Show Notes: Dimitris Samouris discusses the development of a tool called Junior, an SaaS tool built on large language models and speech to text models. It leverages AI to help process primary research workstreams, particularly in the due diligence process, especially for primary interviews. How Junior Works - A SaaS Tool to Clean Transcripts Junior helps automate a significant portion of the administrative tasks associated with research execution, allowing users to focus more on the big picture answer rather than the execution side of things. The tool provides a highly accurate transcript of each call, including the name, segment, company, customer size, date and time of the interview, call status, and review status. The call tracker is a knowledge repository that displays the names, segments, job title, company, customer size, country, date and time of the interview, call status, and review status. The call screen is a customizable project management tool for running the call workstream. Junior has three parts: a call drawer, which has three parts: verbatim transcript, clean transcript, and audio file backup. The first step is to chunking the verbatim transcript into relevant question and answer pairs, then cleaning those pairs for colloquialisms and repetition interruptions. This process typically strips out about half of the text in the verbatim transcript, making it more digestible. The Benefits of Using Junior - Workflow Tools for Consultants Junior allows users to create a clean transcript of a call and then convert it into a call summary. The tool has two components: a stats box that extracts every numerical data point referenced in the call and stores it in one place for review after the call, and a set of key takeaways that are AI-generated summaries of the key points of the call. The tool leverages information from the beginning of a project, such as a scope document or interview guide, to help guide the summary. The tool also offers workflow tools specifically designed for the consulting industry to help get to the slide output faster. One of the main features is Ctrl. F. This feature helps users find relevant quotes and questions related to the topic, such as contract structure, pricing, implementation, and renewal processes. This feature is particularly useful for human consultants who may struggle to trace quotes due to sanitization or paraphrasing issues. An AI native spreadsheet table automates data input for questions that need to be tracked systematically across research or used in market models. It allows users to set up questions and track transcripts, with the source information attached for verification. The data is exportable into Excel for further analysis. Junior also has a chatbot that handles transcripts for consulting and investment research use cases. It produces structured answers with evidence attached to each argument, providing a comprehensive data access and customization tool.  Pricing and Signup for Junior The presentation also touches on the pricing and signup process for clients, including six of the top 10 consulting firms, boutiques, and private equity funds. The pricing is $100 per transcript, which typically gets billed back to the client as part of the research expenditure along with the extra networks used to source calls. Overall, the presentation emphasizes the importance of auditability and traceability when using Gen AI tools in procurement research. Junior saves time on analysis and synthesis for clients who are already paying for interviews on big alpha sites or GLG. The tool is priced at an extra 100 dollars per interview, but it can be refunded back to the client. The signup process involves reaching out to the company, who spin up a new instance for each user due to data security concerns. The platform can be set up within a day of reaching out.  Timestamps: 01:02 Using AI to automate due diligence process, including transcription and summarization of calls.