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Whitepaper

Deterministic AI Agents

Whitepaper

XpertAgents for MS Copilot

XpertAgents - trusted, auditable and deterministic AI agents for MS Copilot

Organisations can now build AI agents to make complex decisions with auditable and explainable outcomes, while using Microsoft Copilot as the familiar front-end for employees, partners and customers.

Most AI tools today, including Copilot-style agents, are excellent at:

  • Drafting content
  • Answering questions
  • Assisting knowledge workers
  • Automating simple, low-risk tasks

But they are not suitable when used for regulated decisions, mission-critical processes and high financial or legal risk scenarios.


 

Why standard AI agents are unsafe for decisions that matter.

  • They can hallucinate, confidently giving wrong answers
  • They are non-deterministic e.g. same question = different answer
  • They are not explainable or auditable
  • Regulators and risk teams cannot trust or approve them

 

What is XpertAgent Studio?

XpertAgent Studio is a platform for building enterprise-grade decision agents – XpertAgents.

Instead of letting AI invent answers, XpertAgent Studio can encode enterprise rules, policies, SOPs and regulations, turning them into approved decision logic and ensuring decision logic & outcomes are:

  • Correct
  • Repeatable
  • Explainable & Auditable


 

XpertAgents for MS CoPilot in practise

Step 1: Auto Generate XpertAgent - Large documents – including policies, regulations, SOPs and manuals are uploaded. XpertAgent Studio reads and converts them into structured decision models. These models are visual and require no coding to build.

Step 2: Validate & Approve - Subject matter experts review the logic, test scenarios and approve outcomes. This creates governed AI suitable for audits and regulators.

Step 3: Deploy Agents to Copilot - Employees, partners and/or customers interact naturally through Copilot asking questions, submitting cases and uploading documents. XpertAgents interprets the inputs, applies approved rules, asks further questions & produces consistent decisions.

Step 4: Adapt rapidly - When regulations or policies changes new documents can be uploaded, changes are highlighted for subject matter experts for approval.

XA diagram

Who is benefiting from XpertAgents?

Primarily enterprises in high-risk or regulated industries:

  • Financial services
  • Healthcare
  • Legal services
  • Government & public sector
  • Manufacturing & supply chain
  • Energy

With huge benefits being realised in roles and teams, such as:

  • Compliance & risk teams
  • Operations teams
  • Legal & regulatory teams
  • Customer support teams
  • IT & digital transformation teams

 

What business value to XpertAgents bring?

Trustworthy AI for high-stakes work
  • Decisions are consistent, defensible and auditable
  • Suitable for regulators, auditors and courts
Faster, safer automation
  • Complex decisions that took hours or days can be done in minutes without increasing risk
Reduced burden of decision validation by scarce subject matter experts
  • Institutional knowledge is captured once and applied consistently across the organisation
Lower operational risk
  • Eliminates “AI guessing”
  • Prevents costly errors and compliance breaches
Faster time to value
  • Pre-built industry blueprints
  • Development time significantly reduced

 

Why XpertAgents for MS Copilot

XpertAgents are the perfect strategic fit for the Microsoft ecosystem in regulated, mission critical and high-stake verticals and applications.

Despite strong LLM and workflow capabilities, Microsoft has a capability gap for regulated decisioning.

Microsoft does not have:

  • Deterministic, auditable, rule-based Agentic AI decision engines
  • Regulator-friendly decisioning with ‘white box’ traceability at scale

MS Copilot and XpertAgents together form a natural language interface with the mind of a trusted expert.

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This is the difference between AI guessing & AI you can trust