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0Deutsche Bank Research | Adrian Cox (+44) 20 7541 7775 | November 2023IMPORTANT RESEARCH DISCLOSURES AND ANALYST CERTIFICATIONS LOCATED IN APPENDIX 1. MCI (P) 097/10/2022. UNTIL 19th MARCH 2021 INCOMPLETE DISCLOSUREINFORMATION MAY HAVE BEEN DISPLAYED, PLEASE SEE APPENDIX 1 FOR FURTHER DETAILS.#PositiveImpactDeutsche BankResearchWhere’s my AI revolution? Practical ways you can get less chat, more actionNovember 2023Image by DALL-E Adrian CoxThematic Research(+44)-20-7541-7775adrian.cox@db.comGalina Pozdnyakova(+44)-20-754-74994galina.pozdnyakova@db.com1Deutsche Bank Research | Adrian Cox (+44) 20 7541 7775 | November 2023AI is everywhere and nowhere. Why?Generative AI has been everywhere and nowhere since the launch of ChatGPT almost a year ago. Critics blame the shortcomings of the underlying Large Language Model (LLM) technology. But technology is not an island: it depends not just on previous innovations but also on people joining the dots and fitting it into a hardware and software framework that takes time to create and roll out. Sometimes those elements never come together: the wheeled “toys” excavated from Mesoamerica show how you can understand the wheel but not make the leap to practical applications such as carts and chariots if you don’t have the horses or oxen to pull them.By contrast, there is no shortage of resources for generative AI. The obstacles to its early use by enterprises are significant but more pedestrian: technology and data, governance, and people. In this practical guide, we explain why those hurdles are important and how you can begin to overcome them in your own company to take a step towards a productivity and creativity revolution.Table of contentsI.Why is generative AI still a revolution in waiting?II.From the drawing board to the boardroomIII.Practical guide: technology & data, governance, peopleIV.Annex: related research inc www.dbResearch.com/aiImage by DALL-E 2Deutsche Bank Research | Adrian Cox (+44) 20 7541 7775 | November 2023I. Why is generative AI still a revolution in waiting?3Deutsche Bank Research | Adrian Cox (+44) 20 7541 7775 | November 2023AI is getting smarter and better funded… and everyone’s talking about itSource: NetBase Quid via AI Index Report (2023), Papers With Code (2023), Our World in Data, Bloomberg Finance LP, Deutsche Bank. * Note: Data is expressed in constant 2021 US$. Inflation adjustment is based on the US Consumer Price Index (CPI). ** Note: Coding performance is measured with the APPS benchmark; math performance with the MATH benchmark; and language-based knowledge tests with the MMLU benchmark. Performance on these benchmarks should not be compared directly as they use different performance metrics and test different skills.020406080100Feb-19Jan-20Dec-20Nov-21Oct-22Top performing AI systems in coding, math, andlanguage-based knowledge tests **All knowledge testsMathCoding competitionsCoding interviewsSTEMSocial sciencesHumanitiesMath and knowledge tests: approxi