Three products. Our Focus.
When the same impossible brief arrives three times, we stop consulting and start productizing. These are the systems our repeat problems earned.
One answer in ten million records.
Rare-signal discovery, industrialized.
FIND is the search system behind our needle-in-haystack work: weak-supervision models, domain heuristics and evidence trails that turn "search everything" into "rank what matters" — then prove the find.
- Finds rare patients, containers, fraud cases and documents alike
- Every candidate ships with a human-readable evidence trail
- Expert-in-the-loop reviews retrain the magnet each round
Tomorrow, with confidence.
Forecasting people actually plan around.
FORESIGHT runs hierarchical forecasts across sites, wards, vessels or product lines — pooled exactly as much as the data allows, retrained weekly, and honest about its own uncertainty.
- Demand, capacity, enrollment and throughput forecasting
- Honest uncertainty bands — no false confidence
- Planner UI that shows why, not just what
Where six-week systems get built.
Governance as architecture, not paperwork.
FORGE is the platform every Viceron delivery runs on: versioned data and models, decision logs, human-oversight checkpoints and audit evidence that accumulates automatically with every deploy.
- Audit trails and model cards generated as by-products
- EU AI Act-ready traceability and oversight workflows
- Runs in cloud, hybrid, or fully on-premise
The needle engine
Somewhere in your data sits the answer — the undiagnosed patient, the misrouted container, the fraudulent claim, the pivotal clause. FIND is how it gets found, and proven.
How it works. FIND builds a "magnet" for your rare thing: embeddings and domain heuristics rank millions of records; weak supervision learns from near-misses when labeled examples barely exist; and every candidate carries an evidence trail your experts can argue with. The arguing retrains the magnet.
Where it runs. Cloud, hybrid, or entirely inside your perimeter on HPE infrastructure — national registries and patient data never move.
Proven against. Eight million national health records (1 validated find), 2.4 million research papers (recall above manual baselines), and multi-million-row operational datasets across sectors.
Tomorrow, with error bars
Most forecasts fail the same way: one global model averaging away the local truths, presented with a confidence nobody earned. FORESIGHT does the opposite.
How it works. Every unit — a ward, a site, a vessel, a market — is modelled as its own small story, pooled with its siblings exactly as much as the data supports. Uncertainty bands are first-class citizens; the planner UI shows the drivers behind every number.
Where it runs. Weekly retrain cadence on your infrastructure or ours; federated setups available where data can't be pooled — proven across 40 hospital wards with zero records moved.
Built for. Clinical operations, hospital capacity, logistics networks, demand planning — anywhere the future arrives with a budget attached.
Where six-week systems get built
The reason our deliveries pass audits twelve months early isn't heroics — it's the platform they're built on.
How it works. FORGE versions everything: data, models, prompts, decisions. Human-oversight checkpoints are workflow features; model cards and audit trails generate themselves as your system runs. When the auditor arrives, the evidence already exists.
Why it matters now. The EU AI Act makes traceability and oversight a condition of market access for high-risk systems. FORGE treats that as architecture — so compliance is a property of the build, not a project after it.
Where it runs. Cloud, hybrid or air-gapped on-premise with HPE. Your security team gets the same audited access paths the system itself uses.