Case studies
Outcomes measured, not promised
Four industries, four deployments, hard numbers throughout. Every engagement starts with a baseline and ends with evidence — this is what that looks like.
3× training ROI in six months across 4,000 analysts
A global bank needed its analyst workforce fluent in compliant generative workflows — under model-risk constraints that had stalled two previous vendor programmes.
How we did it
- Risk-first curriculum co-designed with model-risk and compliance teams
- Role-based tracks for research, operations and client-advisory analysts
- Qube copilot deployed inside the bank's VPC with full audit logging
- Baseline → 90-day workflow instrumentation for hard ROI measurement
- 3×
- measured ROI in 6 months
- 52%
- faster analyst workflows
- 4,000+
- analysts certified
- 0
- compliance incidents
“The programme paid for itself before it finished. The capability analytics gave us board-ready evidence.”
60% faster skill acquisition across three engineering units
Engineering leadership needed 2,800 engineers moved from classical workflows to AI-augmented development — without pausing delivery roadmaps.
How we did it
- Skill DNA diagnostics to sequence 2,800 engineers into capability-matched cohorts
- Agentic engineering masterclass adapted to the company's internal platforms
- Sprint-compatible schedule: two evening sessions weekly plus async labs
- Champions network: top graduates certified as internal instructors
- 60%
- faster skill acquisition
- 40%
- engagement increase
- 2,800
- engineers trained
- 35
- internal champions certified
“QUBICON.AI rebuilt how our engineers learn. The measured gains showed up in delivery metrics within a quarter.”
85% completion improvement on executive AI programmes
The university's professional-development arm saw strong enrolment but weak completion on AI courses — busy executives stalled between sessions and never returned.
How we did it
- Adaptive sequencing: Qube re-planned each learner's path after every session
- Between-session micro-labs sized to 20 minutes, mobile-first
- Instructor heat-maps flagging at-risk learners before they stalled
- Verifiable credentials employers could check instantly
- 85%
- completion improvement
- 4.8/5
- learner satisfaction
- 12
- programmes migrated to Qubicon
- 3,100
- executives certified
“The adaptive copilot keeps every learner moving. Completion went from our biggest embarrassment to a selling point.”
Defect escapes down 35% after on-site vision AI enablement
Quality escapes on high-mix lines were costing seven figures annually; an external vision vendor pilot had failed for lack of internal capability to operate it.
How we did it
- On-site Computer Vision for Quality workshop on the client's own products
- Quality engineers trained to own datasets, thresholds and retraining
- Predictive-maintenance module for the reliability team
- Quarterly refresher orbits as camera and model stacks evolved
- 35%
- defect-escape reduction
- 28%
- unplanned downtime cut
- 6 mo
- payback period
- 3
- lines running in-house vision AI
“Zero fluff — production patterns from day one. Our quality engineers now run the system a vendor once failed to hand over.”
Start today
Your numbers could be next
Every engagement starts with baselines and ends with measured lift. One scoping session shows exactly what we would instrument for you.