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SaaS · AIConfidential · under NDA

Project Atlas

A confidential internal tool with a grounded AI assistant — one people actually trust with real decisions.

Client

Under NDA

Year

2025

Services

AI Feature, Web App, UX

Overview

Thebrief

A team drowning in scattered documents wanted an assistant that could answer questions from their own knowledge — without making things up. Client details are withheld under NDA.

The problem

Off-the-shelf AI chat hallucinated on internal data, so the team simply didn't trust it, and adoption never got off the ground.

Our solution

We built retrieval over their knowledge base with inline citations and a small evaluation harness to measure answer quality — so the assistant earns trust by showing its work.

Impact
CitedEvery answer sourced
EvalsQuality measured, not guessed
RAGGrounded in their data
PrivateNo training on your data
Gallery

Acloserlook

Cited answers
Evaluation view
Knowledge search
Before & after

Thetransformation

Before

A generic AI chat that hallucinated and earned zero trust.

After

A grounded, cited assistant the team relies on daily.

Next.jsClaude APIVector searchVercel AI SDK
Next

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