプロセス自動化、その他のアプリケーション（音声認識、異常検知、予測保守））、業種（BFSI、リテール＆eコマース、ヘルスケア＆ライフサイエンス、メディア＆エンターテインメント、航空宇宙＆防衛、IT＆ITeS、通信、不動産、製造業、自動車、輸送＆物流、その他の業種（教育、農業、政府、エネルギー＆ユーティリティ））、そして地域（北米、ヨーロッパ、アジア太平洋、中東＆アフリカ、ラテンアメリカ）を含んでいます。この調査には、主要市場プレーヤーの詳細な競争分析、企業プロフィール、製品とビジネスの提供に関連する重要な観察、最近の開発、および市場戦略が含まれています。
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が、グローバルなAIツールキット市場の収益数値やサブセグメントの最も近い近似値に関する情報を得るのに役立ちます。この報告書は、利害関係者が競争環境を理解し、自社のビジネスをより良く位置づけ、適切な市場進出戦略を計画するためのより多くの洞察を得るのに役立ちます。さらに、この報告書は、利害関係者が市場の脈動を理解し、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。
報告書は以下のポイントに関する洞察を提供します：
AIツールキット市場の成長に影響を与える主要なドライバー（AIにおける言語モデル概念の進化と高品質モデルを訓練するためのAutoMLの成長採用）、制約（AIツールキット市場における標準化の欠如と熟練AI専門家の不足）、機会（IoTデバイスによって生成されるデータの成長が新たな機会を創出し、AIツールキットベンダーの医療および金融サービスセクターへの市場浸透）、および課題（AIの透明性、説明可能性、バイアスおよびデータのプライバシーとセキュリティに関する懸念）についての分析です。
製品開発/イノベーション：AIツールキット市場における今後の技術、研究開発活動、新製品およびサービスの発売に関する詳細な情報です。
市場開発：収益性の高い市場に関する包括的な情報 – 報告書はさまざまな地域にわたるAIツールキット市場を分析します。
市場多様化：新製品とサービス、未開拓地域、最近の動向、AIツールキット市場への投資に関する徹底的な情報です。
競争評価：主要プレーヤーである Microsoft (米国)、Google (米国)、IBM (米国)、Oracle (米国)、Thales Group (フランス)、Salesforce (米国)、Intel (米国)、Adobe (米国)、Meta Platforms (米国)、AWS (米国)、NVIDIA Corporation (米国)、H2O.ai (米国)、Alteryx (米国)、Altair (米国)、KNIME (スイス)、DataRobot (米国)、Jasper (米国)、Rasa (米国)、SuperAnnotate (米国)、OpenAI (米国)、Obviously AI (米国)、Fiddler AI (米国)、Determined AI (米国)、Snorkel AI (米国)、Levity AI (ドイツ)、Union AI (米国)、Attri AI (米国)、Regie.ai (米国) の市場シェア、成長戦略、サービス提供についての詳細な評価です。
※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 29
1.1 調査の目的 29
1.2 市場の定義 29
1.3 調査範囲 30
1.3.1 市場セグメンテーション 30
1.3.2 考慮した地域 31
1.3.3 包含・除外事項 31
1.4 対象年 32
1.5 通貨 32
1.6 ステークホルダー 33
1.7 リセッション時のインパクト 33
2 調査手法 34
2.1 リサーチデータ 34
2.1.1 二次データ 35
- 2.1.1.1 二次情報の主要データ 35
2.1.2 一次データ 35
- 2.1.2.1 業界エキスパートとの一次インタビュー 36
- 2.1.2.2 主要プロファイルの内訳 36
- 2.1.2.3 一次情報の主要データ 37
- 2.1.2.4 業界専門家によるキーインサイト 37
2.2 市場規模予測 38
2.2.1 トップダウンアプローチ 40
2.2.2 ボトムアップアプローチ 40
2.3 データのトライアンギュレーション 41
2.4 リスク評価 42
2.5 調査の前提 42
2.6 調査の制約 43
2.7 AIツールキット市場への景気後退の影響 43
3 エグゼクティブサマリー 44
4 更なる考察 47
4.1 AIツールキット市場におけるプレーヤーの魅力的な機会 47
4.2 AIツールキット市場主要セグメント 47
4.3 AIツールキット市場、製品別 48
4.4 AIツールキット市場、サービス別 48
4.5 AIツールキット市場、分野別 49
4.6 北米AIツールキット市場：国別・主要業種別 49
5 市場概要・業界トレンド 50
5.1 イントロダクション 50
5.2 市場力学 50
5.2.1 促進要因 51
5.2.2 抑制要因 51
- 5.2.2.1 熟練したAI専門家の不足 51
- 5.2.2.2 AIツールキット市場における標準化の欠如 52
5.2.3 市場機会 52
5.2.4 課題 53
- 5.2.4.1 AIの透明性と説明可能性に関する懸念 53
- 5.2.4.2 セキュリティとプライバシーへの配慮 53
5.3 業界トレンド 54
5.3.1 人工知能技術の進化 54
- 5.3.1.1 人工知能のマイルストーン 54
5.3.2 エコシステム分析 57
5.3.3 ケーススタディ分析 58
5.3.4 バリューチェーン分析 62
5.3.5 規制や関税の概観 63
- 5.3.5.1 電子集積回路およびマイクロアセンブリに関する関税 63
- 5.3.5.2 規制当局、政府機関、その他組織 64
- 5.3.5.2.1 北米 68
- 5.3.5.2.2 ヨーロッパ 68
- 5.3.5.2.3 アジア太平洋 69
- 5.3.5.2.4 中東・アフリカ 69
- 5.3.5.2.5 ラテンアメリカ 70
5.3.6 価格分析 70
- 5.3.6.1 主要プレーヤーの平均販売価格動向（請求サイクル別 70
- 5.3.6.2 主要プレーヤーの指標価格分析 71
5.3.7 特許分析 71
- 5.3.7.1 調査手法 71
- 5.3.7.2 イノベーション・特許 72
- 5.3.7.2.1 上位の候補 72
5.3.8 ポーターのファイブフォース分析 73
- 5.3.8.1 新規参入の脅威 74
- 5.3.8.2 代替品の脅威 74
- 5.3.8.3 買い手の交渉力 74
- 5.3.8.4 サプライヤーの交渉力 74
- 5.3.8.5 競合・競争状況の激しさ 74
5.3.9 主なステークホルダーと購入基準 74
- 5.3.9.1 購買プロセスにおける主要ステークホルダー 74
- 5.3.9.2 購買基準 75
5.3.10 主要なカンファレンスイベント 76
5.3.11 お客様のビジネスに影響を与えるトレンドとディスラプション 78
5.3.12 hsコード電子集積回路およびマイクロアセンブリ (8542) 79
- 5.3.12.1 HSコードの輸出シナリオ8542 79
- 5.3.12.2 HSコードの輸入シナリオ8542 79
5.3.13 AIツールキット市場におけるベストプラクティス 80
- 5.3.13.1 ユーザーフレンドリーなインターフェース 80
- 5.3.13.2 包括的な文書 80
- 5.3.13.3 トレーニングとサポート 80
- 5.3.13.4 サンプルコードと使用例 80
- 5.3.13.5 データのプライバシーとセキュリティ 81
5.3.14 AIツールキット市場：現在のビジネスモデルと新たなビジネスモデル 81
- 5.3.14.1 オープンソースソフトウェア 81
- 5.3.14.2 サブスクリプション型サービス 81
- 5.3.14.3 従量制または消費ベースの価格設定 81
- 5.3.14.4 エンタープライズ・ライセンス 81
- 5.3.14.5 PaaS 81
- 5.3.14.6 AIアズ・ア・サービス 81
5.3.15 AIツールキット ツール、フレームワーク、テクニック 81
- 5.3.15.1 AIツールキットツール 81
- 5.3.15.1.1 データラベリングツール 81
- 5.3.15.1.2 データプレパレーションツール 82
- 5.3.15.1.3 機械学習自動化ツール 82
- 5.3.15.2 AIツールキットのフレームワーク 82
- 5.3.15.2.1 テンソルフロー 82
- 5.3.15.2.2 パイトーチ 82
- 5.3.15.2.3 KERAS 82
- 5.3.15.2.4 Scikit-learn 82
- 5.3.15.3 AIツールキットのテクニック 82
- 5.3.15.3.1 教師あり学習 82
- 5.3.15.3.2 教師なし学習 83
- 5.3.15.3.3 強化学習 83
- 5.3.15.1 AIツールキットツール 81
5.3.16 技術分析 83
- 5.3.16.1 キーテクノロジー 83
- 5.3.16.1.1 機械学習 83
- 5.3.16.1.2 ディープラーニング 83
- 5.3.16.1.3 自然言語処理（NLP） 83
- 5.3.16.1.4 生成モデル 84
- 5.3.16.2 補完的テクノロジー 84
- 5.3.16.2.1 ビッグデータテクノロジー 84
- 5.3.16.2.2 クラウドコンピューティング 84
- 5.3.16.3 隣接する技術 84
- 5.3.16.3.1 エッジコンピューティング 84
- 5.3.16.3.2 ブロックチェーン 84
- 5.3.16.1 キーテクノロジー 83
5.3.17 AIツールキット市場の将来展望 85
- 5.3.17.1 2030年までのAIツールキット技術ロードマップ 85
- 5.3.17.1.1 短期ロードマップ（2023-2025年） 85
- 5.3.17.1.2 中期ロードマップ（2026年～2028年） 85
- 5.3.17.1.3 長期ロードマップ（2029年～2030年） 85
- 5.3.17.1 2030年までのAIツールキット技術ロードマップ 85
5.3.18 AIツールキット開発の倫理 85
- 5.3.18.1 公平性と偏見 85
- 5.3.18.2 プライバシーとセキュリティ 85
- 5.3.18.3 説明責任と透明性 86
6 AIツールキット市場、製品別 87
6.1 イントロダクション 88
6.1.1 提供AIツールキット市場の促進要因 88
6.2 ソフトウェア 89
6.2.1 カスタマイズ可能でユーザーフレンドリーなソフトウェア・ベース・ソリューションへのニーズが市場を牽引 89
6.3 ハードウェア 90
6.3.1 プロセッサー 92
6.3.2 アクセラレータ 93
6.3.3 その他のハードウェアの種類 95
6.4 サービス 96
6.4.1 プロフェッショナルサービス 97
- 6.4.1.1 コンサルティング 99
- 6.4.1.2 デプロイメントとインテグレーション 100
- 6.4.1.3 サポート・メンテナンス 101
6.4.2 マネージドサービス 102
7 AIツールキット市場、テクノロジー別 103
7.1 イントロダクション 104
7.1.1 テクノロジーAIツールキット市場の促進要因 104
7.2 自然言語処理 105
7.3 機械学習 106
7.4 コンピュータービジョン 108
7.5 RPA 109
8 AIツールキット市場、分野別 111
8.1 イントロダクション 112
8.1.1 分野別AIツールキット市場の促進要因 112
8.2 BFSI 114
8.3 小売・eコマース 115
8.4 ヘルスケア＆ライフサイエンス 117
8.5 製造 118
8.6 通信 120
8.7 IT・ITeS 121
8.8 メディア・エンターテインメント 122
8.9 エネルギー・公益 124
8.10 政府機関・防衛 125
8.11 自動車、輸送・物流 127
8.12 その他のバーティカル 128
8.12.1 ユースケース 129
- 8.12.1.1 自動採点 129
- 8.12.1.2 安全コンプライアンス 129
- 8.12.1.3 精密農業 129
- 8.12.1.4 言語翻訳 129
9 AIツールキット市場、地域別 131
9.1 イントロダクション 132
9.2 北米 133
9.2.1 北米AIツールキット市場の促進要因 133
9.2.2 北米：リセッション時のインパクト 133
9.2.3 米国 139
- 9.2.3.1 AIツールキットのエコシステムの堅調な成長が市場を牽引 139
9.2.4 カナダ 143
9.3 ヨーロッパ 147
9.3.1 ヨーロッパAIツールキット市場の促進要因 147
9.3.2 ヨーロッパ：リセッション時のインパクト 147
9.3.3 英国 152
- 9.3.3.1 人工知能への政府資金の増加が市場を牽引 152
9.3.4 ドイツ 156
9.3.5 フランス 157
9.3.6 イタリア 157
9.3.7 スペイン 161
9.3.8 北欧 162
9.3.9 その他ヨーロッパ 162
9.4 アジア太平洋 163
9.4.1 アジア太平洋地域AIツールキット市場の促進要因 163
9.4.2 アジア太平洋：リセッション時のインパクト 163
9.4.3 中国 169
9.4.4 インド 173
9.4.5 日本 174
9.4.6 オーストラリア・ニュージーランド 174
9.4.7 韓国 175
- 9.4.7.1 市場拡大を後押しする強固なデジタル戦略の開発に注力 175
9.4.8 東南アジア 175
9.4.9 その他アジア太平洋 176
9.5 中東・アフリカ 176
9.5.1 中東・アフリカAIツールキット市場の促進要因 176
9.5.2 中東・アフリカ：リセッション時のインパクト 177
9.5.3 GCC地域 181
9.5.4 南アフリカ 186
9.5.5 その他中東・アフリカ 186
9.6 ラテンアメリカ 187
9.6.1 ラテンアメリカAIツールキット市場の促進要因 187
9.6.2 ラテンアメリカ：リセッション時のインパクト 187
9.6.3 ブラジル 192
9.6.4 メキシコ 196
9.6.5 その他ラテンアメリカ 196
10 競合情勢 197
10.1 イントロダクション 197
10.2 主要プレイヤーの戦略 197
10.3 主要企業の過去の収益分析 198
10.4 主要企業の市場シェア分析 199
10.5 主要プレーヤーの企業評価マトリックス 199
10.5.1 STARS 199
10.5.2 EMERGING LEADERS 199
10.5.3 PERVASIVE PLAYERS 199
10.5.4 PARTICIPANTS 200
10.5.5 企業フットプリント 201
10.6 スタートアップ/中小企業評価マトリックス 204
10.6.1 PROGRESSIVE COMPANIES 204
10.6.2 RESPONSIVE COMPANIES 204
10.6.3 DYNAMIC COMPANIES 204
10.6.4 STARTING BLOCKS 204
10.6.5 競合ベンチマーキング 206
10.7 COMPETITIVE SCENARIO AND TRENDS 207
10.7.1 製品展開 207
10.7.2 ディール 208
10.8 AI TOOLKIT PRODUCT BENCHMARKING 210
10.8.1 プロミネントAIツールキットソリューション 210
- 10.8.1.1 セールスフォース・アインシュタイン 210
- 10.8.1.2 バーテックスAI 210
- 10.8.1.3 アドビ・ホタル 210
- 10.8.1.4 IBMワトソンX 210
- 10.8.1.5 Regie.ai 210
10.9 VALUATION AND FINANCIAL METRICS OF KEY AI TOOLKIT VENDORS 211
11 企業プロファイル 212
11.1 主要企業 212
11.1.1 NVIDIA CORPORATION 212
11.1.2 META 216
11.1.3 MICROSOFT 219
11.1.4 IBM 223
11.1.5 GOOGLE 228
11.1.6 THALES GROUP 232
11.1.7 INTEL 235
11.1.8 ORACLE 238
11.1.9 ADOBE 241
11.1.10 SALESFORCE 244
11.1.11 H20.AI 247
11.1.12 ALTERYX 248
11.1.13 KNIME 248
11.1.14 DATAROBOT 249
11.1.15 ALTAIR 250
11.1.16 ATTRI 251
11.1.17 DETERMINED AI 252
11.1.18 RASA 253
11.1.19 OPENAI 254
11.2 スタートアップ / 中小企業 255
11.2.1 JASPER 255
11.2.2 SUPERANNOTATE 256
11.2.3 OBVIOUSLY AI 257
11.2.4 FIDDLER AI 258
11.2.5 UNION.AI 259
11.2.6 REGIE.AI 260
11.2.7 SNORKEL AI 261
11.2.8 LEVITY AI 262
12 関連市場 263
12.1 イントロダクション 263
12.2 生成AI市場 263
12.2.1 市場の定義 263
12.2.2 市場概要 263
12.2.3 生成AIの市場、オファリング別 264
12.2.4 生成AIの市場、用途別 265
12.2.5 生成AIの市場、バーティカル別 268
12.2.6 生成AIの市場、地域別 269
12.3 会話型AI市場 270
12.3.1 市場の定義 270
12.3.2 市場概要 270
12.3.3 会話型AIの市場、オファリング別 271
12.3.4 会話型AIの市場、ファンクション別 271
12.3.5 会話型AIの市場、チャネル別 272
12.3.6 会話型AI市場、会話型インターフェイス別 273
12.3.7 会話型AIの市場、技術別 274
12.3.8 会話型AIの市場、バーティカル別 274
12.3.9 会話型AIの市場、地域別 275
13 付録 277
13.1 ディスカッションガイド 277
13.2 ナレッジストア 283
13.3 カスタマイズオプション 285
13.4 関連レポート 285
13.5 執筆者の詳細 286
※英文のレポートについての日本語表記のタイトルや紹介文などは、すべて生成AIや自動翻訳ソフトを使用して提供しております。それらはお客様の便宜のために提供するものであり、当社はその内容について責任を負いかねますので、何卒ご了承ください。適宜英語の原文をご参照ください。
“All Japanese titles, abstracts, and other descriptions of English-language reports were created using generative AI and/or machine translation. These are provided for your convenience only and may contain errors and inaccuracies. Please be sure to refer to the original English-language text. We disclaim all liability in relation to your reliance on such AI-generated and/or machine-translated content.”
Description
Table of Contents
1 INTRODUCTION 29
1.1 STUDY OBJECTIVES 29
1.2 MARKET DEFINITION 29
1.3 STUDY SCOPE 30
1.3.1 MARKET SEGMENTATION 30
1.3.2 REGIONS CONSIDERED 31
1.3.3 INCLUSIONS & EXCLUSIONS 31
1.4 YEARS CONSIDERED 32
1.5 CURRENCY CONSIDERED 32
1.6 STAKEHOLDERS 33
1.7 RECESSION IMPACT 33
2 RESEARCH METHODOLOGY 34
2.1 RESEARCH DATA 34
2.1.1 SECONDARY DATA 35
- 2.1.1.1 Key data from secondary sources 35
2.1.2 PRIMARY DATA 35
- 2.1.2.1 Primary interviews with experts 36
- 2.1.2.2 Breakdown of primary profiles 36
- 2.1.2.3 Key data from primary sources 37
- 2.1.2.4 Key insights from industry experts 37
2.2 MARKET SIZE ESTIMATION 38
2.2.1 TOP-DOWN APPROACH 40
2.2.2 BOTTOM-UP APPROACH 40
2.3 DATA TRIANGULATION 41
2.4 RISK ASSESSMENT 42
2.5 RESEARCH ASSUMPTIONS 42
2.6 STUDY LIMITATIONS 43
2.7 IMPLICATIONS OF RECESSION ON AI TOOLKIT MARKET 43
3 EXECUTIVE SUMMARY 44
4 PREMIUM INSIGHTS 47
4.1 ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN AI TOOLKIT MARKET 47
4.2 AI TOOLKIT MARKET: MAJOR SEGMENTS 47
4.3 AI TOOLKIT MARKET, BY OFFERING 48
4.4 AI TOOLKIT MARKET, BY SERVICE 48
4.5 AI TOOLKIT MARKET, BY VERTICAL 49
4.6 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY AND KEY VERTICAL 49
5 MARKET OVERVIEW AND INDUSTRY TRENDS 50
5.1 INTRODUCTION 50
5.2 MARKET DYNAMICS 50
5.2.1 DRIVERS 51
- 5.2.1.1 Evolution of language model concept in AI 51
- 5.2.1.2 Growing adoption of AutoML to train high-quality models 51
- 5.2.1.3 Need to accelerate end-to-end ML and data science pipelines using optimized deep learning frameworks 51
5.2.2 RESTRAINTS 51
- 5.2.2.1 Lack of skilled AI professionals 51
- 5.2.2.2 Lack of standardization in AI toolkit market 52
5.2.3 OPPORTUNITIES 52
- 5.2.3.1 Growth in data generated by IoT devices 52
- 5.2.3.2 Market penetration of AI toolkit vendors into healthcare and financial services sectors 52
5.2.4 CHALLENGES 53
- 5.2.4.1 Concerns related to AI transparency and explainability 53
- 5.2.4.2 Security and privacy concerns 53
5.3 INDUSTRY TRENDS 54
5.3.1 EVOLUTION OF ARTIFICIAL INTELLIGENCE TECHNOLOGY 54
- 5.3.1.1 Milestones of Artificial Intelligence 54
5.3.2 ECOSYSTEM ANALYSIS 57
5.3.3 CASE STUDY ANALYSIS 58
- 5.3.3.1 CarMax deployed Microsoft’s Azure OpenAI Service to ensure data security and compliance 58
- 5.3.3.2 Trifork employed NVIDIA’s DeepStream and Jetson Xavier AGX to optimize baggage handling at airports 59
- 5.3.3.3 Obviously AI offered its accurate revenue predictions to provide organizations with valuable insights for better decision-making 60
- 5.3.3.4 2X implemented Jasper’s multifaceted functionality to offer personalized experience to content team 61
- 5.3.3.5 Obviously AI’s precise sales predictions empowered organizations to allocate resources and make data-driven choices 62
5.3.4 VALUE CHAIN ANALYSIS 62
5.3.5 TARIFF AND REGULATORY LANDSCAPE 63
- 5.3.5.1 Tariff related to electronic integrated circuits and microassemblies 63
- 5.3.5.2 Regulatory bodies, government agencies, and other organizations 64
- 5.3.5.2.1 North America 68
- 5.3.5.2.1.1 US 68
- 5.3.5.2.1.2 Canada 68
- 5.3.5.2.2 Europe 68
- 5.3.5.2.3 Asia Pacific 69
- 5.3.5.2.3.1 South Korea 69
- 5.3.5.2.3.2 China 69
- 5.3.5.2.3.3 India 69
- 5.3.5.2.4 Middle East & Africa 69
- 5.3.5.2.4.1 UAE 69
- 5.3.5.2.4.2 KSA 69
- 5.3.5.2.4.3 Bahrain 70
- 5.3.5.2.5 Latin America 70
- 5.3.5.2.5.1 Brazil 70
- 5.3.5.2.5.2 Mexico 70
- 5.3.5.2.1 North America 68
5.3.6 PRICING ANALYSIS 70
- 5.3.6.1 Average selling price trends for key players, by billing cycle 70
- 5.3.6.2 Indicative pricing analysis for key players 71
5.3.7 PATENT ANALYSIS 71
- 5.3.7.1 Methodology 71
- 5.3.7.2 Innovation and patent applications 72
- 5.3.7.2.1 Top applicants 72
5.3.8 PORTER’S FIVE FORCES ANALYSIS 73
- 5.3.8.1 Threat of new entrants 74
- 5.3.8.2 Threat of substitutes 74
- 5.3.8.3 Bargaining power of buyers 74
- 5.3.8.4 Bargaining power of suppliers 74
- 5.3.8.5 Intensity of competitive rivalry 74
5.3.9 KEY STAKEHOLDERS & BUYING CRITERIA 74
- 5.3.9.1 Key stakeholders in buying process 74
- 5.3.9.2 Buying criteria 75
5.3.10 KEY CONFERENCES & EVENTS 76
5.3.11 TRENDS AND DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES 78
5.3.12 HS CODES: ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES (8542) 79
- 5.3.12.1 Export scenario for HS Code: 8542 79
- 5.3.12.2 Import scenario for HS Code: 8542 79
5.3.13 BEST PRACTICES IN AI TOOLKIT MARKET 80
- 5.3.13.1 User-friendly interfaces 80
- 5.3.13.2 Comprehensive documentation 80
- 5.3.13.3 Training and support 80
- 5.3.13.4 Sample code and use cases 80
- 5.3.13.5 Data privacy and security 81
5.3.14 AI TOOLKIT MARKET: CURRENT AND EMERGING BUSINESS MODELS 81
- 5.3.14.1 Open-source software 81
- 5.3.14.2 Subscription-based services 81
- 5.3.14.3 Pay-per-use or consumption-based pricing 81
- 5.3.14.4 Enterprise licensing 81
- 5.3.14.5 Platform-as-a-Service 81
- 5.3.14.6 AI-as-a-Service 81
5.3.15 AI TOOLKIT TOOLS, FRAMEWORKS, AND TECHNIQUES 81
- 5.3.15.1 AI toolkit tools 81
- 5.3.15.1.1 Data labeling tools 81
- 5.3.15.1.2 Data preparation tools 82
- 5.3.15.1.3 Automated machine learning tools 82
- 5.3.15.2 AI toolkit frameworks 82
- 5.3.15.2.1 TensorFlow 82
- 5.3.15.2.2 PyTorch 82
- 5.3.15.2.3 Keras 82
- 5.3.15.2.4 Scikit-learn 82
- 5.3.15.3 AI toolkit techniques 82
- 5.3.15.3.1 Supervised learning 82
- 5.3.15.3.2 Unsupervised learning 83
- 5.3.15.3.3 Reinforcement learning 83
- 5.3.15.1 AI toolkit tools 81
5.3.16 TECHNOLOGY ANALYSIS 83
- 5.3.16.1 Key technologies 83
- 5.3.16.1.1 Machine Learning 83
- 5.3.16.1.2 Deep Learning 83
- 5.3.16.1.3 Natural Language Processing (NLP) 83
- 5.3.16.1.4 Generative Models 84
- 5.3.16.2 Complementary technologies 84
- 5.3.16.2.1 Big Data Technologies 84
- 5.3.16.2.2 Cloud Computing 84
- 5.3.16.3 Adjacent technologies 84
- 5.3.16.3.1 Edge Computing 84
- 5.3.16.3.2 Blockchain 84
- 5.3.16.1 Key technologies 83
5.3.17 FUTURE LANDSCAPE OF AI TOOLKIT MARKET 85
- 5.3.17.1 AI toolkit technology roadmap till 2030 85
- 5.3.17.1.1 Short-term roadmap (2023-2025) 85
- 5.3.17.1.2 Mid-term roadmap (2026-2028) 85
- 5.3.17.1.3 Long-term roadmap (2029-2030) 85
- 5.3.17.1 AI toolkit technology roadmap till 2030 85
5.3.18 ETHICS OF AI TOOLKIT DEVELOPMENT 85
- 5.3.18.1 Fairness and biases 85
- 5.3.18.2 Privacy and security 85
- 5.3.18.3 Accountability and transparency 86
6 AI TOOLKIT MARKET, BY OFFERING 87
6.1 INTRODUCTION 88
6.1.1 OFFERINGS: AI TOOLKIT MARKET DRIVERS 88
6.2 SOFTWARE 89
6.2.1 NEED FOR CUSTOMIZABLE AND USER-FRIENDLY SOFTWARE-BASED SOLUTIONS TO DRIVE MARKET 89
6.3 HARDWARE 90
6.3.1 PROCESSORS 92
- 6.3.1.1 Demand for high-end processors to support growth of AI toolkit market 92
6.3.2 ACCELERATORS 93
- 6.3.2.1 Focus on enhancing performance and efficiency of AI applications to drive need for accelerators 93
- 6.3.2.2 Graphics processing units (GPUs) 94
- 6.3.2.3 Tensor processing units 94
- 6.3.2.4 Field programmable processing units 94
- 6.3.2.5 Neuromorphic chips 95
6.3.3 OTHER HARDWARE TYPES 95
6.4 SERVICES 96
6.4.1 PROFESSIONAL SERVICES 97
- 6.4.1.1 Consulting 99
- 6.4.1.1.1 Demand for expert guidance and strategic direction to drive need for consulting services 99
- 6.4.1.2 Deployment & integration 100
- 6.4.1.2.1 Rising emphasis on effective implementation and utilization of AI solutions to spur growth of deployment and integration services 100
- 6.4.1.3 Support & maintenance 101
- 6.4.1.3.1 Support and maintenance services ensure continued functionality, reliability, and effectiveness of AI systems and solutions 101
- 6.4.1.1 Consulting 99
6.4.2 MANAGED SERVICES 102
- 6.4.2.1 Focus on establishing nimble and agile approach to AI implementation to drive growth of managed services 102
7 AI TOOLKIT MARKET, BY TECHNOLOGY 103
7.1 INTRODUCTION 104
7.1.1 TECHNOLOGIES: AI TOOLKIT MARKET DRIVERS 104
7.2 NATURAL LANGUAGE PROCESSING 105
7.2.1 NATURAL LANGUAGE PROCESSING TOOLS FACILITATE INTERACTION BETWEEN COMPUTERS AND HUMAN LANGUAGE 105
7.3 MACHINE LEARNING 106
7.3.1 NEED TO FACILITATE PREDICTIVE ANALYTICS AND DATA-DRIVEN DECISION-MAKING TO DRIVE MARKET 106
7.4 COMPUTER VISION 108
7.4.1 COMPUTER VISION TOOLS ENABLE MACHINES TO INTERPRET AND ANALYZE IMAGES AND VIDEOS 108
7.5 ROBOTIC PROCESS AUTOMATION 109
7.5.1 NEED FOR EFFECTIVE DECISION-MAKING PROCESSES IN EXECUTION OF REPETITIVE AND RULE-BASED TASKS TO SPUR GROWTH 109
8 AI TOOLKIT MARKET, BY VERTICAL 111
8.1 INTRODUCTION 112
8.1.1 VERTICALS: AI TOOLKIT MARKET DRIVERS 112
8.2 BFSI 114
8.2.1 GROWTH OF FRAUDULENT ACTIVITIES IN BFSI SECTOR TO DRIVE DEMAND FOR AI TOOLKITS 114
8.2.2 USE CASES 114
- 8.2.2.1 Fraud detection & prevention 114
- 8.2.2.2 Risk assessment 114
8.3 RETAIL & ECOMMERCE 115
8.3.1 AI HELPS TRACK SALES AND PROCESSING DATA TO FORMULATE STRATEGIES IN RETAIL & ECOMMERCE SECTOR 115
8.3.2 USE CASES 116
- 8.3.2.1 Pricing optimization 116
- 8.3.2.2 Visual search 116
8.4 HEALTHCARE & LIFE SCIENCES 117
8.4.1 AI TOOLKITS OFFER ROBUST ARSENAL OF TOOLS AND TECHNOLOGIES THAT RESHAPE DELIVERY OF HEALTHCARE SERVICES 117
8.4.2 USE CASES 117
- 8.4.2.1 Medical imaging analysis 117
- 8.4.2.2 Drug discovery and development 117
8.5 MANUFACTURING 118
8.5.1 DEMAND FOR DEPLOYMENT OF AI-ENHANCED QUALITY CONTROL SYSTEMS IN MANUFACTURING SECTOR TO DRIVE POPULARITY OF AI TOOLKITS 118
8.5.2 USE CASES 119
- 8.5.2.1 Production scheduling 119
- 8.5.2.2 Product design and prototyping 119
8.6 TELECOM 120
8.6.1 AI-BASED AUTOMATED BILLING AND CHATBOTS TRANSFORM TRADITIONAL PROCESSES IN TELECOM SECTOR 120
8.6.2 USE CASES 120
- 8.6.2.1 Automated billing and invoicing 120
- 8.6.2.2 Network planning and expansion 120
8.7 IT & ITES 121
8.7.1 AI-DRIVEN SOLUTIONS AUTONOMOUSLY MONITOR HEALTH OF SERVERS, NETWORKS, AND DATA CENTERS 121
8.7.2 USE CASES 121
- 8.7.2.1 IT asset management 121
- 8.7.2.2 Project management 121
8.8 MEDIA & ENTERTAINMENT 122
8.8.1 NEED FOR ACCURATE CONTENT RECOMMENDATION AND PERSONALIZATION TO BOOST ADOPTION OF AI TOOLKITS IN MEDIA & ENTERTAINMENT SECTOR 122
8.8.2 USE CASES 123
- 8.8.2.1 Content recommendation 123
- 8.8.2.2 Content moderation 123
8.9 ENERGY & UTILITIES 124
8.9.1 AI TOOLKITS HELP ENERGY AND UTILITY COMPANIES MEET DEMAND FOR SUSTAINABILITY AND OPERATIONAL EFFICIENCY 124
8.9.2 USE CASES 124
- 8.9.2.1 Energy storage optimization 124
- 8.9.2.2 Grid anomaly detection 124
8.10 GOVERNMENT & DEFENSE 125
8.10.1 INNOVATION, EFFICIENCY, AND SECURITY ACROSS AREAS OF PUBLIC ADMINISTRATION AND NATIONAL DEFENSE TO SPUR GROWTH 125
8.10.2 USE CASES 126
- 8.10.2.1 Document analysis 126
- 8.10.2.2 Government services automation 126
8.11 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS 127
8.11.1 FOCUS ON ENHANCING EFFICIENCY, SAFETY, AND SUSTAINABILITY ACROSS SUPPLY CHAIN OPERATIONS TO PROPEL MARKET GROWTH 127
8.11.2 USE CASES 127
- 8.11.2.1 Driver assistance systems 127
- 8.11.2.2 Autonomous vehicles 127
8.12 OTHER VERTICALS 128
8.12.1 USE CASES 129
- 8.12.1.1 Automated grading 129
- 8.12.1.2 Safety compliance 129
- 8.12.1.3 Precision farming 129
- 8.12.1.4 Language translation 129
9 AI TOOLKIT MARKET, BY REGION 131
9.1 INTRODUCTION 132
9.2 NORTH AMERICA 133
9.2.1 NORTH AMERICA: AI TOOLKIT MARKET DRIVERS 133
9.2.2 NORTH AMERICA: RECESSION IMPACT 133
9.2.3 US 139
- 9.2.3.1 Robust growth of AI toolkit ecosystem to drive market 139
9.2.4 CANADA 143
- 9.2.4.1 Rising government initiatives to support rapidly evolving AI technology to facilitate market growth 143
9.3 EUROPE 147
9.3.1 EUROPE: AI TOOLKIT MARKET DRIVERS 147
9.3.2 EUROPE: RECESSION IMPACT 147
9.3.3 UK 152
- 9.3.3.1 Increasing government funding in artificial intelligence to drive market 152
9.3.4 GERMANY 156
- 9.3.4.1 Strong emphasis on innovation and technology to boost adoption of AI toolkits 156
9.3.5 FRANCE 157
- 9.3.5.1 Need for use of advanced solutions to deal with climate change and societal issues to drive popularity of advanced AI toolkits 157
9.3.6 ITALY 157
- 9.3.6.1 Rising government initiatives to boost development and competitiveness of AI to drive market 157
9.3.7 SPAIN 161
- 9.3.7.1 Growing deployment of AI technologies across public and private sectors to drive growth 161
9.3.8 NORDICS 162
- 9.3.8.1 Tech-savvy population and robust investment in technology companies to drive market 162
9.3.9 REST OF EUROPE 162
9.4 ASIA PACIFIC 163
9.4.1 ASIA PACIFIC: AI TOOLKIT MARKET DRIVERS 163
9.4.2 ASIA PACIFIC: RECESSION IMPACT 163
9.4.3 CHINA 169
- 9.4.3.1 Need for nurturing domestic AI capabilities and promoting global expansion of Chinese tech companies to spur market 169
9.4.4 INDIA 173
- 9.4.4.1 Rising emphasis on driving innovation, enhancing productivity, and transforming industries to boost popularity of AI-driven toolkits 173
9.4.5 JAPAN 174
- 9.4.5.1 Need for adequate utilization of data-driven AI across domains to spur market 174
9.4.6 AUSTRALIA & NEW ZEALAND 174
- 9.4.6.1 Increasing application of AI technology in cybersecurity and farming to drive market 174
9.4.7 SOUTH KOREA 175
- 9.4.7.1 Emphasis on developing robust digital strategies to encourage market expansion 175
9.4.8 SOUTHEAST ASIA 175
- 9.4.8.1 Recognition of transformative potential of AI to boost use of AI toolkits 175
9.4.9 REST OF ASIA PACIFIC 176
9.5 MIDDLE EAST & AFRICA 176
9.5.1 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET DRIVERS 176
9.5.2 MIDDLE EAST & AFRICA: RECESSION IMPACT 177
9.5.3 GCC COUNTRIES 181
- 9.5.3.1 Strong partnerships between public and private players to implement AI technology across crucial sectors to drive market 181
9.5.4 SOUTH AFRICA 186
- 9.5.4.1 Rising focus on enhancing global health equitably for betterment of healthcare to offer opportunities for players to leverage AI technology 186
9.5.5 REST OF MIDDLE EAST & AFRICA 186
9.6 LATIN AMERICA 187
9.6.1 LATIN AMERICA: AI TOOLKIT MARKET DRIVERS 187
9.6.2 LATIN AMERICA: RECESSION IMPACT 187
9.6.3 BRAZIL 192
- 9.6.3.1 Implementation of AI and ML technologies in enterprise-level operations to foster market growth 192
9.6.4 MEXICO 196
- 9.6.4.1 Special focus on governance, government services, and data infrastructure to boost popularity of AI-driven toolkits 196
9.6.5 REST OF LATIN AMERICA 196
10 COMPETITIVE LANDSCAPE 197
10.1 INTRODUCTION 197
10.2 STRATEGIES ADOPTED BY KEY PLAYERS 197
10.3 HISTORICAL REVENUE ANALYSIS FOR KEY PLAYERS 198
10.4 MARKET SHARE ANALYSIS FOR KEY PLAYERS 199
10.5 COMPANY EVALUATION MATRIX FOR KEY PLAYERS 199
10.5.1 STARS 199
10.5.2 EMERGING LEADERS 199
10.5.3 PERVASIVE PLAYERS 199
10.5.4 PARTICIPANTS 200
10.5.5 COMPANY FOOTPRINT 201
10.6 START-UP/SME EVALUATION MATRIX 204
10.6.1 PROGRESSIVE COMPANIES 204
10.6.2 RESPONSIVE COMPANIES 204
10.6.3 DYNAMIC COMPANIES 204
10.6.4 STARTING BLOCKS 204
10.6.5 COMPETITIVE BENCHMARKING 206
10.7 COMPETITIVE SCENARIO AND TRENDS 207
10.7.1 PRODUCT LAUNCHES 207
10.7.2 DEALS 208
10.8 AI TOOLKIT PRODUCT BENCHMARKING 210
10.8.1 PROMINENT AI TOOLKIT SOLUTIONS 210
- 10.8.1.1 Salesforce Einstein 210
- 10.8.1.2 Vertex AI 210
- 10.8.1.3 Adobe Firefly 210
- 10.8.1.4 IBM Watsonx 210
- 10.8.1.5 Regie.ai 210
10.9 VALUATION AND FINANCIAL METRICS OF KEY AI TOOLKIT VENDORS 211
11 COMPANY PROFILES 212
11.1 KEY PLAYERS 212
11.1.1 NVIDIA CORPORATION 212
11.1.2 META 216
11.1.3 MICROSOFT 219
11.1.4 IBM 223
11.1.5 GOOGLE 228
11.1.6 THALES GROUP 232
11.1.7 INTEL 235
11.1.8 ORACLE 238
11.1.9 ADOBE 241
11.1.10 SALESFORCE 244
11.1.11 H20.AI 247
11.1.12 ALTERYX 248
11.1.13 KNIME 248
11.1.14 DATAROBOT 249
11.1.15 ALTAIR 250
11.1.16 ATTRI 251
11.1.17 DETERMINED AI 252
11.1.18 RASA 253
11.1.19 OPENAI 254
11.2 START-UPS/SMES 255
11.2.1 JASPER 255
11.2.2 SUPERANNOTATE 256
11.2.3 OBVIOUSLY AI 257
11.2.4 FIDDLER AI 258
11.2.5 UNION.AI 259
11.2.6 REGIE.AI 260
11.2.7 SNORKEL AI 261
11.2.8 LEVITY AI 262
12 ADJACENT AND RELATED MARKETS 263
12.1 INTRODUCTION 263
12.2 GENERATIVE AI MARKET 263
12.2.1 MARKET DEFINITION 263
12.2.2 MARKET OVERVIEW 263
12.2.3 GENERATIVE AI MARKET, BY OFFERING 264
12.2.4 GENERATIVE AI MARKET, BY APPLICATION 265
12.2.5 GENERATIVE AI MARKET, BY VERTICAL 268
12.2.6 GENERATIVE AI MARKET, BY REGION 269
12.3 CONVERSATIONAL AI MARKET 270
12.3.1 MARKET DEFINITION 270
12.3.2 MARKET OVERVIEW 270
12.3.3 CONVERSATIONAL AI MARKET, BY OFFERING 271
12.3.4 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION 271
12.3.5 CONVERSATIONAL AI MARKET, BY CHANNEL 272
12.3.6 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE 273
12.3.7 CONVERSATIONAL AI MARKET, BY TECHNOLOGY 274
12.3.8 CONVERSATIONAL AI MARKET, BY VERTICAL 274
12.3.9 CONVERSATIONAL AI MARKET, BY REGION 275
13 APPENDIX 277
13.1 DISCUSSION GUIDE 277
13.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 283
13.3 CUSTOMIZATION OPTIONS 285
13.4 RELATED REPORTS 285
13.5 AUTHOR DETAILS 286
TABLE 1 USD EXCHANGE RATES, 2020-2022 TABLE 2 RISK ASSESSMENT TABLE 3 RESEARCH ASSUMPTIONS TABLE 4 ROLE OF PLAYERS IN MARKET ECOSYSTEM TABLE 5 TARIFF RELATED TO ELECTRONIC INTEGRATED CIRCUITS AS PROCESSORS AND CONTROLLERS TABLE 6 NORTH AMERICA: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 7 EUROPE: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 8 ASIA PACIFIC: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 9 ROW: REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS TABLE 10 AVERAGE SELLING PRICE TRENDS FOR KEY PLAYERS, BY BILLING CYCLE (USD) TABLE 11 INDICATIVE PRICING ANALYSIS FOR KEY PLAYERS, BY AI TOOLKIT SOFTWARE (USD) TABLE 12 PATENTS FILED, 2021-2023 TABLE 13 PATENTS GRANTED IN AI TOOLKIT MARKET, 2021-2023 TABLE 14 IMPACT OF PORTER’S FIVE FORCES ON AI TOOLKIT MARKET TABLE 15 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS TABLE 16 KEY BUYING CRITERIA FOR TOP THREE VERTICALS TABLE 17 LIST OF CONFERENCES & EVENTS, 2023-2024 TABLE 18 AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 19 AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 20 SOFTWARE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 21 SOFTWARE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 22 HARDWARE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 23 HARDWARE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 24 AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 25 AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 26 PROCESSORS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 27 PROCESSORS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 28 ACCELERATORS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 29 ACCELERATORS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 30 OTHER HARDWARE TYPES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 31 OTHER HARDWARE TYPES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 32 SERVICES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 33 SERVICES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 34 AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 35 AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 36 PROFESSIONAL SERVICES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 37 PROFESSIONAL SERVICES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 38 AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 39 AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 40 CONSULTING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 41 CONSULTING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 42 DEPLOYMENT & INTEGRATION: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 43 DEPLOYMENT & INTEGRATION: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 44 SUPPORT & MAINTENANCE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 45 SUPPORT & MAINTENANCE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 46 MANAGED SERVICES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 47 MANAGED SERVICES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 48 AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 49 AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 50 NATURAL LANGUAGE PROCESSING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 51 NATURAL LANGUAGE PROCESSING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 52 MACHINE LEARNING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 53 MACHINE LEARNING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 54 COMPUTER VISION: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 55 COMPUTER VISION: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 56 ROBOTIC PROCESS AUTOMATION: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 57 ROBOTIC PROCESS AUTOMATION: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 58 AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 59 AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 60 BFSI: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 61 BFSI: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 62 RETAIL & ECOMMERCE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 63 RETAIL & ECOMMERCE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 64 HEALTHCARE & LIFE SCIENCES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 65 HEALTHCARE & LIFE SCIENCES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 66 MANUFACTURING: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 67 MANUFACTURING: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 68 TELECOM: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 69 TELECOM: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 70 IT & ITES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 71 IT & ITES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 72 MEDIA & ENTERTAINMENT: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 73 MEDIA & ENTERTAINMENT: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 74 ENERGY & UTILITIES: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 75 ENERGY & UTILITIES: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 76 GOVERNMENT & DEFENSE: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 77 GOVERNMENT & DEFENSE: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 78 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 79 AUTOMOTIVE, TRANSPORTATION, AND LOGISTICS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 80 OTHER VERTICALS: AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 81 OTHER VERTICALS: AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 82 AI TOOLKIT MARKET, BY REGION, 2017-2022 (USD MILLION) TABLE 83 AI TOOLKIT MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 84 NORTH AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 85 NORTH AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 86 NORTH AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 87 NORTH AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 88 NORTH AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 89 NORTH AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 90 NORTH AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 91 NORTH AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 92 NORTH AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 93 NORTH AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 94 NORTH AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 95 NORTH AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 96 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION) TABLE 97 NORTH AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION) TABLE 98 US: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 99 US: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 100 US: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 101 US: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 102 US: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 103 US: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 104 US: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 105 US: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 106 US: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 107 US: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 108 US: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 109 US: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 110 CANADA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 111 CANADA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 112 CANADA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 113 CANADA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 114 CANADA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 115 CANADA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 116 CANADA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 117 CANADA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 118 CANADA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 119 CANADA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 120 CANADA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 121 CANADA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 122 EUROPE: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 123 EUROPE: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 124 EUROPE: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 125 EUROPE: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 126 EUROPE: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 127 EUROPE: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 128 EUROPE: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 129 EUROPE: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 130 EUROPE: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 131 EUROPE: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 132 EUROPE: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 133 EUROPE: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 134 EUROPE: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION) TABLE 135 EUROPE: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION) TABLE 136 UK: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 137 UK: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 138 UK: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 139 UK: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 140 UK: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 141 UK: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 142 UK: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 143 UK: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 144 UK: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 145 UK: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 146 UK: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 147 UK: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 148 ITALY: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 149 ITALY: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 150 ITALY: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 151 ITALY: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 152 ITALY: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 153 ITALY: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 154 ITALY: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 155 ITALY: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 156 ITALY: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 157 ITALY: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 158 ITALY: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 159 ITALY: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 160 ASIA PACIFIC: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 161 ASIA PACIFIC: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 162 ASIA PACIFIC: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 163 ASIA PACIFIC: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 164 ASIA PACIFIC: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 165 ASIA PACIFIC: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 166 ASIA PACIFIC: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 167 ASIA PACIFIC: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 168 ASIA PACIFIC: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 169 ASIA PACIFIC: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 170 ASIA PACIFIC: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 171 ASIA PACIFIC: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 172 ASIA PACIFIC: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION) TABLE 173 ASIA PACIFIC: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION) TABLE 174 CHINA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 175 CHINA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 176 CHINA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 177 CHINA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 178 CHINA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 179 CHINA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 180 CHINA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 181 CHINA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 182 CHINA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 183 CHINA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 184 CHINA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 185 CHINA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 186 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 187 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 188 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 189 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 190 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 191 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 192 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 193 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 194 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 195 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 196 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 197 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 198 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY COUNTRY/REGION, 2017-2022 (USD MILLION) TABLE 199 MIDDLE EAST & AFRICA: AI TOOLKIT MARKET, BY COUNTRY/REGION, 2023-2028 (USD MILLION) TABLE 200 GCC COUNTRIES: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 201 GCC COUNTRIES: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 202 GCC COUNTRIES: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 203 GCC COUNTRIES: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 204 GCC COUNTRIES: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 205 GCC COUNTRIES: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 206 GCC COUNTRIES: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 207 GCC COUNTRIES: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 208 GCC COUNTRIES: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 209 GCC COUNTRIES: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 210 GCC COUNTRIES: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 211 GCC COUNTRIES: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 212 LATIN AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 213 LATIN AMERICA: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 214 LATIN AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 215 LATIN AMERICA: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 216 LATIN AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 217 LATIN AMERICA: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 218 LATIN AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 219 LATIN AMERICA: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 220 LATIN AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 221 LATIN AMERICA: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 222 LATIN AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 223 LATIN AMERICA: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 224 LATIN AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2017-2022 (USD MILLION) TABLE 225 LATIN AMERICA: AI TOOLKIT MARKET, BY COUNTRY, 2023-2028 (USD MILLION) TABLE 226 BRAZIL: AI TOOLKIT MARKET, BY OFFERING, 2017-2022 (USD MILLION) TABLE 227 BRAZIL: AI TOOLKIT MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 228 BRAZIL: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2017-2022 (USD MILLION) TABLE 229 BRAZIL: AI TOOLKIT MARKET, BY HARDWARE TYPE, 2023-2028 (USD MILLION) TABLE 230 BRAZIL: AI TOOLKIT MARKET, BY SERVICE, 2017-2022 (USD MILLION) TABLE 231 BRAZIL: AI TOOLKIT MARKET, BY SERVICE, 2023-2028 (USD MILLION) TABLE 232 BRAZIL: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2017-2022 (USD MILLION) TABLE 233 BRAZIL: AI TOOLKIT MARKET, BY PROFESSIONAL SERVICE, 2023-2028 (USD MILLION) TABLE 234 BRAZIL: AI TOOLKIT MARKET, BY TECHNOLOGY, 2017-2022 (USD MILLION) TABLE 235 BRAZIL: AI TOOLKIT MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 236 BRAZIL: AI TOOLKIT MARKET, BY VERTICAL, 2017-2022 (USD MILLION) TABLE 237 BRAZIL: AI TOOLKIT MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 238 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS TABLE 239 AI TOOLKIT MARKET: INTENSITY OF COMPETITIVE RIVALRY TABLE 240 COMPANY OVERALL FOOTPRINT TABLE 241 COMPANY FOOTPRINT, BY OFFERING TABLE 242 COMPANY FOOTPRINT, BY KEY VERTICAL TABLE 243 COMPANY FOOTPRINT, BY REGION TABLE 244 DETAILED LIST OF START-UPS/SMES TABLE 245 COMPETITIVE BENCHMARKING OF START-UPS/SMES TABLE 246 AI TOOLKIT MARKET: PRODUCT LAUNCHES, 2021-2023 TABLE 247 AI TOOLKIT MARKET: DEALS, 2022-2023 TABLE 248 COMPARATIVE ANALYSIS OF PROMINENT AI TOOLKITS TABLE 249 NVIDIA CORPORATION: COMPANY OVERVIEW TABLE 250 NVIDIA CORPORATION: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 251 NVIDIA CORPORATION: PRODUCT LAUNCHES AND ENHANCEMENTS TABLE 252 NVIDIA CORPORATION: DEALS TABLE 253 META: COMPANY OVERVIEW TABLE 254 META: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 255 META: DEALS TABLE 256 MICROSOFT: COMPANY OVERVIEW TABLE 257 MICROSOFT: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 258 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS TABLE 259 MICROSOFT: DEALS TABLE 260 IBM: COMPANY OVERVIEW TABLE 261 IBM: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 262 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS TABLE 263 IBM: DEALS TABLE 264 GOOGLE: COMPANY OVERVIEW TABLE 265 GOOGLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 266 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS TABLE 267 GOOGLE: DEALS TABLE 268 THALES GROUP: COMPANY OVERVIEW TABLE 269 THALES GROUP: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 270 THALES GROUP: PRODUCT LAUNCHES AND ENHANCEMENTS TABLE 271 THALES GROUP: DEALS TABLE 272 INTEL: COMPANY OVERVIEW TABLE 273 INTEL: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 274 INTEL: DEALS TABLE 275 ORACLE: COMPANY OVERVIEW TABLE 276 ORACLE: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 277 ORACLE: DEALS TABLE 278 ADOBE: COMPANY OVERVIEW TABLE 279 ADOBE: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 280 ADOBE: DEALS TABLE 281 SALESFORCE: COMPANY OVERVIEW TABLE 282 SALESFORCE: PRODUCTS/SOLUTIONS/SERVICES OFFERED TABLE 283 SALESFORCE: DEALS TABLE 284 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2019-2022 (USD MILLION, Y-O-Y) TABLE 285 GENERATIVE AI MARKET SIZE AND GROWTH RATE, 2023-2028 (USD MILLION, Y-O-Y) TABLE 286 GENERATIVE AI MARKET, BY OFFERING, 2019-2022 (USD MILLION) TABLE 287 GENERATIVE AI MARKET, BY OFFERING, 2023-2028 (USD MILLION) TABLE 288 GENERATIVE AI MARKET, BY APPLICATION, 2019-2022 (USD MILLION) TABLE 289 GENERATIVE AI MARKET, BY APPLICATION, 2023-2028 (USD MILLION) TABLE 290 GENERATIVE AI MARKET, BY VERTICAL, 2019-2022 (USD MILLION) TABLE 291 GENERATIVE AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 292 GENERATIVE AI MARKET, BY REGION, 2019-2022 (USD MILLION) TABLE 293 GENERATIVE AI MARKET, BY REGION, 2023-2028 (USD MILLION) TABLE 294 CONVERSATIONAL AI MARKET, BY OFFERING, 2018-2022 (USD MILLION) TABLE 295 CONVERSATIONAL AI MARKET BY OFFERING, 2023-2028 (USD MILLION) TABLE 296 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018-2022 (USD MILLION) TABLE 297 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023-2028 (USD MILLION) TABLE 298 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018-2022 (USD MILLION) TABLE 299 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023-2028 (USD MILLION) TABLE 300 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018-2022 (USD MILLION) TABLE 301 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023-2028 (USD MILLION) TABLE 302 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2018-2022 (USD MILLION) TABLE 303 CONVERSATIONAL AI MARKET, BY TECHNOLOGY, 2023-2028 (USD MILLION) TABLE 304 CONVERSATIONAL AI MARKET, BY VERTICAL, 2018-2022 (USD MILLION) TABLE 305 CONVERSATIONAL AI MARKET, BY VERTICAL, 2023-2028 (USD MILLION) TABLE 306 CONVERSATIONAL AI MARKET, BY REGION, 2018-2022 (USD MILLION) TABLE 307 CONVERSATIONAL AI MARKET, BY REGION, 2023-2028 (USD MILLION)
FIGURE 1 RESEARCH DESIGN FIGURE 2 BREAKDOWN OF PRIMARY INTERVIEWS: BY COMPANY TYPE, DESIGNATION, AND REGION FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY-SIDE): REVENUE OF OFFERINGS IN AI TOOLKIT MARKET FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 (DEMAND-SIDE) FIGURE 5 AI TOOLKIT MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES FIGURE 6 MARKET SIZE ESTIMATION: BOTTOM-UP APPROACH FIGURE 7 DATA TRIANGULATION FIGURE 8 AI TOOLKIT MARKET TO WITNESS SIGNIFICANT GROWTH DURING FORECAST PERIOD FIGURE 9 AI TOOLKIT MARKET: REGIONAL SNAPSHOT FIGURE 10 RISING TECHNOLOGICAL ADVANCEMENTS AND INCREASING GOVERNMENT SUPPORT TO DRIVE AI TOOLKIT MARKET FIGURE 11 MAJOR SEGMENTS IN AI TOOLKIT MARKET FIGURE 12 SOFTWARE SEGMENT TO LEAD MARKET IN 2023 FIGURE 13 MANAGED SERVICES SEGMENT TO ACHIEVE HIGHER GROWTH DURING FORECAST PERIOD FIGURE 14 BFSI SEGMENT TO LEAD MARKET DURING FORECAST PERIOD FIGURE 15 US AND BFSI SEGMENT TO ACCOUNT FOR SIGNIFICANT SHARE IN 2023 FIGURE 16 AI TOOLKIT MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES FIGURE 17 MILESTONES OF ARTIFICIAL INTELLIGENCE FIGURE 18 ECOSYSTEM MAP FIGURE 19 VALUE CHAIN ANALYSIS FIGURE 20 NUMBER OF PATENTS GRANTED ANNUALLY, 2021-2023 FIGURE 21 TOP TEN PATENT APPLICANTS WITH HIGHEST NUMBER OF APPLICATIONS, 2021-2023 FIGURE 22 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS FIGURE 23 KEY BUYING CRITERIA FOR TOP THREE VERTICALS FIGURE 24 TRENDS AND DISRUPTIONS IMPACTING CUSTOMERS’ BUSINESSES FIGURE 25 EXPORT VALUE OF ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES, BY KEY COUNTRY, 2015-2022 (USD BILLION) FIGURE 26 IMPORT VALUE OF ELECTRONIC INTEGRATED CIRCUITS AND MICROASSEMBLIES, BY KEY COUNTRY, 2015-2022 (USD BILLION) FIGURE 27 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 28 COMPUTER VISION SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 29 HEALTHCARE & LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD FIGURE 30 NORTH AMERICA: AI TOOLKIT MARKET SNAPSHOT FIGURE 31 ASIA PACIFIC: AI TOOLKIT MARKET SNAPSHOT FIGURE 32 HISTORICAL REVENUE ANALYSIS FOR KEY PLAYERS, 2020-2022 (USD MILLION) FIGURE 33 COMPANY EVALUATION MATRIX FOR KEY PLAYERS, 2023 FIGURE 34 START-UP/SME EVALUATION MATRIX, 2023 FIGURE 35 VALUATION AND FINANCIAL METRICS OF KEY AI TOOLKIT VENDORS FIGURE 36 NVIDIA CORPORATION: COMPANY SNAPSHOT FIGURE 37 META: COMPANY SNAPSHOT FIGURE 38 MICROSOFT: COMPANY SNAPSHOT FIGURE 39 IBM: COMPANY SNAPSHOT FIGURE 40 GOOGLE: COMPANY SNAPSHOT FIGURE 41 THALES GROUP: COMPANY SNAPSHOT FIGURE 42 INTEL: COMPANY SNAPSHOT FIGURE 43 ORACLE: COMPANY SNAPSHOT FIGURE 44 ADOBE: COMPANY SNAPSHOT FIGURE 45 SALESFORCE: COMPANY SNAPSHOT
