AI Strategy Roadmap for a Growing SaaS Business

A B2B SaaS business providing project management software to professional services firms, with 8,000 active users and a product team of 12.

The Challenge

The product team faced pressure to add AI features but had no clear view of which would create real value. Several AI projects had been started and abandoned after failing to deliver meaningful improvement to user outcomes.

The Vantivio Approach

An AI Opportunity Scan combined analysis of the product's feature set, customer usage data, user feedback themes and the competitive landscape — focusing on user problems AI was genuinely suited to solve.

Five validated use cases emerged: intelligent task prioritisation, meeting summary and action extraction, project risk flagging, automated status report generation and smart resource allocation. Each was scored against business impact, technical feasibility and implementation complexity.

We developed a prioritised AI product roadmap with a business case for each use case, including estimated development effort, risk assessment and governance requirements. The first feature — automated status reports — was delivered within 90 days.

Outcomes

Validated AI use cases prioritised — 5
Time to first AI feature in production — 90 days
Reduction in user-reported reporting effort — 41%