01 · The Problem
Answers to routine questions were buried across shared drives and senior team members’ inboxes, slowing onboarding and interrupting experienced staff throughout the day.
AI IntegrationPlaceholder Project
AI Knowledge Assistant
Cited answers from internal documents, policies and past projects.
Project Overview
| Category | AI Integration |
|---|---|
| Industry | Professional Services |
| Services | AI-Powered Solutions, AI Integrations, Backend Development |
| Technology | Python, FastAPI, LangGraph, pgvector, Next.js, OpenAI |
An internal AI assistant that answers staff questions from company documents, always citing the exact source, with access controls that mirror existing permissions.
02 · The Solution
A retrieval-augmented assistant connected to the document store, with per-team permissions, page-level citations, feedback loops and usage and cost dashboards for administrators.
Key Features
- Answers cite the exact document, page and section
- Respects existing folder and team permissions
- Feedback buttons that improve retrieval over time
- Admin dashboard for usage, cost and unanswered questions
- Works inside the tools the team already uses
Outcome
Placeholder outcome — replace with the measurable result from the real project.
- Result Metric
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- Result Metric
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- Result Metric
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