About
Built on
deep expertise.
Our story
Years
of pharmaceutical operations experience
Disciplines
software & strategic consulting
Standard
audit-ready, regulated-industry rigor
Mahcom sits at the intersection of two hard disciplines — regulated-industry operations and AI-native software. We've spent 22 years inside pharmaceutical quality systems, technology transfers, and regulatory submissions, learning what it takes for a process to actually hold up under audit.
Today, we apply that same rigor to Salesforce data quality. SmartDedupe is our flagship — a certified Salesforce solution that uses self-learning AI to keep your CRM in a permanent state of clean. No complex filter rules. No third-party stacks. No human effort repeated twice.
A single source of truth, maintained continuously — that's the standard we hold our software to, and it's the standard we bring to every consulting engagement, whether it's an FDA submission or a critical-event notification rollout.
What we believe
Three principles.
i.
Rigor is the feature.
In regulated industries, "good enough" fails audit. We build software and design processes that survive the scrutiny — because the alternative isn't acceptable.
ii.
Don't repeat yourself.
If a human has to do the same work twice, the software failed. SmartDedupe's self-learning model is our response to a problem that admins shouldn't have to solve manually, ever again.
iii.
Clarity over cleverness.
A simple yes-or-no question beats a twelve-field filter rule. A straightforward interface beats a configurable one. We optimize for the user who has to make the decision at 4pm on a Friday.
Work with us.
Whether it's SmartDedupe, a consulting engagement, or something we haven't thought of yet — we'd like to hear about it.