Talking with Tech Leads about how to use OpenAI in your company
Talking with Tech Leads about how to use OpenAI in your company
DX Planning Team Manager, System Planning Department, JAC Recruitment Co.
Junya Tsuruta
Executive Officer, General Manager, Information Systems Division, Information Systems Headquarters, Cybozu, Inc.
Shuichi Suzuki
General Manager, Intelligent Cloud Sales & Marketing Division, Corporate Solutions Business Group, Microsoft Japan, Ltd.
Yasushi Kosugi
claude.icon
This panel discussion discussed the use of OpenAI and generative AI in the enterprise. The main topics discussed included
Emergence of ChatGPT and company reactions
With the advent of ChatGPT in November 2022, the importance of early utilization was recognized.
Mr. Tsuruta of JAC Recruitment expected the regulations to come into effect early and thought it was important to use them up as soon as possible.
Mr. Suzuki of Cybozu hoped that the ultimate system could be created by including all internal information.
Expectation that communication in natural language will create the ultimate system.
We thought that by including all the information within the company, we would be able to track the progress of the project and the movement within the company.
Status of Efforts by Both Companies
Both companies are in the process of implementing a search function that leverages their internal knowledge base. Feedback was incorporated and tuning of prompts proved to be important.
We are in the process of implementing a search function that leverages our in-house knowledge base.
A system was established to incorporate feedback and determine whether a response was good or bad.
Cybozu Internal Initiatives
Developed chatbots that learn internal institutional information, rules, and knowledge.
The goal is to create a system that will help employees solve problems when they arise.
The POC has been in place for nearly a year and is currently in the company-wide rollout phase.
Tsuruta: Tuning of prompts proved to be important for improving accuracy.
Bad answers are misinterpreted, good answers are enhanced and exceed expectations.
Suzuki: AI Accuracy Improvement and Feedback
Employees provide feedback on how good or bad the answers are, which is used to improve the system.
We also devised a way to provide two answers to a single question and let people decide which is more appropriate.
There is a gap between developers' intentions and users' expectations
How to deal with AI
Tsuruta: It is important to understand that AI is not perfect like humans, and to recognize that it has its own habits and to deal with them.
Like human new hires, AI should be viewed as having room for growth.
Suzuki: By giving them names and personalizing them, such as "Exciting-kun," communication with employees will become smoother.
JAC Recruitment's 4-step approach
Level 1
Effective use of internal information
Internal Search
Easy to experience value
Level 2
Automation of routine operations
Middle and back office BPR
Efficiency of internal work is less likely to cause problems outside the company if it fails.
Level 3
Increased consultant time productivity
Consultant Assistant
This is because the presenter's industry is "a type of business model where the consultant's work efficiency is the bottleneck.ビジネスインパクトがあるということnishio.icon Level 4
Creating CX (Customer Experience) using AI
Recruitment of human resources and formulation of guidelines
AI engineers are scarce, accounting for only 5-6% of the total, and securing them is a challenge.
Companies have begun to formulate generation AI guidelines, and the handling of information is being discussed.
Requests to Microsoft
Efforts to unify guidelines and improve the reliability of information
Review of Azure OpenAI Service pricing
Some call for seamless integration to avoid fragmentation of services
In general, the speakers' view was that, while not expecting too much, it is important to steadily expand the scope of utilization, share knowledge among companies, and promote the practical application of AI from Japan.
nishio.iconmemo
AI is sensitive to public relations because it is directly related to IR
A story about how MS was told not to give the number of AI installations in each country.
be regulated
It takes from within the company.
---
This page is auto-translated from /nishio/テックリードと語る社内におけるOpenAI活用術 using DeepL. If you looks something interesting but the auto-translated English is not good enough to understand it, feel free to let me know at @nishio_en. I'm very happy to spread my thought to non-Japanese readers.