For lab and testing services
Your senior mineralogists are your bottleneck. CoEngen is the fix.
CoEngen is Vertical AI for the Mining Industry. For labs, it converts your clients' test work data into the interpretive narrative and client-deliverable prose that currently consumes your senior staff's evenings and weekends. Same team. More work. Better consistency.
CoEngen compresses report generation from 20 hours to 1 hour per report.
Two numbers climb against each other in every busy lab.
Client throughput requirements are rising. The pipeline of critical-minerals projects, the intensity of NI 43-101 scrutiny, and the pace of study cycles have all pushed expectations on lab turnaround and interpretive depth to new highs.
Senior mineralogist capacity is not getting better. Training a senior mineralogist takes a decade. Retention is under pressure across the industry. 72% of mining employers expect retention to worsen over the next five years, and 50% expect hiring itself to get harder.¹ Mineralogical lab networks see the same pattern.
The gap between the two curves has one of three outcomes: client deliverables slip, interpretive depth thins out, or senior staff burn out. Usually all three.
¹ World Economic Forum, Future of Jobs Report 2025.
Take the repetitive interpretive work off your senior staff.
CoEngen integrates with your LIMS and reads the analytical output your lab is already producing: assay, QEMSCAN, MLA, XRD, SEM-EDS, metallurgical test work. It converts that data into the interpretive narrative, comparison tables, and summary figures your client deliverables require. The base model is ready for any custom application; we tailor it to your specific systems, processes, and desired outputs.
What your senior mineralogists do changes. Instead of drafting interpretive paragraphs from scratch, they review CoEngen's draft, refine it with their judgment, and sign off. Instead of cross-referencing ten vendor tables by hand, they review the consolidated table CoEngen built from those same vendors and flag any anomalies. Instead of writing from a blank page at 9pm, they spend the evening with their families.
The lab's senior judgment remains on every deliverable. It is simply no longer the throughput constraint.
Microscopy · Assay · Sample Prep
Built around the work your lab already does.
CoEngen sits on top of the bench work, vendor instruments, and LIMS your team already runs — turning what they generate into interpretive narrative without changing how they collect it.
What changes, concretely.
- Higher client throughput per senior staff member without a proportional increase in headcount
- Faster turnaround on client-facing interpretive deliverables. Proven: 20 hours to 1 hour per report.
- Consistent interpretive quality across every report, every project manager, every client
- Reduced review queue backlog on senior-staff desks
- Stronger capacity to take on complex or unfamiliar ore bodies without staffing up for every new project type
- Automated vendor comparisons and client-template rendering. Strategic time for your team, data-entry time for CoEngen.
- ISO 17025-aligned outputs by default. Traceable, repeatable, audit-ready.
CoEngen reads from your LIMS. It does not replace it.
Your LIMS is the system of record for analytical data. That does not change. CoEngen sits alongside it, reads the structured data your LIMS already captures, and produces the interpretive output that LIMS does not, because narrative generation is not what LIMS platforms were built for. Integration is typically 2–4 weeks from pilot kickoff. CoEngen is data, hardware, and software agnostic by design.
Designed for the people who actually do the interpretive work.
CoEngen's review interface is designed for mineralogists and metallurgists, not for software adoption specialists. Every draft interpretation is linked to its source data; one click reveals the assay table, QEMSCAN output, or test work record behind a sentence. Every revision your expert makes is retained in the project record.
Senior staff typically tell us the same thing after a few weeks: the work they love (judgment calls, pattern recognition, unusual ore bodies) is what they still do, and the work they found repetitive is no longer on their plates.
Built so audit and client-facing accountability stay with your team.
Traceability
Every CoEngen draft links back to source data.
Human sign-off
No interpretive output leaves the system as final without a named expert on your team approving it.
ISO 17025 alignment
Outputs structured for accredited lab deliverables.
NI 43-101 support
For technical-report contributions where applicable.
Data isolation
Your clients' data stays in your CoEngen deployment; we do not train general models on it.
Security
Enterprise SaaS with encryption in transit and at rest, role-based access, audit logging, PIPEDA-aligned privacy.
See CoEngen against a project you're running right now.
A 4–8 week pilot runs CoEngen on a named project of your choice, against your LIMS, your vendor feeds, your client deliverable format. You see the result on your own data, not on a canned demo.