Credit models for US lenders
A cash flow underwriting model trained on your own loans, with reasons for every decline.
See underwritingMontréal-based partner · serving businesses across Canada
Clarify.
Then automate.
A free 20-minute mini-diagnostic to find where the bottlenecks are—and how to fix them.
Free mini-diagnostic
Start with a private first diagnostic.
Choose your channel for a free private 20-minute mini-diagnostic. You leave with a useful first observation and the most sensible next step.
Prefer to talk it through directly?
Talk directly with Karim ↗Book the same free 20-minute mini-diagnostic by phone.
In 20 minutes, you leave with:
- the first bottleneck to check
- a concrete first observation
- the most sensible next step
What we build
AI diagnostic assistant
An assistant your field service technicians use to diagnose machine faults in plain language, with every repair added to a structured knowledge base.
See the assistantA few recent examples
Work grounded in real operations.
Rather than talking about AI in the abstract, Clairevue steps in where a team needs more clarity, continuity, and judgment in its day-to-day operations.
WMC
Westgate Financial
Underwriting and operations better supported after hours.
An example of support where files and follow-ups need to keep moving beyond the normal workday.
See the underwriting offer
Why Clairevue
Not another tool.
An outside view.
You know your business. What is often missing is the distance to spot repetitive tasks, missed follow-ups, and scattered information.
Clairevue helps you separate what deserves automation from what simply needs better organization.
Paid offer · AI Operations Audit
When you need to decide what to fix first.
Workflow diagnosis
We identify where follow-ups break, where information gets lost, and where a real gain is plausible.
Ranked opportunities
You receive opportunities ranked by impact, effort, and urgency, with a recommended first project.
Implementation roadmap
You leave with a recommended first project, an effort/value read, and a concrete roadmap.
The offer, step by step
From first diagnostic to implementation.
01
Free mini-diagnostic
A first conversation to qualify the problem and offer a useful first observation.
02
AI Operations Audit
A paid engagement to diagnose your workflows, rank opportunities, and recommend the first project.
03
Implementation sprint
We build the first priority system or fix around your actual operations.
04
Ongoing advisory / fractional AI leadership
Karim can stay involved to prioritize, lead the work, and move the team forward.
After the audit
Karim can also
do the work or lead it.
Depending on your context, Karim can deliver the system himself, run the sprint with your team, or stay involved as a trusted technical operator and fractional AI leader.
Design and build
Design the right system around your operations — not pile on another tool.
Implement with your team
Put the solution in place and coordinate adoption with your team.
Train and mentor
Give your team the judgment and habits needed to use AI well.
Lead the initiative
Step in as the trusted technical operator and fractional AI leader, or support your managers to keep momentum.
Who does the work
Karim
Lahrichi.
Clairevue is led by Karim Lahrichi, a Quebec-based AI and data leader. For more than a decade, he has built systems, led teams, and simplified complex problems.
His background includes roles at Deck, Meta, Flinks, and Intact, along with teaching at Concordia and McGill and mentoring analytics professionals.
Today, he brings that experience to Montreal SMBs like Westgate Financial, Cigo Tracker, and Solutions Bati+.
You do not just receive a recommendation. If you move forward, Karim can diagnose the right initiative, build it himself, or lead it with your team as a trusted technical operator and fractional AI leader.
View background on LinkedIn ↗The next step