AI for finance, life sciences and mining.

Six capabilities that usually live in separate firms, applied to data where accuracy is not optional. We keep them together because results only earn trust when the model, the systems and the evidence are one design.

LLM training & fine-tuning

Models trained on your data — ledgers, clinical records, genomic pipelines — not a generic assistant.

  • Fine-tuning on domain data and prior decisions
  • Evaluation against your rules and policies
  • Guardrails and a human in the loop on material results
  • Model upkeep as your data and regulations change

AI integration

Into the systems you run: ERP for finance, LIMS and EDC for pharma, analysis pipelines for genomics.

  • ERP — ERPNext, NetSuite, SAP and Oracle
  • LIMS, EDC and clinical data systems
  • Genomics and analysis pipelines
  • APIs, events, write-back and audit logs

Data analysis & reconciliation

Matching, anomaly detection and reconciliation at volume, with exceptions surfaced, not buried.

  • Entry and intercompany reconciliation
  • Anomaly detection across large datasets
  • Rules plus model, tuned to your policies
  • Evidence ready for close, audit and review

Provenance & audit trail

Every result traced to its source — document, sample or sequence — and to the model decision behind it.

  • Source lineage for every result
  • Model decision records and confidence
  • Immutable audit trail and sign-off
  • Exportable evidence for auditors and regulators

Assurance & governance

Controls and documentation for regulated, fiduciary and clinical environments.

  • Controls, segregation of duties and oversight
  • AI governance and model risk management
  • Attestation- and regulator-ready documentation
  • Validation support for regulated settings

Advisory & engagements

Focused engagements across finance, life sciences and mining — from feasibility to production.

  • Feasibility and scoping before build
  • Build-vs-buy and vendor decisions
  • Delivery across finance, life sciences and mining
  • Controls design and testing

Bring us your hardest dataset.

We will run a focused analysis on a sample of your own data and show the provenance behind every result — before you commit to anything.