Where AI earns its place in your business.
Examples of what we build, by industry. They are starting points, not a catalogue: every engagement begins with your process and your data.
Financial services
Decline and dispute analysis
An assistant that explains why payments fail and assembles evidence for disputes, for analysts to approve.
KYC and KYB document checks
Extract and cross-check identity and company documents, flagging gaps for review.
Transaction anomaly review
Surface unusual patterns with plain-language reasons, so analysts spend time where it matters.
Security operations
Alert triage and enrichment
Rank SIEM alerts by likely severity and attach context before an analyst opens them.
Incident summaries
Turn logs and case notes into a clear timeline and a draft report.
Response playbooks
Automate containment steps, with approval gates for anything destructive.
Laboratories & regulated
Result review assistant
Check results against limits, history and method rules before sign-off.
Standards and SOP answers
Ask questions of ISO/IEC 17025, methods and SOPs and get answers with references.
Deviation and CAPA drafting
Draft deviation reports and corrective actions from the record, for a person to finalise.
Government & development
Report drafting from field data
Produce programme reports from submitted data, with every figure traceable.
Policy document search
Find and compare clauses across large document collections.
Data quality checks
Spot missing, inconsistent or implausible partner submissions early.
Enterprise operations
Invoice and document processing
Capture, validate and route documents into your ERP or finance system.
Customer support agents
Answer routine requests and hand over to a person with full context.
Internal knowledge assistant
One place to ask about policies, products and procedures.
Software teams
Legacy code understanding
Map and document old systems before changing them.
Test generation and review
Raise test coverage and review changes against your standards.
Migration planning
Plan framework and platform upgrades module by module.
Every use case runs with human review where decisions matter, and with evaluation, guardrails and audit trails. Use cases describe what we build; they are not claims about specific past projects.
See your process on this list?
Or one that is not here yet. Tell us about it and we will reply with how we would approach it.