StratEdge Consulting (UK) delivers business strategy, research, and reporting services to global clients. With increasing client demands for rapid, high-quality insights, StratEdge needed to reduce manual research time and create consistent, data-backed reports at scale.
They wanted a solution that leveraged large language models (LLMs) to automate complex research tasks, interpret unstructured data, and produce natural-language outputs aligned with their brand standards.
We developed and deployed a custom LLM-powered automation platform for StratEdge that:
Integrated OpenAI GPT-4 via LangChain to build an AI agent that processed research queries, summarized findings, and drafted reports.
Combined LLMs with a retrieval-augmented generation (RAG) pipeline using Pinecone to ensure outputs were grounded in trusted data sources.
Allowed analysts to provide high-level prompts and receive detailed, structured, and editable report drafts automatically.
Delivered modular services via FastAPI and Docker, making the system scalable and easy to maintain.
Tech stack: OpenAI GPT-4, LangChain, Pinecone, FastAPI, PostgreSQL, Docker
This AI-powered solution transformed how we deliver insights. Our team now focuses on strategy while the system handles repetitive research — the results speak for themselves.
Strategy Director, StratEdge Consulting
Our AI automation solution enabled StratEdge Consulting to:
StratEdge’s analysts saw immediate efficiency gains, enabling them to focus on higher-level analysis and client strategy. The automation significantly reduced repetitive manual effort and improved the consistency of deliverables across teams.
Consistent report structure and tone, thanks to LLM-driven outputs
Faster turnaround on client deliverables with consistent report structure.
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