Project brief / AI & automation

Human-centered AI.

Source-backed answer drafts with a clear human review step before customer communication.

Generated visualization: Source documents, evidence links, an answer draft, and a human approval gate

Generated project artwork · Not an original application screenshot

Knowledge retrievalAI evaluationHuman review UX

Client name not published · Portfolio summary edition

VELQRA / KNOWLEDGE ASSISTANCEProject brief · 1 / 3

01 / Feature & workflow overview

What the project focuses on.

Treat an AI answer as a reviewable draft with source context, rather than an automatic final response.

FEATURE 01

Approved-source search

Keep retrieval focused on approved material.

FEATURE 02

Cited answer drafts

Connect suggested answers to supporting sources.

FEATURE 03

Review and edit queue

Give reviewers room to edit before communication.

FEATURE 04

Feedback and evaluation records

Capture feedback to support ongoing evaluation.

Workflow at a glance

  1. STEP 01Search approved sources
  2. STEP 02Prepare a cited draft
  3. STEP 03Review and edit
  4. STEP 04Approve communication

This overview communicates the project’s intended business flow; it is not a technical specification or original system diagram.

VELQRA / KNOWLEDGE ASSISTANCEProject brief · 2 / 3

02 / Business context

The business objectives.

The project’s focus translated into practical goals for the people using it.

Design considerations

  • Keep suggestions separate from approved actions.
  • Retain source context for reviewer inspection.
  • Evaluate uncertain outputs and escalation paths before operational use.

View the project on Velqra’s website