ShippedProductivity AIKnowledgeInternal Search
// product

AskVault

An AI internal knowledge-search platform that answers employee questions from your own docs — grounded in citations, with knowledge gaps surfaced and deflection tracked.

Client:Scale-up enablement team (NDA)
Duration9 weeks
ScopeMVP product design and front-end build of the Knowledge dashboard and single-answer detail experience, backed by a retrieval-grounded answer engine, confidence scoring and a knowledge-gap tracker.
Team1 product designer, 2 senior front-end engineers, and a fractional PM

// The Knowledge dashboard — an ask bar with a cited answer, a questions-and-deflection trend rising to 64%, and a recent-questions feed with confidence and sources.

1,420Questions answered / mo
64%Deflection rate
8,200Sources indexed
6sAvg answer time
01

Overview

AskVault turns a company's scattered wikis, docs and tickets into a single place employees can ask anything and get a trustworthy answer. Questions are asked in plain language; AskVault retrieves the most relevant passages across every connected source and answers only from what it found — each claim linked to an inline citation and scored for confidence. Questions it can't answer confidently become tracked knowledge gaps routed to a doc owner. BuildspaceLabs designed and built the MVP front end — a workspace Knowledge dashboard for search, analytics and gap triage, and a single-answer detail view with its cited sources — turning a retrieval-grounded model and a stream of company documents into a workflow any employee can use in seconds.

02

Highlights

  • Answers employee questions in plain language from your own wikis, docs and tickets
  • Every answer is grounded in inline citations, never an unsourced guess
  • Surfaces the knowledge gaps worth fixing from what people keep re-asking
  • Tracks deflection so leaders can see how much support the knowledge base absorbs
03

Gallery

04

Outcomes

  • Delivered a production-quality MVP of the Knowledge dashboard and answer detail view in a 9-week engagement
  • Consolidated search, grounded answers, citations, gap detection and deflection analytics into one surface
  • Gave enablement leaders a real-time view of deflection and the knowledge gaps behind re-asked questions
  • Established a reusable design system (citation chips, confidence pills, source cards) for the product's next surfaces
05

Tech Stack

Chosen per constraint, not per habit — the stack shifts with the problem.

Frontend & Mobile
Next.jsReactTypeScriptTailwind CSS
Data & Infrastructure
PostgreSQL · pgvector
Backend & APIs
Python · FastAPIElasticsearch
06

Features

  • Natural-language ask bar that answers instantly from indexed company docs
  • Inline citations linking every claim to the exact source passage
  • Confidence scoring with low-confidence answers flagged for review
  • Knowledge-gap detection for frequently-asked, unanswered topics
  • Deflection analytics across questions answered, volume and answer time
  • 14 source connectors (Notion, Confluence, Zendesk, Google Docs) kept in sync
// live landing page

See AskVault as its own site.

Beyond the build, we designed and shipped AskVault a standalone landing page — its own look, copy and motion. Here's a live preview; scroll inside it, or open it full-screen.

// more from the lab

A team that ships across the board.

36products in production
8industries served
68+technologies in play

// next

Building something in this space?

A 30-minute call is enough for us to understand your situation and tell you whether we're the right team. Usable version in the first two weeks if we are.