Venomiq by Sparsity

What if your best engineer
retires tomorrow?

As a generation of skilled engineers reaches retirement, decades of diagnostic knowledge are at risk of being lost. Venomiq reconstructs your company's institutional knowledge as a structured, living knowledge base — preserving the expertise of your most experienced engineers as a lasting company asset, and passing it on to the next generation.

Skill succession
Guided diagnostics
On-premise by design

Advanced technology for knowledge continuity

Venomiq uses AI to model expert reasoning as a living knowledge base — structured, auditable, and permanently accessible to your organization.

AI-driven extraction

Venomiq builds the knowledge model from what your company already has: maintenance documents, machine logs, fault reports and interviews with your senior engineers. Nothing has to be written from scratch, and no integration into your control systems is required.

venomiq · knowledge extraction
Knowledge sources 4 sources
line-3-fault-reports.pdf extracting…
maintenance-logs 2018–2025 2,847 facts
expert-interviews · 12 h 1,204 rules
equipment-manuals/ queued

Causal traceability

Every answer comes with an auditable chain of reasoning — symptom, evidence, ruled-out causes and confirmed root cause — never black-box correlation. Engineers can see why the system reached a conclusion, follow it back to the source, and challenge it.

causality trace
Chain of reasoning case #1842
  1. symptom Spindle vibration above threshold
  2. ruled out Shaft misalignment
  3. root cause Bearing preload lost · temp trend +7 °C
  4. action Replace bearing set, re-check preload

Guided diagnostics for the whole team

Junior engineers query the knowledge base in plain language, with no specialist training needed. The whole team resolves issues using the encoded reasoning of its most experienced colleagues, so escalations decrease and senior engineers regain time for mentoring and genuinely complex work.

guided diagnostics
line 3 spindle vibration after tool change |
1
Bearing preload lost
3 checks · from 12 similar cases
92%
2
Tool holder imbalance
2 checks · from 5 similar cases
64%
3
Shaft misalignment
ruled out · geometry within spec
11%

A living knowledge base

Every case your team resolves feeds back into the model, together with your engineers. The knowledge base grows steadily instead of ageing into another forgotten document archive.

living knowledge base
fault cause check action asset
12,849facts
38,201causal links
47sources

Built for generational continuity

Across manufacturing, a generation of highly experienced engineers is approaching retirement. Much of what they know has never been written down. Venomiq gives that knowledge a stable, documented form, so escalations stay low, onboarding stays steady, and diagnostic capability is carried forward intact.

Fewer escalations

Recurring problems stop depending on one person being available, on shift, or still at the company.

Steady onboarding

New engineers reach diagnostic autonomy faster, with the reasoning of your experts at hand from day one.

Expertise that stays

Diagnostic capability survives retirements, handovers and reorganisations as a documented company asset.

Why Venomiq?

Knowledge can be synthesized and protected, so that new engineers — and your company — keep benefiting from it.

Explainable by design

A traceable chain of causality behind every insight, auditable end to end.

Data sovereignty

Fully on-premise deployment for sensitive know-how. No cloud dependency, no data leaving your company: your institutional knowledge remains a protected internal asset.

Low-effort adoption

Starts from your existing documents and expert interviews — no integration into your control systems required.

A trusted partner

Built by Sparsity, a Universitat Politècnica de Catalunya spin-off founded in 2010 and recognised by the European Commission for its innovation capacity.

Is there a problem only one person in your company can solve?

Then that knowledge is worth protecting. Let's talk about how.

Ask us for a pilot