matmul labs

Production AI for complex industries.

We automate the work that's eating your team's week.

WhatApplied AI lab
TeamDomain experts + craft-obsessed engineers, no sales team
AvailabilityA handful of projects a year.
Book a call
Industries
Accounting/Agriculture/Construction/Enterprise SaaS
Healthcare/Insurance/Legal/Pharma/Supply chain

95% of enterprises get zero return on their AI investment. The models can reason, extract, and decide. But the work is ambiguous, fragmented, and full of edge cases. The gap between the two is where the investment dies.

Every role is a mix of rules and judgment. We find the rule-based parts, the ones eating your team's week, and automate them. The judgment stays with your people.

External partnerships reach production at 2x the rate of internal builds. We've done it enough times to know why. Building AI that fits your process is a different skill than building the rest of your product.

If it can't be done reliably, we'll tell you. We've said no more often than yes. Bad projects make everyone miserable, and life's too short.

01
Contract review agents for revenue recognition~150hrs/mo saved
Enterprise SaaS·US
02
Visual defect detection + chemical profiling~200 hrs/mo saved
Agricultural producer·Germany / Canada
03
Electronic Data Capture (EDC) extraction from medical records2 FTEs automated
Pharma - clinical trials·US
04
Pay application reconciliation agent3 FTEs automated
Construction developer·Canada
05
Contract review agents for due diligenceDays → hours
Legal tech startup·US
+ more we can't share publicly
RaqibPRINCIPAL
Built hardware at Apple, GM, and Tesla. Led data at Neuron. Then healthcare, building AI alongside surgeons and automating how hospitals get paid.
UWaterloo
MarcelPRINCIPAL
Designed skull implants for neurosurgeons, then built a platform that fights diabetes. Shipped a learning system along the way. Now building an autonomous pharmacy.
UWaterloo
We reply within 48 hours. Usually faster.