High-volume, high-stakes professional work sits at an awkward intersection. Incoming instructions are unstructured: emails, briefs, operational handovers. Outputs have to be consistent, compliant and defensible. Every workflow carries regulatory, commercial or reputational consequence. Volume is constant. Accuracy is non-negotiable. Scale without headcount inflation is mandatory.
Generic commercial AI tools do not solve this. They were not built for it. They were designed as general-purpose conversational AI tools, powered by broad foundational models, with data handling managed by the vendor. That approach has a place for individual productivity. It does not solve the operational production problem that institutional enterprises actually face.
Fai is built for the operational production problem.
Fai is a proprietary AI product family, owned and licensed by Fai Technology Pty Ltd, operating under the same governance umbrella as Faculti Lawyers. Fai is a product, not a law firm offering. Its clients include Thomsons (one of Australia's major corporate law firms), the full Faculti group, and a growing list of enterprise and government clients running their workflows on the product.
Fai is offered in two tiers: Fai the AI tool, and the Fai platform. Both tiers share the same underlying technology, the same governance framework, the same hosting options and the same innovation team. They differ in what they do and how they are deployed.
This is AI working as part of a professional team, not replacing one.
The Fai product family
The two tiers are not a simple/advanced split. They are different products, serving different operational needs. Many clients deploy both, with Fai in use as a tool for individual work and the Fai platform running production workflows at organisational scale.
Fai – The AI tool.
Document review, drafting assistance, playbook-driven analysis, due diligence support, research and contract review. Deployed per user or per team. Used by legal practitioners, compliance professionals, operational teams and other professionals to accelerate individual work, with professional sign-off retained on every output.
The Fai platform – Enterprise infrastructure.
Fai integrated into end-to-end workflows, configured per client, connected to case management, reporting, portals and operational systems. Deployed at organisational scale, with agent-based workflow automation, portfolio reporting and client-specific governance. The platform is what runs inside the largest enterprise deployments of Fai today.
What Fai does
Fai the tool is organised around how individual professionals actually work. Integrated into the applications professionals already use (Microsoft Word, document management systems, case management systems) so Fai becomes part of how work runs on the desk, rather than a separate application to be consulted.
Fai reviews documents against client-configured checklists, playbooks or standards. Contracts, leases, loan documents, trust deeds, partnership agreements, due diligence materials, compliance documentation. The output is a structured summary of the document's content, flagged departures from approved positions, and identified issues requiring professional attention. Used extensively today in banking due diligence, leasing, recoveries, retirement living and corporate transaction workflows.
Fai drafts documents from structured inputs: standing instructions, approved templates, agreed positions. Users supply the facts and the required outcome; Fai produces the draft for professional review, amendment and sign-off. Works across document types (correspondence, agreements, notices, reports, executive summaries) and across jurisdictions.
Fai applies a client-specific or firm-specific playbook to a document or an incoming position. Approved positions, fall-back positions, minimum requirements and escalation thresholds are encoded into the playbook, and Fai reviews incoming items against it. Departures are flagged. Acceptable positions are signed off. Professional judgement governs every decision Fai raises.
Structured review of transaction and lending documentation: trust deeds, company constitutions, partnership agreements, construction contracts, development agreements, lease documentation, security documentation. Output is an executive summary produced to the consistency and format the client's internal teams require. Used extensively today in banking, real estate and institutional due diligence workflows.
Fai supports professional research and question-answering on client-specific knowledge bases, codified bank and institutional positions, and accumulated firm knowledge. Used for legal help desk functions, internal knowledge management, and quick lookups against established positions without the time cost of manual search.
At Faculti, every output Fai produces is subject to qualified professional review before it leaves the organisation. Fai accelerates the process. Professional judgement governs the outcome. This is not an add-on to the product architecture. It is built into every workflow Fai supports.
What the Fai platform does
The Fai platform is organised around how enterprise operations actually run. Fai at the core, integrated into end-to-end workflows and the tools that an entire operation uses - email, document templates, client portals, task systems, case management systems, reporting dashboards, operational systems. The platform becomes part of how work runs across the whole operation, not a separate application that individual users consult.
Incoming instructions are classified, assessed against the relevant playbook, routed to the right workflow, and tracked through to completion. The platform handles the operational plumbing (intake, triage, allocation, status tracking) that consumes disproportionate time in high-volume operations, freeing professional time for the judgement calls that matter.
The platform converts unstructured inputs (emails, briefs, standing instructions, operational handovers) into compliant, consistent outputs across every Australian jurisdiction. Thousands of documents per month are produced through enterprise deployments today, across leasing agreements, retirement village contracts, recovery documentation, insurance correspondence, due diligence outputs, compliance reports and the other high-volume document types that enterprise operations actually produce.
Clients receive real-time portfolio visibility through secure portals: every active assignment, current status, cost, outcome, SLA compliance and historical record. The reporting layer is built for the governance expectations of major banks, government departments and institutional clients, and meets the audit and board-reporting standards their internal governance frameworks require.
The platform's AI agents operate with access to the same tools as the professionals they work alongside: email, task systems, document templates, client records, case management systems. They handle routine steps, draft correspondence, generate documents, raise follow-up queries and progress work through defined workflows. They operate as members of the team, not as tools to be consulted.
The platform is configured to each client's operating model. Templates, approval rules, delegation levels, escalation thresholds, compliance checkpoints and integration with the client's own systems are built into the client's instance of the platform. No two clients run the same workflow. Each client runs the workflow their operation actually needs.
The platform integrates into the client's existing systems (case management platforms, document management, billing and invoicing, operational dashboards) so Fai becomes part of the client's operating infrastructure rather than a parallel tool. Integration runs both ways: the platform sends data to the client's systems, and receives inputs from them, to keep every part of the operation working from the same source of truth.
Every platform client chooses the data residency and hosting model that suits their governance requirements. The Fai platform supports full Microsoft Azure cloud deployment with Australia-only data processing, hybrid deployments combining cloud and on-premise elements, and fully on-premise deployments for clients whose regulatory or internal governance framework requires all data to remain within their own infrastructure. The choice is the client's.
How Fai is built
Most commercial AI platforms available to Australian enterprises today are designed for the broadest possible market. They resell generic foundation models, packaged with a standard user interface, to maximise reach and scale. While this approach suits general productivity needs, it cannot deliver the tailored workflow expertise required for institutional-grade, high-stakes professional work.
Fai was purpose built, from first principles, to do what many bought tools do not: encode deep workflow expertise into the architecture itself, not just as a superficial wrapper. The decision to build rather than buy was deliberate, and it has been validated by the outcomes achieved across the client base.
Fai runs inside our Microsoft Azure tenancy with Australia-only AI processing available as standard, selectable per client and per processing requirement. All data stored by the product is hosted in Australia by default. Smaller task-specific models run on infrastructure that can be hosted entirely within the client's own environment. Client data is not used to re-train AI models. AI data is not shared between clients. The product is built for the data sovereignty expectations of Australian enterprise and government clients, with full data residency control available to every client as an operational configuration rather than a privileged option.
Qualified professionals retain sign-off on every output that goes to a client or external counterparty. Fai accelerates the process; professional judgement governs the outcome. Human review checkpoints are built into the workflow architecture, not added as an afterthought, with role-based permissions, audit logging and a clear accountability chain at every stage.
Role-based permissions control who can see what. Audit logging records every action. Secure data controls protect confidentiality across the product. Client data is encrypted and never shared across clients or used for external model training.
Fai is not a product that ships once and then stays still. Feedback from every deployment (across enterprise clients, law firms and professional services) feeds into the iteration cycle. The product today does materially more than it did six months ago, and will do materially more six months from now.
Fai is built and maintained by a dedicated innovation team, led by Ben Lehman. Ben joined Fai Technology as Head of Digital Transformation, having previously spent seven-plus years as a Senior Associate at Allens, led digital transformation at ASX-listed IP services firm IPH Limited, and co-founded legal automation company Applied Marks (acquired by IPH). The team combines legal training, software engineering and product design capability, and works alongside each client's operational and professional teams to configure Fai for their use cases, embed it into their workflows and iterate on the product as their needs evolve. The same team currently supports Thomsons, Faculti Lawyers and enterprise client deployments across Australia.
