Elée - Consulting firm
Crafting better PPTX Offer Proposals
Elée, a French consulting firm specializing in software licensing and cloud spend management, revolutionized its sales proposals by adopting our AI-driven solution. Previously, Elee’s sales team spent up to a day crafting client-ready PowerPoints, with each presentation style varying widely. Now, a secure AI assistant walks the user through key questions until an offer summary is finalized, and this summary is sent to a secure API that generates a professional, on-brand presentation. The file is then stored safely in a private container and a temporary link is shared with the user.
By standardizing the creation of proposals and cutting down prep time, Elée saves multiple days each week while delivering consistently high-quality deliverables. Flowful AI built the LLM agents and PowerPoint generation solutions, while Onbehalf AI developed the LibreChat assistant and refined the templates.
Refining the offer
The AI assistant asks targeted questions to refine the offer into a text summary.
Enhanced PPT Template
We use a proprietary way of enhancing Powerpoint templates files with metadata. This way the LLM agents can understand the purpose of each layout and the expected content in each of the fields.
Generating the presentation
With the complete understanding of the template layouts and the offer summary, the LLM Agents work in concert to draft the outline, pick the right layouts and fill out slides with text, tables, images and even diagrams. The final presentation follows precisely the company template.
Technical Stack
- Python, FastAPI, Docker
- Langchain, Azure OpenAI
- python-pptx
- Mermaid
- Librechat
- Openstack
