James AI: NDIS and aged care incident management and compliance auditing

James is Curki's dedicated regulatory and incident compliance associate. It continuously reviews incident logs, complaints and shift notes to detect unreported risks, check documentation against NDIS and aged care standards, and generate audit-ready evidence for investigations, governance and funding reviews.

  • Audit 100% of records, not a 5–10% sample
  • Catch incidents mentioned in notes but never logged
  • Turn weeks of note-hunting into a clear timeline
Portrait of James AI, Curki's Compliance Associate
Ask JamesAlways-on quality and risk auditor that reviews every record, not a sample.

See James AI in action

Watch the walkthrough, then get set up in four steps. Connections are API-first and read-only by default, and most teams connect a system in about 3 minutes once credentials are ready.

Up and running in four steps

  1. 1

    Create your account

    Sign up at Curki.ai and verify your email.

  2. 2

    Connect notes and incidents

    Paste an API key or complete OAuth for your progress notes system and incident or risk register, plus complaints if you want them. Read-only is recommended.

  3. 3

    Define what counts

    Set incident categories and severity levels, reportable definitions, corrective action fields and who is alerted when.

  4. 4

    Audit continuously

    Open Incident Management & Auditing. New notes and incidents are reviewed on each refresh, with Needs Review alerts and unreported incident candidates.

Stuck on scopes or ID mapping? Book a free 30-minute session and our product experts will onboard you end to end. Book a walkthrough

A walk through James's incident and compliance module, recorded in the product with sample data.

What changes with James AI

Before

Compliance managers sample notes, chase incomplete incidents and reconstruct timelines by hand. Incidents get missed until families complain or audits find gaps, and corrective actions are inconsistent.

  • Only a small sample of notes ever gets reviewed
  • Incomplete incident records to chase
  • Timelines rebuilt manually for every investigation
  • Standards that keep changing

With James AI

James flags potential reportables, missing follow-ups and unreported incidents automatically. You get a ready-to-review timeline, a draft evidence summary and corrective action prompts, so your team stays proactive, not reactive.

“Don't wait for an audit to find your gaps. Let AI audit everything, all the time, and give your team only the exceptions worth reviewing.”

What James delivers

  • Catch silent incidents early

    For example, a fall mentioned in a progress note with no formal incident created.

  • Faster investigations

    Weeks of note-hunting become a clear, chronological timeline of who, what and when.

  • Better governance reporting

    Risk trends by participant, house or site, shift type, day and time, and staff cohort.

  • Prevent escalation

    Early warning signals like behavioural triggers, medication refusals and repeated near-misses.

  • Improve staff practice

    Identify documentation gaps and training needs. System improvement, not blame.

  • Always audit 100%

    Every record reviewed, not a 5–10% sample, with human review where it matters.

Two modules, one Associate

  • Module 01

    Participant Events & Incident Management

    Flags potential reportable incidents based on your configured definitions, prompts for missing required fields and tracks follow-ups and corrective actions.

  • Module 02

    Incident Auditing

    Cross-checks shift notes against the incident register, surfaces risk patterns and assembles evidence summaries and timelines for audits and reviews.

Key capabilities

What James can do for your team.

  • 01

    Unreported incident detection

    Cross-checks shift and progress notes against the incident register for events that were never recorded.

  • 02

    Reportable incident readiness

    Prompts for missing required fields: time, location, immediate actions, witnesses and escalation.

  • 03

    Evidence summaries

    Collates relevant notes into a structured narrative of who, what, when, impact and actions.

  • 04

    Forensic timelines

    Builds a chronological timeline across notes, incidents, communications and actions.

Group 1 of 3

James at work

  • Scenario 01

    The hidden incident

    A worker writes “client slipped in shower” in shift notes. James finds no matching incident entry and alerts the quality manager to review and lodge appropriately.

  • Scenario 02

    The funding evidence pack

    For a plan review, James scans a defined period and compiles a structured chronology of behaviours, risks, escalation and interventions, ready for internal review.

  • Scenario 03

    The pattern spotter

    Skin tears spike on weekends at one house. James highlights the trend so you can investigate staffing mix, handover quality, hazards or training gaps.

Asks before it assumes. Knows its limits.

When James is unsure

  • Ambiguous language

    “The note says ‘client was upset’, but there are indicators of verbal aggression. Do you want this flagged as a potential behavioural incident for review?”

  • Missing required data

    “Incident #123 has no follow-up date or immediate action recorded. This may block closure. Please add before finalising.”

  • Conservative by design

    James flags potential risks and asks for confirmation rather than asserting conclusions.

What James won't do

  • No auto-lodgement

    It prepares drafts and checks completeness. A person reviews and submits to external portals.

  • No legal advice

    Highlights compliance risks but doesn't determine liability.

  • No clinical diagnosis

    Flags symptoms and keywords; never diagnoses medical causes.

  • No invented facts

    If information is missing, James asks for it.

Who James AI is for

Roles

  • Quality & Compliance Managers
  • Operations Managers
  • Team Leaders
  • CEOs & Owners

Industries

  • Aged Care & NDIS

Ideal for

Quality and compliance managers, operations managers, team leaders and CEOs of NDIS and aged care providers (typically 20+ participants) who need audit-ready governance and time-bound incident control.

Not the right fit

Providers with paper-only shift notes and incident logs, or organisations unwilling to standardise incident workflows.

James AI: frequently asked questions

No. It audits and augments your existing system, linking incident records with shift notes and related evidence so your team can act faster and more consistently.

It scans shift notes for incident indicators such as falls, injuries, aggression, medication refusal or ambulance attendance, and checks whether a matching entry exists in your incident register.

No. It helps you prepare and validate the content, but submission always remains a human-controlled step.

Yes. Definitions, keywords, severity thresholds and required fields can be configured to match your governance framework.

It can support SIRS-style categorisation and prompts where configured. We'll confirm your exact decision-tree requirements during onboarding.

Items are flagged as “needs review” and James asks for clarification rather than auto-labelling. You can tune the rules over time.

Yes. If voice-generated notes are stored in your connected system, James audits them like any other shift note.

Yes. It normalises and structures text for detection and summarisation, then asks for missing details where needed.

See James AI working with your systems

Book a 30-minute walkthrough. Our product experts will look at your stack, confirm which connectors are live and set up James with you.

  • No system changes
  • Read-only by default
  • Data hosted in Australia
  • People approve every step

James AI: NDIS and aged care incident management and compliance auditing

James is Curki's dedicated regulatory and incident compliance associate. It continuously reviews incident logs, complaints and shift notes to detect unreported risks, check documentation against NDIS and aged care standards, and generate audit-ready evidence for investigations, governance and funding reviews.

  • Audit 100% of records, not a 5–10% sample
  • Catch incidents mentioned in notes but never logged
  • Turn weeks of note-hunting into a clear timeline
Portrait of James AI, Curki's Compliance Associate
Ask JamesAlways-on quality and risk auditor that reviews every record, not a sample.

See James AI in action

Watch the walkthrough, then get set up in four steps. Connections are API-first and read-only by default, and most teams connect a system in about 3 minutes once credentials are ready.

Up and running in four steps

  1. 1

    Create your account

    Sign up at Curki.ai and verify your email.

  2. 2

    Connect notes and incidents

    Paste an API key or complete OAuth for your progress notes system and incident or risk register, plus complaints if you want them. Read-only is recommended.

  3. 3

    Define what counts

    Set incident categories and severity levels, reportable definitions, corrective action fields and who is alerted when.

  4. 4

    Audit continuously

    Open Incident Management & Auditing. New notes and incidents are reviewed on each refresh, with Needs Review alerts and unreported incident candidates.

Stuck on scopes or ID mapping? Book a free 30-minute session and our product experts will onboard you end to end. Book a walkthrough

A walk through James's incident and compliance module, recorded in the product with sample data.

What changes with James AI

Before

Compliance managers sample notes, chase incomplete incidents and reconstruct timelines by hand. Incidents get missed until families complain or audits find gaps, and corrective actions are inconsistent.

  • Only a small sample of notes ever gets reviewed
  • Incomplete incident records to chase
  • Timelines rebuilt manually for every investigation
  • Standards that keep changing

With James AI

James flags potential reportables, missing follow-ups and unreported incidents automatically. You get a ready-to-review timeline, a draft evidence summary and corrective action prompts, so your team stays proactive, not reactive.

“Don't wait for an audit to find your gaps. Let AI audit everything, all the time, and give your team only the exceptions worth reviewing.”

What James delivers

  • Catch silent incidents early

    For example, a fall mentioned in a progress note with no formal incident created.

  • Faster investigations

    Weeks of note-hunting become a clear, chronological timeline of who, what and when.

  • Better governance reporting

    Risk trends by participant, house or site, shift type, day and time, and staff cohort.

  • Prevent escalation

    Early warning signals like behavioural triggers, medication refusals and repeated near-misses.

  • Improve staff practice

    Identify documentation gaps and training needs. System improvement, not blame.

  • Always audit 100%

    Every record reviewed, not a 5–10% sample, with human review where it matters.

Two modules, one Associate

  • Module 01

    Participant Events & Incident Management

    Flags potential reportable incidents based on your configured definitions, prompts for missing required fields and tracks follow-ups and corrective actions.

  • Module 02

    Incident Auditing

    Cross-checks shift notes against the incident register, surfaces risk patterns and assembles evidence summaries and timelines for audits and reviews.

Key capabilities

What James can do for your team.

  • 01

    Unreported incident detection

    Cross-checks shift and progress notes against the incident register for events that were never recorded.

  • 02

    Reportable incident readiness

    Prompts for missing required fields: time, location, immediate actions, witnesses and escalation.

  • 03

    Evidence summaries

    Collates relevant notes into a structured narrative of who, what, when, impact and actions.

  • 04

    Forensic timelines

    Builds a chronological timeline across notes, incidents, communications and actions.

Group 1 of 3

James at work

  • Scenario 01

    The hidden incident

    A worker writes “client slipped in shower” in shift notes. James finds no matching incident entry and alerts the quality manager to review and lodge appropriately.

  • Scenario 02

    The funding evidence pack

    For a plan review, James scans a defined period and compiles a structured chronology of behaviours, risks, escalation and interventions, ready for internal review.

  • Scenario 03

    The pattern spotter

    Skin tears spike on weekends at one house. James highlights the trend so you can investigate staffing mix, handover quality, hazards or training gaps.

Asks before it assumes. Knows its limits.

When James is unsure

  • Ambiguous language

    “The note says ‘client was upset’, but there are indicators of verbal aggression. Do you want this flagged as a potential behavioural incident for review?”

  • Missing required data

    “Incident #123 has no follow-up date or immediate action recorded. This may block closure. Please add before finalising.”

  • Conservative by design

    James flags potential risks and asks for confirmation rather than asserting conclusions.

What James won't do

  • No auto-lodgement

    It prepares drafts and checks completeness. A person reviews and submits to external portals.

  • No legal advice

    Highlights compliance risks but doesn't determine liability.

  • No clinical diagnosis

    Flags symptoms and keywords; never diagnoses medical causes.

  • No invented facts

    If information is missing, James asks for it.

Who James AI is for

Roles

  • Quality & Compliance Managers
  • Operations Managers
  • Team Leaders
  • CEOs & Owners

Industries

  • Aged Care & NDIS

Ideal for

Quality and compliance managers, operations managers, team leaders and CEOs of NDIS and aged care providers (typically 20+ participants) who need audit-ready governance and time-bound incident control.

Not the right fit

Providers with paper-only shift notes and incident logs, or organisations unwilling to standardise incident workflows.

James AI: frequently asked questions

No. It audits and augments your existing system, linking incident records with shift notes and related evidence so your team can act faster and more consistently.

It scans shift notes for incident indicators such as falls, injuries, aggression, medication refusal or ambulance attendance, and checks whether a matching entry exists in your incident register.

No. It helps you prepare and validate the content, but submission always remains a human-controlled step.

Yes. Definitions, keywords, severity thresholds and required fields can be configured to match your governance framework.

It can support SIRS-style categorisation and prompts where configured. We'll confirm your exact decision-tree requirements during onboarding.

Items are flagged as “needs review” and James asks for clarification rather than auto-labelling. You can tune the rules over time.

Yes. If voice-generated notes are stored in your connected system, James audits them like any other shift note.

Yes. It normalises and structures text for detection and summarisation, then asks for missing details where needed.

See James AI working with your systems

Book a 30-minute walkthrough. Our product experts will look at your stack, confirm which connectors are live and set up James with you.

  • No system changes
  • Read-only by default
  • Data hosted in Australia
  • People approve every step

James AI: NDIS and aged care incident management and compliance auditing

James is Curki's dedicated regulatory and incident compliance associate. It continuously reviews incident logs, complaints and shift notes to detect unreported risks, check documentation against NDIS and aged care standards, and generate audit-ready evidence for investigations, governance and funding reviews.

  • Audit 100% of records, not a 5–10% sample
  • Catch incidents mentioned in notes but never logged
  • Turn weeks of note-hunting into a clear timeline
Portrait of James AI, Curki's Compliance Associate
Ask JamesAlways-on quality and risk auditor that reviews every record, not a sample.

See James AI in action

Watch the walkthrough, then get set up in four steps. Connections are API-first and read-only by default, and most teams connect a system in about 3 minutes once credentials are ready.

Up and running in four steps

  1. 1

    Create your account

    Sign up at Curki.ai and verify your email.

  2. 2

    Connect notes and incidents

    Paste an API key or complete OAuth for your progress notes system and incident or risk register, plus complaints if you want them. Read-only is recommended.

  3. 3

    Define what counts

    Set incident categories and severity levels, reportable definitions, corrective action fields and who is alerted when.

  4. 4

    Audit continuously

    Open Incident Management & Auditing. New notes and incidents are reviewed on each refresh, with Needs Review alerts and unreported incident candidates.

Stuck on scopes or ID mapping? Book a free 30-minute session and our product experts will onboard you end to end. Book a walkthrough

A walk through James's incident and compliance module, recorded in the product with sample data.

What changes with James AI

Before

Compliance managers sample notes, chase incomplete incidents and reconstruct timelines by hand. Incidents get missed until families complain or audits find gaps, and corrective actions are inconsistent.

  • Only a small sample of notes ever gets reviewed
  • Incomplete incident records to chase
  • Timelines rebuilt manually for every investigation
  • Standards that keep changing

With James AI

James flags potential reportables, missing follow-ups and unreported incidents automatically. You get a ready-to-review timeline, a draft evidence summary and corrective action prompts, so your team stays proactive, not reactive.

“Don't wait for an audit to find your gaps. Let AI audit everything, all the time, and give your team only the exceptions worth reviewing.”

What James delivers

  • Catch silent incidents early

    For example, a fall mentioned in a progress note with no formal incident created.

  • Faster investigations

    Weeks of note-hunting become a clear, chronological timeline of who, what and when.

  • Better governance reporting

    Risk trends by participant, house or site, shift type, day and time, and staff cohort.

  • Prevent escalation

    Early warning signals like behavioural triggers, medication refusals and repeated near-misses.

  • Improve staff practice

    Identify documentation gaps and training needs. System improvement, not blame.

  • Always audit 100%

    Every record reviewed, not a 5–10% sample, with human review where it matters.

Two modules, one Associate

  • Module 01

    Participant Events & Incident Management

    Flags potential reportable incidents based on your configured definitions, prompts for missing required fields and tracks follow-ups and corrective actions.

  • Module 02

    Incident Auditing

    Cross-checks shift notes against the incident register, surfaces risk patterns and assembles evidence summaries and timelines for audits and reviews.

Key capabilities

What James can do for your team.

  • 01

    Unreported incident detection

    Cross-checks shift and progress notes against the incident register for events that were never recorded.

  • 02

    Reportable incident readiness

    Prompts for missing required fields: time, location, immediate actions, witnesses and escalation.

  • 03

    Evidence summaries

    Collates relevant notes into a structured narrative of who, what, when, impact and actions.

  • 04

    Forensic timelines

    Builds a chronological timeline across notes, incidents, communications and actions.

Group 1 of 3

James at work

  • Scenario 01

    The hidden incident

    A worker writes “client slipped in shower” in shift notes. James finds no matching incident entry and alerts the quality manager to review and lodge appropriately.

  • Scenario 02

    The funding evidence pack

    For a plan review, James scans a defined period and compiles a structured chronology of behaviours, risks, escalation and interventions, ready for internal review.

  • Scenario 03

    The pattern spotter

    Skin tears spike on weekends at one house. James highlights the trend so you can investigate staffing mix, handover quality, hazards or training gaps.

Asks before it assumes. Knows its limits.

When James is unsure

  • Ambiguous language

    “The note says ‘client was upset’, but there are indicators of verbal aggression. Do you want this flagged as a potential behavioural incident for review?”

  • Missing required data

    “Incident #123 has no follow-up date or immediate action recorded. This may block closure. Please add before finalising.”

  • Conservative by design

    James flags potential risks and asks for confirmation rather than asserting conclusions.

What James won't do

  • No auto-lodgement

    It prepares drafts and checks completeness. A person reviews and submits to external portals.

  • No legal advice

    Highlights compliance risks but doesn't determine liability.

  • No clinical diagnosis

    Flags symptoms and keywords; never diagnoses medical causes.

  • No invented facts

    If information is missing, James asks for it.

Who James AI is for

Roles

  • Quality & Compliance Managers
  • Operations Managers
  • Team Leaders
  • CEOs & Owners

Industries

  • Aged Care & NDIS

Ideal for

Quality and compliance managers, operations managers, team leaders and CEOs of NDIS and aged care providers (typically 20+ participants) who need audit-ready governance and time-bound incident control.

Not the right fit

Providers with paper-only shift notes and incident logs, or organisations unwilling to standardise incident workflows.

James AI: frequently asked questions

No. It audits and augments your existing system, linking incident records with shift notes and related evidence so your team can act faster and more consistently.

It scans shift notes for incident indicators such as falls, injuries, aggression, medication refusal or ambulance attendance, and checks whether a matching entry exists in your incident register.

No. It helps you prepare and validate the content, but submission always remains a human-controlled step.

Yes. Definitions, keywords, severity thresholds and required fields can be configured to match your governance framework.

It can support SIRS-style categorisation and prompts where configured. We'll confirm your exact decision-tree requirements during onboarding.

Items are flagged as “needs review” and James asks for clarification rather than auto-labelling. You can tune the rules over time.

Yes. If voice-generated notes are stored in your connected system, James audits them like any other shift note.

Yes. It normalises and structures text for detection and summarisation, then asks for missing details where needed.

See James AI working with your systems

Book a 30-minute walkthrough. Our product experts will look at your stack, confirm which connectors are live and set up James with you.

  • No system changes
  • Read-only by default
  • Data hosted in Australia
  • People approve every step
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