AI Sidekick: LLM powered Executive Assistant for Team Leads

Mahad Ahmad

Product Manager
Product Analyst
Product Strategist
ChatGPT
Figma

The Problem

The future of work is evolving into a hybrid and borderless landscape, offering flexibility and global collaboration but also comes with unique challenges. A major concern for modern organizations building distributed teams is the "tool overdose."
Remote teams, especially those with 50 or more members, often manage more than 10 tools. This abundance of platforms unintentionally creates fragmented data, impacting coordination and visibility.
Key Challenges:
Information Overload and Inefficiency:
Inefficient information retrieval, exacerbated by excessive documentation and communication barriers, leads to wasted time, frustration, and reduced productivity while hampering collaboration within teams.
2. Employee Well-Being and Performance:
Employee well-being and performance suffer as information overload, constant queries, unidentified workflow bottlenecks, and inconsistent responses contribute to burnout, lower job satisfaction, reduced performance, and increased confusion.
3. Information Silos and Scalability Challenges:
Information silos and scalability challenges arise as teams miss valuable insights due to the absence of analysis tools, grapple with time-consuming manual task overload, including scheduling meetings, and face limitations in accessibility and collaboration potential caused by valuable knowledge isolation within teams.

The Solution

To tackle the challenges posed by a fragmented tool environment, we've developed a solution that embraces the concept of "Decentralized Yet Centralized Communication.”
AI Sidekick: A personal GPT-powered All-Knowing Executive Assistant
AI Sidekick, functioning as an all-knowing executive assistant, streamlines team queries, eliminates the need for document searches or meetings, and transforms daily Q&A into actionable insights. Serving as the nucleus for global teams, it significantly enhances work visibility, coordination, and connectivity among distributed teams worldwide, effectively addressing issues like information overload and constant queries that can lead to burnout and reduced job satisfaction.
Key Features:
Eliminating Data Silos:
AI Sidekick excels in providing context-rich insights. It identifies inefficiencies and bottlenecks in workflows, enabling teams to resolve issues faster and boost team morale. Moreover, it facilitates knowledge sharing, eliminating the isolation of valuable information within different tools, enhancing accessibility and collaboration potential.
2. Sidekick Goggles:
With its "Sidekick Goggles" feature, AI Sidekick gains supercharged visibility. It can effortlessly identify team members and comprehend project statuses. It seamlessly integrates with essential project management tools such as Jira, ClickUp, Asana, as well as daily utility tools like Calendar and Github. Consequently, your Sidekick can share insights such as, "Harry had a productive month, closing 7 support tickets and 43 tasks for the Acme Inc project in Jira. Additionally, he attended 4 client meetings and 9 team meetings.
3. Sidekick Actions:
As AI Sidekick continues to evolve, it's set to take on more responsibilities with "Sidekick Actions." This feature aims to empower the Sidekick with the capability to execute actions across your entire team's tool stack. The team managers will be able to schedule team meetings, create new tasks, or simply request Sidekick to take notes and set reminders, simply transforming the work experience amidst this remote and hybrid work cultures.

My Contribution:

1. Discovery:
User Needs & Pain Points: I led a comprehensive user research initiative to understand the unique challenges of remote teams in a hybrid work environment. By conducting interviews and surveys, we identified three primary pain points: information overload, employee well-being, and information silos.
Market Analysis & Gap Identification: Dived into the current market trends and solutions. Acknowledged the growing trend of chat-based UX and realized the gap for a tool that serves as a centralized communication hub, even when working with decentralized tools.
Solution Vision: Based on our findings, I conceptualized the "AI Sidekick," an executive assistant model that would serve as a one-stop-shop for team leads to handle information and manage tasks more efficiently.
2. Design:
UX for Chat-based Interactions: Recognizing the shift towards chat-based applications, I collaborated with the UX team to design an intuitive chat-based interface for AI Sidekick. This design simplifies user interactions, making data retrieval more streamlined and efficient.
Feature Prioritization: I ensured the inclusion of features like "Sidekick Goggles" and "Sidekick Actions" to provide teams with a holistic view of their operations and actionable insights, without overloading the application with too many functionalities.
Integrations Blueprint: Recognizing the importance of integrating with existing tools, I worked with technical teams to map out integration blueprints for tools like Jira, ClickUp, and Github.
3. Delivery:
Novel LLMs Implementation: Leveraged cutting-edge LLMs (Large Language Models) to make AI Sidekick truly "all-knowing." This enabled the assistant to understand complex queries, provide contextually relevant answers, and offer actionable insights.
LLM Ops & Observability: Given the challenges associated with implementing LLMs in production, I championed the establishment of LLM Ops. This ensured continuous training, model refinement, and monitoring of AI Sidekick's responses for accuracy and relevance.
Feedback Loop & Iterations: I set up a feedback mechanism that captured end-user interactions. This provided insights into how AI Sidekick was being used, which areas needed refinement, and how the tool could be further enhanced to serve team leads better.
My involvement in the AI Sidekick has been holistic. From understanding user needs in the discovery phase, designing a solution tailored to address these needs, to delivering a product that leveraged the power of cutting-edge LLMs and ensured continuous improvement through feedback and observability. The result? A powerful, LLM-powered Executive Assistant that empowers team leads in the ever-evolving landscape of hybrid work.
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