Overview
The client is a leading innovation consultancy that conducts design thinking, product ideation, and strategy workshops for medium and large enterprises. As demand for AI-enriched training formats grew, the firm sought to embed a customized Generative AI innovation assistant into their workshop experience—one that could guide participants through ideation, concept interrogation, and knowledge assimilation.
Unlike off-the-shelf LLM tools, the consultancy envisioned an assistant fine-tuned on proprietary methodologies and capable of capturing, analyzing, and summarizing group-level thinking—all while maintaining data privacy. Their broader goal: to offer a truly differentiated experience that could 10x the value proposition for new clients.
Challenge
While initial experiments with public LLMs (e.g., OpenAI’s ChatGPT) showed promise, the client faced several roadblocks:
- Lack of Workflow Customization: Out-of-the-box LLMs couldn’t replicate the consultancy’s proprietary methods or segment the workshop into guided phases.
- No Post-Workshop Intelligence: Existing tools lacked the ability to capture, analyze, and summarize participant interactions, which limited feedback quality and downstream innovation tracking.
- Security & Scalability Gaps: Ensuring secure, client-specific deployment of the assistant across multiple workshops without in-house engineering expertise proved difficult.
The client needed a Generative AI engine that was secure, structured around their IP, and built for repeated deployment across enterprise engagements.
Solution
Bloom AI partnered with the client to develop a lightweight but powerful Generative AI-powered Innovation Assistant, designed as a modular and scalable app for workshops.
Built using Streamlit for rapid deployment and customized LLM workflows, version 1 of the platform included the following key features:
✅ Structured Innovation Workflows
The assistant was designed around three distinct phases aligned to the client’s innovation methodology:
- Ideation: Prompt-driven creativity support to help users generate diverse concepts.
- Interrogation: Critical evaluation of ideas using pre-configured criteria and probing questions.
- Assimilation: Tools to help participants cluster, prioritize, and refine the best ideas collaboratively.
✅ Fine-Tuned Generative AI Models
Each workflow was powered by a domain-adapted LLM, fine-tuned on the client’s proprietary training materials and workshop content, enabling richer, context-aware interactions.
✅ Persistent Chat with Memory
Participants could interact via a familiar chat interface that preserved session memory, allowing seamless, multi-turn conversations. Sessions could be saved and retrieved, enhancing continuity.
✅ Multi-Instance Scalability
The solution was built with the ability to spin up isolated instances for each client engagement—ensuring data privacy while enabling repeat use across different client environments.
✅ Secure Data Capture & Post-Workshop Insights
All chat interactions were stored securely in AWS S3, enabling automated summarization post-workshop. Bloom AI implemented a backend process to generate insight reports for the group—highlighting themes, idea clusters, and participant engagement.
Conclusion: A New Standard in AI-Powered Workshops
The deployment of the AI-powered innovation assistant has delivered measurable value and differentiation:
- User-Friendly and Lightweight
Designed with a clean UI and no training required, the app can be used by first-time workshop participants with ease. - Competitive Differentiation
The integration of custom Generative AI workflows has allowed the consultancy to offer a breakthrough client experience—blending structured creativity with AI augmentation. - Repeatability and Scale
The platform now supports on-demand deployment across client workshops, enabling scalable delivery of AI-enabled innovation services.
About Bloom AI
Bloom AI builds custom Generative AI solutions that translate organizational knowledge and processes into intelligent workflows. From competitive intelligence to product ideation and client engagement, Bloom’s platforms are built for AI-native scalability, security, and speed to value.
