AI Opportunity Map
The challenge
Haciendo Punta wanted to pick up its sales pace and find where it was leaking operating and commercial margin — making those calls based on its own data.
An AI plan whose first step is projected to return more than 10x its cost
USD 73K+
in estimated additional annual revenue
USD 6,500
upfront investment
8
AI opportunities, ranked
139,000+
historical records from 15 years of operations

Our solution
We ran our AI Opportunity Map: an analysis of the business that shows where AI makes sense, the impact it could drive and where to start:
- A business assessment and a deep dive into historical data to pinpoint operating and commercial margin leaks
- AI opportunities ranked on an impact vs. effort matrix, starting with quick wins that speed up sales
- Estimated upside and investment for every proposal, with the assumptions out in the open
- Ideas ruled out, with the reasons why — knowing where AI won't help is part of the Map too
- A roadmap to roll out strategic and automation projects in phases
The result
- A concrete action plan, with the first initiatives ready to build
- Quick wins that are projected to pay for themselves many times over
- About USD 80 a month to keep all eight proposals running
- AI isn't always the answer
- The Map also says no: we separate real opportunities from the ones that just sound good, so no budget goes into what won't move the needle.
- Timeline
- Aug 2026 – Sep 2026
- Team
- Two AI engineers
Technologies used in this project:














