What Cassandra's Consulting Practice Does

    Most AI consulting sold to Australian firms is generic: a strategy deck, a chatbot pilot, and a governance template that never touches a live matter. Cassandra's consulting practice is different because it grew out of building a production research engine for Australian tax and legal work — the same retrieval, citation and review problems every professional firm faces.

    Engagements typically cover one of three things: designing and building retrieval-augmented (RAG) systems over a firm's own precedents and knowledge base; evaluating and integrating LLM tooling into existing practice-management workflows; or establishing AI governance that satisfies professional obligations under the TPB Code of Professional Conduct, APES 110 and the Legal Profession Uniform Law.

    Every engagement ends with something running in your environment, with the review controls a partner can sign off on.

    The Problems Professionals Face

    Managing Partner

    Pressure to 'do something with AI' without a clear view of risk, cost or where it actually saves time

    A scoped opportunity assessment tied to specific workflows, with the professional-obligation analysis done up front

    Practice Manager

    Vendor tools that don't integrate with the firm's document system, email or practice management software

    Integration design and build against your actual stack — Microsoft 365, Xero, iManage, LEAP, APS and similar

    Knowledge Manager

    Years of precedents and prior advice that nobody can search reliably

    A retrieval system over your own corpus with citations back to the source document and paragraph

    Risk & Compliance

    No documented position on how AI outputs are reviewed before they reach a client

    An AI governance framework with review gates, logging and accountability mapped to your professional standards

    Key Capabilities

    RAG & Knowledge Systems

    Retrieval-augmented generation over firm precedents, prior advice, and primary sources, with paragraph-level citations

    LLM Integration

    Evaluate, select and integrate language-model tooling into existing document, email and matter workflows

    Document Intelligence

    Extraction, classification and summarisation pipelines for contracts, financial statements and regulatory filings

    AI Governance

    Review gates, audit logging and accountability structures aligned with TPB, APESB and Legal Profession Uniform Law obligations

    Data Residency & Security

    Architectures that keep client data in Australian regions with encryption in transit and at rest

    Adoption & Training

    Role-specific training so juniors, seniors and partners each know what to trust, what to check, and what to reject

    Why Generic AI Consultancies Struggle With Professional Firms

    • They have not built systems where a wrong citation is a professional-conduct issue, so review controls are an afterthought
    • They treat Australian legislation like any other document set, missing the structure of the ITAA, ATO guidance hierarchy and court precedent
    • They pilot chatbots rather than integrating with the document and matter systems where the work actually happens
    • They cannot speak to TPB, APES 110 or Uniform Law obligations when a partner asks whether the design is defensible

    Why Firms Engage Cassandra

    • We run a production tax and legal research engine on Australian primary sources — the consulting practice applies what that taught us
    • Engineers and qualified practitioners work on the same engagement, so architecture and professional obligations are designed together
    • Every build ships with source citations and review gates rather than unverifiable outputs
    • Australian-registered company (ABN 70 659 258 367) with Australian data residency by default
    • Fixed-scope engagements with a working system as the deliverable, not a recommendation deck

    Professional Trust & Compliance

    ABN 70 659 258 367
    Australian-registered company, independently verifiable on the ABR
    Practitioner-Led
    Engagements include TPB-registered tax agents, CA/CPA accountants or admitted lawyers as relevant
    Australian Data Residency
    Client data hosted in Australian regions, AES-256 at rest, TLS 1.3 in transit
    Governance First
    Every design includes review gates and audit logging mapped to your professional standards
    Source Citations
    Systems we build cite the document and paragraph they relied on
    Review-Only Outputs
    Nothing we build is designed for unreviewed use in client work

    Frequently Asked Questions

    Talk Through an Engagement

    Bring the workflow you want to change. We'll tell you honestly whether AI helps, what it would take, and how it stays defensible.