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SEOReach Group
Concept projectAI Tool

AtlasAn AI assistant for lead qualification and support

A grounded AI assistant concept that answers routine questions, qualifies enquiries, and hands off to people.

Project type
Concept (fictional brand)
Stack
LLM API · Retrieval / vector search · Node.js · HubSpot API · Next.js

01Overview

Atlas explores how a service business could use AI to respond to website visitors and support requests at any hour, without risking inaccurate answers or losing the human touch on important conversations.

02The challenge

Prospects and customers ask the same questions repeatedly, often outside business hours. Slow replies cost opportunities, but a poorly built chatbot that invents answers would damage trust far more than a delay.

03Proposed solution

The assistant answers only from approved content using retrieval, asks a short set of qualification questions, and writes structured summaries into the CRM. When confidence is low, the request is sensitive, or the visitor asks for a person, it hands off with full context.

04Approach

Grounded answers

Retrieval over approved help content and policies, with the assistant instructed to defer when information is missing.

Qualification flow

A few natural questions mapped to your criteria, producing a structured lead record.

Human handoff

Clear escalation rules and conversation summaries for the person taking over.

Evaluation & monitoring

Test question sets before launch and ongoing review of answer quality and cost.

05Results

As a concept project, there are no client results to report. If this were a live engagement, these are the measures we would agree on up front and report against:

  • Share of questions answered without escalation
  • Accuracy on a reviewed evaluation set
  • Time to first response for new enquiries
  • Qualified leads created in the CRM

Start a project

Want this level of thinking applied to your business?

We'll scope a real project around your goals, then agree on the measures of success before we begin.

We aim to reply to every inquiry within two business days.