NEW YORK, July 14, 2023 /PRNewswire/ — The artificial intelligence (AI) chips market size is estimated to grow by USD 210,506.47 million from 2022 to 2027 at a CAGR of 61.51% according to Technavio. The growing competition in the market is compelling vendors to adopt various growth strategies such as promotional activities and spending on advertisements to improve the visibility of their services. Technavio report analyzes the market’s competitive landscape and offers information on several market vendors including Advanced Micro Devices Inc., Alphabet Inc., Baidu Inc., Broadcom Inc., Cerebras Systems Inc., Fujitsu Ltd., Graphcore Ltd., Huawei Technologies Co. Ltd., Intel Corp., International Business Machines Corp., MediaTek Inc., Microchip Technology Inc., NVIDIA Corp., NXP Semiconductors NV, Qualcomm Inc., SambaNova Systems Inc., Samsung Electronics Co. Ltd., SenseTime Group Inc., Taiwan Semiconductor Manufacturing Co. Ltd., and Tesla Inc.
Information Services Market Insights –
Vendors: 15+, Including Advanced Micro Devices Inc., Alphabet Inc., Baidu Inc., Broadcom Inc., Cerebras Systems Inc., Fujitsu Ltd., Graphcore Ltd., Huawei Technologies Co. Ltd., Intel Corp., International Business Machines Corp., MediaTek Inc., Microchip Technology Inc., NVIDIA Corp., NXP Semiconductors NV, Qualcomm Inc., SambaNova Systems Inc., Samsung Electronics Co. Ltd., SenseTime Group Inc., Taiwan Semiconductor Manufacturing Co. Ltd., and Tesla Inc., among othersCoverage: Parent market analysis; key drivers, major trends, and challenges; customer and vendor landscape; vendor product insights and recent developments; key vendors; and market positioning of vendorsSegments: Product (ASICs, GPUs, CPUs, and FPGAs), End-user (Media and advertising, BFSI, IT and telecommunication, Automotive, and others), and Geography (North America, Europe, APAC, South America, and Middle East and Africa)
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Artificial intelligence (ai) chips market – Customer Landscape
To help companies evaluate and develop growth strategies, the report outlines –
Key purchase criteriaAdoption ratesAdoption lifecycleDrivers of price sensitivityFor highlights on customer landscape analysis, download a sample!
Artificial intelligence (ai) chips market – Vendor Insights
The growing competition in the market is compelling vendors to adopt various growth strategies such as promotional activities and spending on advertisements to improve the visibility of their services. Technavio report analyzes the market’s competitive landscape and offers information on several market vendors including Advanced Micro Devices Inc., Alphabet Inc., Baidu Inc., Broadcom Inc., Cerebras Systems Inc., Fujitsu Ltd., Graphcore Ltd., Huawei Technologies Co. Ltd., Intel Corp., International Business Machines Corp., MediaTek Inc., Microchip Technology Inc., NVIDIA Corp., NXP Semiconductors NV, Qualcomm Inc., SambaNova Systems Inc., Samsung Electronics Co. Ltd., SenseTime Group Inc., Taiwan Semiconductor Manufacturing Co. Ltd., and Tesla Inc.
Artificial Intelligence (AI) Chips Market – Market Dynamics
Key Artificial Intelligence (AI) Chips Market Driver
The increasing adoption of AI chips in data centers is a major factor notably driving the market growth. Data centers play a vital role in running online services for businesses and relying on CPU chips to operate their thousands of servers. However, with the increasing demand for AI, additional processors have been incorporated to complement CPUs. These AI-powered neural networks analyze extensive data to enhance task learning. To ensure optimal performance and cost efficiency, data center providers are leveraging AI technology for various purposes such as security, server optimization, energy efficiency, and infrastructure management. Chip manufacturers are seizing the expanding opportunities in data centers by introducing AI chips specifically designed for these applications. For instance, NVIDIA introduced its BlueField-3 DPU in 2021, catering to AI and accelerated computing within data center infrastructure. Furthermore, the integration of AI chips by smartphone vendors in their products is a key driver behind the significant growth of the global AI chips market. Consequently, these factors will propel the growth of the AI chips market during the forecast period.
Significant Artificial Intelligence (AI) Chips Market Trends
Increasing investments in AI start-ups is an emerging trend shaping the growth of AI Chips Market.
With the rapid expansion of AI technology across various industries, the market for AI chips is experiencing significant growth, attracting both established companies and start-ups. It is projected that around 70%-75% of businesses will adopt AI technology to some extent within the next two decades. This promising market potential has attracted major chip manufacturers and venture capitalists, who are investing heavily in start-up companies to develop AI platforms and chipsets. For instance, in 2021, Shanghai-based start-up Innostar Semiconductor secured USD 100 million in pre-series A funding led by Shanghai Lianhe Investment, with participation from New Alliance, Atlas Capital, and KQ Capital. The funding will be utilized to develop chips for resistive RAM and storage. Such factors are expected to drive market growth during the forecast period.
Major Artificial Intelligence (AI) Chips Market Challenge
Complexities in understanding data are major challenges hindering the artificial intelligence chips market growth. AI faces three key challenges – language, context, and reasoning – in order to fully comprehend and utilize data. Current AI technologies struggle to process information in a manner similar to humans, as they primarily process data rather than language. This leads to contextual issues since AI interprets data as spatial text. However, a true understanding of language can only be achieved when it is comprehended rather than simply read. Effective decision-making by AI relies on processing data and attaining accurate understanding. Without the ability to understand, AI technology cannot effectively solve complex problems. This presents a significant obstacle for the market, as numerous AI systems must analyze vast amounts of continuously processed data. Unless highly efficient AI chips and systems are developed to address the complexities of data understanding, the artificial intelligence chips market growth will be restricted during the forecast period.
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What are the key data covered in this Artificial Intelligence (AI) Chips Market report?
CAGR of the market during the forecast periodDetailed information on factors that will drive the growth of the artificial intelligence (AI) chips market between 2023 and 2027Precise estimation of the artificial intelligence (AI) chips market size and its contribution to the market in focus on the parent marketAccurate predictions about upcoming trends and changes in consumer behaviorGrowth of the artificial intelligence (AI) chips market across North America, Europe, APAC, South America, and the Middle East and AfricaA thorough analysis of the market’s competitive landscape and detailed information about vendorsComprehensive analysis of factors that will challenge the growth of artificial intelligence (AI) chips market vendors
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Artificial Intelligence (AI) Chips Market Scope
Report Coverage
Details
Base year
2022
Historic period
2017-2021
Forecast period
2023-2027
Growth momentum & CAGR
Accelerate at a CAGR of 61.51%
Market growth 2023-2027
USD 210,506.47 million
Market structure
Fragmented
YoY growth 2022-2023 (%)
48.54
Regional analysis
North America, Europe, APAC, South America, and Middle East and Africa
Performing market contribution
North America at 37%
Key countries
US, China, Taiwan, UK, and Germany
Competitive landscape
Leading Vendors, Market Positioning of Vendors, Competitive Strategies, and Industry Risks
Key companies profiled
Advanced Micro Devices Inc., Alphabet Inc., Baidu Inc., Broadcom Inc., Cerebras Systems Inc., Fujitsu Ltd., Graphcore Ltd., Huawei Technologies Co. Ltd., Intel Corp., International Business Machines Corp., MediaTek Inc., Microchip Technology Inc., NVIDIA Corp., NXP Semiconductors NV, Qualcomm Inc., SambaNova Systems Inc., Samsung Electronics Co. Ltd., SenseTime Group Inc., Taiwan Semiconductor Manufacturing Co. Ltd., and Tesla Inc.
Market dynamics
Parent market analysis, Market growth inducers and obstacles, Fast-growing and slow-growing segment analysis, COVID-19 impact and recovery analysis and future consumer dynamics, Market condition analysis for the forecast period
Customization purview
If our report has not included the data that you are looking for, you can reach out to our analysts and get segments customized.
Table of contents
1 Executive Summary
1.1 Market overview Exhibit 01: Executive Summary – Chart on Market OverviewExhibit 02: Executive Summary – Data Table on Market OverviewExhibit 03: Executive Summary – Chart on Global Market CharacteristicsExhibit 04: Executive Summary – Chart on Market by GeographyExhibit 05: Executive Summary – Chart on Market Segmentation by ProductExhibit 06: Executive Summary – Chart on Market Segmentation by End-userExhibit 07: Executive Summary – Chart on Incremental GrowthExhibit 08: Executive Summary – Data Table on Incremental GrowthExhibit 09: Executive Summary – Chart on Vendor Market Positioning
2 Market Landscape
2.1 Market ecosystem Exhibit 10: Parent marketExhibit 11: Market Characteristics
3 Market Sizing
3.1 Market definition Exhibit 12: Offerings of vendors included in the market definition3.2 Market segment analysis Exhibit 13: Market segments3.3 Market size 2022 3.4 Market outlook: Forecast for 2022-2027Exhibit 14: Chart on Global – Market size and forecast 2022-2027 ($ million)Exhibit 15: Data Table on Global – Market size and forecast 2022-2027 ($ million)Exhibit 16: Chart on Global Market: Year-over-year growth 2022-2027 (%)Exhibit 17: Data Table on Global Market: Year-over-year growth 2022-2027 (%)
4 Historic Market Size
4.1 Global artificial intelligence (AI) chips market 2017 – 2021 Exhibit 18: Historic Market Size – Data Table on Global artificial intelligence (AI) chips market 2017 – 2021 ($ million)4.2 Product Segment Analysis 2017 – 2021Exhibit 19: Historic Market Size – Product Segment 2017 – 2021 ($ million)4.3 End-user Segment Analysis 2017 – 2021Exhibit 20: Historic Market Size – End-user Segment 2017 – 2021 ($ million)4.4 Geography Segment Analysis 2017 – 2021Exhibit 21: Historic Market Size – Geography Segment 2017 – 2021 ($ million)4.5 Country Segment Analysis 2017 – 2021Exhibit 22: Historic Market Size – Country Segment 2017 – 2021 ($ million)
5 Five Forces Analysis
5.1 Five forces summary Exhibit 23: Five forces analysis – Comparison between 2022 and 20275.2 Bargaining power of buyers Exhibit 24: Chart on Bargaining power of buyers – Impact of key factors 2022 and 20275.3 Bargaining power of suppliers Exhibit 25: Bargaining power of suppliers – Impact of key factors in 2022 and 20275.4 Threat of new entrants Exhibit 26: Threat of new entrants – Impact of key factors in 2022 and 20275.5 Threat of substitutes Exhibit 27: Threat of substitutes – Impact of key factors in 2022 and 20275.6 Threat of rivalry Exhibit 28: Threat of rivalry – Impact of key factors in 2022 and 20275.7 Market condition Exhibit 29: Chart on Market condition – Five forces 2022 and 2027
6 Market Segmentation by Product
6.1 Market segments Exhibit 30: Chart on Product – Market share 2022-2027 (%)Exhibit 31: Data Table on Product – Market share 2022-2027 (%)6.2 Comparison by Product Exhibit 32: Chart on Comparison by ProductExhibit 33: Data Table on Comparison by Product6.3 ASICs – Market size and forecast 2022-2027Exhibit 34: Chart on ASICs – Market size and forecast 2022-2027 ($ million)Exhibit 35: Data Table on ASICs – Market size and forecast 2022-2027 ($ million)Exhibit 36: Chart on ASICs – Year-over-year growth 2022-2027 (%)Exhibit 37: Data Table on ASICs – Year-over-year growth 2022-2027 (%)6.4 GPUs – Market size and forecast 2022-2027Exhibit 38: Chart on GPUs – Market size and forecast 2022-2027 ($ million)Exhibit 39: Data Table on GPUs – Market size and forecast 2022-2027 ($ million)Exhibit 40: Chart on GPUs – Year-over-year growth 2022-2027 (%)Exhibit 41: Data Table on GPUs – Year-over-year growth 2022-2027 (%)6.5 CPUs – Market size and forecast 2022-2027Exhibit 42: Chart on CPUs – Market size and forecast 2022-2027 ($ million)Exhibit 43: Data Table on CPUs – Market size and forecast 2022-2027 ($ million)Exhibit 44: Chart on CPUs – Year-over-year growth 2022-2027 (%)Exhibit 45: Data Table on CPUs – Year-over-year growth 2022-2027 (%)6.6 FPGAs – Market size and forecast 2022-2027Exhibit 46: Chart on FPGAs – Market size and forecast 2022-2027 ($ million)Exhibit 47: Data Table on FPGAs – Market size and forecast 2022-2027 ($ million)Exhibit 48: Chart on FPGAs – Year-over-year growth 2022-2027 (%)Exhibit 49: Data Table on FPGAs – Year-over-year growth 2022-2027 (%)6.7 Market opportunity by Product Exhibit 50: Market opportunity by Product ($ million)Exhibit 51: Data Table on Market opportunity by Product ($ million)
7 Market Segmentation by End-user
7.1 Market segments Exhibit 52: Chart on End-user – Market share 2022-2027 (%)Exhibit 53: Data Table on End-user – Market share 2022-2027 (%)7.2 Comparison by End-user Exhibit 54: Chart on Comparison by End-userExhibit 55: Data Table on Comparison by End-user7.3 Media and advertising – Market size and forecast 2022-2027 Exhibit 56: Chart on Media and advertising – Market size and forecast 2022-2027 ($ million)Exhibit 57: Data Table on Media and advertising – Market size and forecast 2022-2027 ($ million)Exhibit 58: Chart on Media and advertising – Year-over-year growth 2022-2027 (%)Exhibit 59: Data Table on Media and advertising – Year-over-year growth 2022-2027 (%)7.4 BFSI – Market size and forecast 2022-2027Exhibit 60: Chart on BFSI – Market size and forecast 2022-2027 ($ million)Exhibit 61: Data Table on BFSI – Market size and forecast 2022-2027 ($ million)Exhibit 62: Chart on BFSI – Year-over-year growth 2022-2027 (%)Exhibit 63: Data Table on BFSI – Year-over-year growth 2022-2027 (%)7.5 IT and telecommunication – Market size and forecast 2022-2027 Exhibit 64: Chart on IT and telecommunication – Market size and forecast 2022-2027 ($ million)Exhibit 65: Data Table on IT and telecommunication – Market size and forecast 2022-2027 ($ million)Exhibit 66: Chart on IT and telecommunication – Year-over-year growth 2022-2027 (%)Exhibit 67: Data Table on IT and telecommunication – Year-over-year growth 2022-2027 (%)7.6 Automotive and others – Market size and forecast 2022-2027 Exhibit 68: Chart on Automotive and others – Market size and forecast 2022-2027 ($ million)Exhibit 69: Data Table on Automotive and others – Market size and forecast 2022-2027 ($ million)Exhibit 70: Chart on Automotive and others – Year-over-year growth 2022-2027 (%)Exhibit 71: Data Table on Automotive and others – Year-over-year growth 2022-2027 (%)7.7 Market opportunity by End-user Exhibit 72: Market opportunity by End-user ($ million)Exhibit 73: Data Table on Market opportunity by End-user ($ million)
8 Customer Landscape
8.1 Customer landscape overview Exhibit 74: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
9 Geographic Landscape
9.1 Geographic segmentation Exhibit 75: Chart on Market share by geography 2022-2027 (%)Exhibit 76: Data Table on Market share by geography 2022-2027 (%)9.2 Geographic comparison Exhibit 77: Chart on Geographic comparisonExhibit 78: Data Table on Geographic comparison9.3 North America – Market size and forecast 2022-2027Exhibit 79: Chart on North America – Market size and forecast 2022-2027 ($ million)Exhibit 80: Data Table on North America – Market size and forecast 2022-2027 ($ million)Exhibit 81: Chart on North America – Year-over-year growth 2022-2027 (%)Exhibit 82: Data Table on North America – Year-over-year growth 2022-2027 (%)9.4 Europe – Market size and forecast 2022-2027Exhibit 83: Chart on Europe – Market size and forecast 2022-2027 ($ million)Exhibit 84: Data Table on Europe – Market size and forecast 2022-2027 ($ million)Exhibit 85: Chart on Europe – Year-over-year growth 2022-2027 (%)Exhibit 86: Data Table on Europe – Year-over-year growth 2022-2027 (%)9.5 APAC – Market size and forecast 2022-2027Exhibit 87: Chart on APAC – Market size and forecast 2022-2027 ($ million)Exhibit 88: Data Table on APAC – Market size and forecast 2022-2027 ($ million)Exhibit 89: Chart on APAC – Year-over-year growth 2022-2027 (%)Exhibit 90: Data Table on APAC – Year-over-year growth 2022-2027 (%)9.6 South America – Market size and forecast 2022-2027Exhibit 91: Chart on South America – Market size and forecast 2022-2027 ($ million)Exhibit 92: Data Table on South America – Market size and forecast 2022-2027 ($ million)Exhibit 93: Chart on South America – Year-over-year growth 2022-2027 (%)Exhibit 94: Data Table on South America – Year-over-year growth 2022-2027 (%)9.7 Middle East and Africa – Market size and forecast 2022-2027 Exhibit 95: Chart on Middle East and Africa – Market size and forecast 2022-2027 ($ million)Exhibit 96: Data Table on Middle East and Africa – Market size and forecast 2022-2027 ($ million)Exhibit 97: Chart on Middle East and Africa – Year-over-year growth 2022-2027 (%)Exhibit 98: Data Table on Middle East and Africa – Year-over-year growth 2022-2027 (%)9.8 US – Market size and forecast 2022-2027Exhibit 99: Chart on US – Market size and forecast 2022-2027 ($ million)Exhibit 100: Data Table on US – Market size and forecast 2022-2027 ($ million)Exhibit 101: Chart on US – Year-over-year growth 2022-2027 (%)Exhibit 102: Data Table on US – Year-over-year growth 2022-2027 (%)9.9 China – Market size and forecast 2022-2027Exhibit 103: Chart on China – Market size and forecast 2022-2027 ($ million)Exhibit 104: Data Table on China – Market size and forecast 2022-2027 ($ million)Exhibit 105: Chart on China – Year-over-year growth 2022-2027 (%)Exhibit 106: Data Table on China – Year-over-year growth 2022-2027 (%)9.10 UK – Market size and forecast 2022-2027Exhibit 107: Chart on UK – Market size and forecast 2022-2027 ($ million)Exhibit 108: Data Table on UK – Market size and forecast 2022-2027 ($ million)Exhibit 109: Chart on UK – Year-over-year growth 2022-2027 (%)Exhibit 110: Data Table on UK – Year-over-year growth 2022-2027 (%)9.11 Germany – Market size and forecast 2022-2027Exhibit 111: Chart on Germany – Market size and forecast 2022-2027 ($ million)Exhibit 112: Data Table on Germany – Market size and forecast 2022-2027 ($ million)Exhibit 113: Chart on Germany – Year-over-year growth 2022-2027 (%)Exhibit 114: Data Table on Germany – Year-over-year growth 2022-2027 (%)9.12 Taiwan – Market size and forecast 2022-2027Exhibit 115: Chart on Taiwan – Market size and forecast 2022-2027 ($ million)Exhibit 116: Data Table on Taiwan – Market size and forecast 2022-2027 ($ million)Exhibit 117: Chart on Taiwan – Year-over-year growth 2022-2027 (%)Exhibit 118: Data Table on Taiwan – Year-over-year growth 2022-2027 (%)9.13 Market opportunity by geography Exhibit 119: Market opportunity by geography ($ million)Exhibit 120: Data Tables on Market opportunity by geography ($ million)
10 Drivers, Challenges, and Trends
10.1 Market drivers 10.2 Market challenges 10.3 Impact of drivers and challenges Exhibit 121: Impact of drivers and challenges in 2022 and 202710.4 Market trends
11 Vendor Landscape
11.1 Overview 11.2 Vendor landscape Exhibit 122: Overview on Criticality of inputs and Factors of differentiation11.3 Landscape disruption Exhibit 123: Overview on factors of disruption11.4 Industry risks Exhibit 124: Impact of key risks on business
12 Vendor Analysis
12.1 Vendors covered Exhibit 125: Vendors covered12.2 Market positioning of vendors Exhibit 126: Matrix on vendor position and classification12.3 Advanced Micro Devices Inc. Exhibit 127: Advanced Micro Devices Inc. – OverviewExhibit 128: Advanced Micro Devices Inc. – Business segmentsExhibit 129: Advanced Micro Devices Inc. – Key newsExhibit 130: Advanced Micro Devices Inc. – Key offeringsExhibit 131: Advanced Micro Devices Inc. – Segment focus12.4 Alphabet Inc. Exhibit 132: Alphabet Inc. – OverviewExhibit 133: Alphabet Inc. – Business segmentsExhibit 134: Alphabet Inc. – Key newsExhibit 135: Alphabet Inc. – Key offeringsExhibit 136: Alphabet Inc. – Segment focus12.5 Broadcom Inc. Exhibit 137: Broadcom Inc. – OverviewExhibit 138: Broadcom Inc. – Business segmentsExhibit 139: Broadcom Inc. – Key newsExhibit 140: Broadcom Inc. – Key offeringsExhibit 141: Broadcom Inc. – Segment focus12.6 Cerebras Systems Inc. Exhibit 142: Cerebras Systems Inc. – OverviewExhibit 143: Cerebras Systems Inc. – Product / ServiceExhibit 144: Cerebras Systems Inc. – Key offerings12.7 Graphcore Ltd. Exhibit 145: Graphcore Ltd. – OverviewExhibit 146: Graphcore Ltd. – Product / ServiceExhibit 147: Graphcore Ltd. – Key offerings12.8 Huawei Technologies Co. Ltd. Exhibit 148: Huawei Technologies Co. Ltd. – OverviewExhibit 149: Huawei Technologies Co. Ltd. – Business segmentsExhibit 150: Huawei Technologies Co. Ltd. – Key newsExhibit 151: Huawei Technologies Co. Ltd. – Key offeringsExhibit 152: Huawei Technologies Co. Ltd. – Segment focus12.9 Intel Corp. Exhibit 153: Intel Corp. – OverviewExhibit 154: Intel Corp. – Business segmentsExhibit 155: Intel Corp. – Key newsExhibit 156: Intel Corp. – Key offeringsExhibit 157: Intel Corp. – Segment focus12.10 International Business Machines Corp.Exhibit 158: International Business Machines Corp. – OverviewExhibit 159: International Business Machines Corp. – Business segmentsExhibit 160: International Business Machines Corp. – Key newsExhibit 161: International Business Machines Corp. – Key offeringsExhibit 162: International Business Machines Corp. – Segment focus12.11 MediaTek Inc. Exhibit 163: MediaTek Inc. – OverviewExhibit 164: MediaTek Inc. – Product / ServiceExhibit 165: MediaTek Inc. – Key newsExhibit 166: MediaTek Inc. – Key offerings12.12 NVIDIA Corp. Exhibit 167: NVIDIA Corp. – OverviewExhibit 168: NVIDIA Corp. – Business segmentsExhibit 169: NVIDIA Corp. – Key newsExhibit 170: NVIDIA Corp. – Key offeringsExhibit 171: NVIDIA Corp. – Segment focus12.13 NXP Semiconductors NV Exhibit 172: NXP Semiconductors NV – OverviewExhibit 173: NXP Semiconductors NV – Product / ServiceExhibit 174: NXP Semiconductors NV – Key newsExhibit 175: NXP Semiconductors NV – Key offerings12.14 Qualcomm Inc. Exhibit 176: Qualcomm Inc. – OverviewExhibit 177: Qualcomm Inc. – Business segmentsExhibit 178: Qualcomm Inc. – Key newsExhibit 179: Qualcomm Inc. – Key offeringsExhibit 180: Qualcomm Inc. – Segment focus12.15 Samsung Electronics Co. Ltd. Exhibit 181: Samsung Electronics Co. Ltd. – OverviewExhibit 182: Samsung Electronics Co. Ltd. – Business segmentsExhibit 183: Samsung Electronics Co. Ltd. – Key newsExhibit 184: Samsung Electronics Co. Ltd. – Key offeringsExhibit 185: Samsung Electronics Co. Ltd. – Segment focus12.16 Taiwan Semiconductor Manufacturing Co. Ltd. Exhibit 186: Taiwan Semiconductor Manufacturing Co. Ltd. – OverviewExhibit 187: Taiwan Semiconductor Manufacturing Co. Ltd. – Product / ServiceExhibit 188: Taiwan Semiconductor Manufacturing Co. Ltd. – Key offerings12.17 Tesla Inc. Exhibit 189: Tesla Inc. – OverviewExhibit 190: Tesla Inc. – Business segmentsExhibit 191: Tesla Inc. – Key newsExhibit 192: Tesla Inc. – Key offeringsExhibit 193: Tesla Inc. – Segment focus
13 Appendix
13.1 Scope of the report 13.2 Inclusions and exclusions checklistExhibit 194: Inclusions checklistExhibit 195: Exclusions checklist13.3 Currency conversion rates for US$ Exhibit 196: Currency conversion rates for US$13.4 Research methodology Exhibit 197: Research methodologyExhibit 198: Validation techniques employed for market sizingExhibit 199: Information sources13.5 List of abbreviations Exhibit 200: List of abbreviations
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