Australian Public Service — CAIO Workforce Intelligence

There's no standard tool for APS AI workforce readiness. This is it.

Every APS agency must appoint a Chief AI Officer by July 2026. Every CAIO will be asked to report on workforce AI maturity. Ethnobot is the workforce intelligence brief that makes that possible.

SME Exemption 17. No tender required. Interview links live within 24 hours of purchase order.

The mandate

The CAIO mandate has a measurement problem

The APS AI Plan explicitly notes the absence of a common diagnostic approach to workforce AI readiness. New CAIOs are walking into a mandate with no standard measurement instrument. AIDE will ask how your workforce is engaging with AI. Without evidence-grade data, the answer is an opinion.

"Ethnobot is not a gap analysis or a systems audit. It is a workforce intelligence instrument — the diagnostic your CAIO needs before they can report."

July 2026
CAIO appointment deadline for all APS agencies
No standard
diagnostic instrument exists in the APS today
24 hours
from purchase order to interview links live
The deliverable

The Workforce Intelligence Brief

A complete evidence base for AIDE reporting — generated from real conversations across your agency workforce, not from checkbox forms or self-assessment scales.

50 AI-mediated staff interviews
Real conversations across your agency workforce. Not a survey — evidence-based diagnostic conversations that surface actual adoption patterns.
Maturity profile
Where your agency sits on the AI adoption curve. A positioned, evidence-based assessment — not a self-reported score.
Trust and adoption patterns
Who trusts AI, who doesn't, and why. The evidence AIDE needs to understand agency-wide AI engagement.
Archetype distribution
Your workforce mapped across 6 validated AI archetypes. Understand the composition of your agency before you design any intervention.
Top risks and enablers
Specific, evidence-based, actionable. Not generic recommendations — findings drawn directly from your people.
Executive brief (2–3 pages)
Formatted for AIDE reporting. The document your CAIO hands to the Secretary and submits to AIDE.
Quote library
Verbatim staff responses, anonymised, ready for internal comms, policy papers, and workforce strategy documents.
Live dashboard
Watch patterns emerge as interviews complete. Real-time view of adoption distribution, trust spectrum, and emerging themes.
Timeline
3 weeks from kickoff to final report
Example deliverable
See what the brief looks like →
Sample report
Procurement

No tender. No panel. No delay.

Under SME Exemption 17, APS agencies can engage directly with suppliers under the relevant threshold without a full procurement process. The Ethnobot Workforce Intelligence Brief sits comfortably within that threshold. An agency can engage, receive interview links, and begin within 24 hours of a purchase order.

Standard AI readiness assessment
8–12 weeks through standard procurement
Tender process, panel approval, contract negotiation
CAIO reports late — and from the queue
Ethnobot — SME Exemption 17
3 weeks from PO to final report
Direct engagement, no panel, no delay
CAIO reports with evidence, on time

"The typical AI readiness assessment takes 8–12 weeks through standard procurement. Ethnobot takes 3 weeks from PO to final report."

AIDE reporting

What AIDE will ask

AIDE's AI governance framework asks agencies to demonstrate workforce readiness, not just tool deployment. The question is not "which AI tools are installed?" It is "how is your workforce engaging with AI, and what are the adoption patterns across your organisation?"

The Ethnobot report answers both — with evidence.

AIDE asks
"How is your workforce engaging with AI?"
Ethnobot answers
Archetype distribution and adoption patterns across agency staff — derived from validated workforce intelligence, not self-reported confidence scales.
AIDE asks
"What are the trust and adoption patterns?"
Ethnobot answers
Trust by role, seniority, and function. Who is adopting, who is resistant, and the specific reasons behind each pattern.
AIDE asks
"What are your agency's top AI workforce risks?"
Ethnobot answers
Evidence-based risk identification drawn directly from staff conversations — not generic sector-level concerns.
AIDE asks
"What is your workforce AI maturity level?"
Ethnobot answers
A positioned maturity profile against a validated adoption curve — ready to include in the AIDE reporting template.
Timing

The window is July 2026.

CAIOs appointed before July will be asked to report early. CAIOs who arrive with a workforce intelligence brief already in hand establish their function with evidence from day one. CAIOs who wait until after appointment to commission a study are reporting late — and in the dark.

1
Now — Pre-appointment
Commission the study. Arrive with evidence in hand. Establish the CAIO function from a position of intelligence, not assumption.
2
Day 1 — Appointment
Present your workforce intelligence brief to the Secretary. Submit AIDE reporting with evidence-grade data. Set the standard for your agency's AI governance function.
3
Post-July — Late commission
Reporting to AIDE without a workforce intelligence basis. Opinions where evidence is expected. The CAIO function starts behind.
Brief us this week →
The instrument

Not a survey. Real conversations.

APS workforce surveys get compliance responses. Ethnobot gets candid ones. Each staff member has a 15–20 minute AI-mediated conversation — on their time, from any device, without a manager in the room.

Agency survey
"Rate your AI confidence 1–5"
Socially desirable responses
Statistics without stories
"72% feel confident" — insufficient for AIDE
Ethnobot instrument
"Tell me about a time AI changed how you worked"
Candid, anonymised conversations
Evidence that explains the why
Validated workforce intelligence for AIDE

Brief your CAIO before July.

We scope the study, confirm fit, and get interview links live within 24 hours of purchase order. Direct engagement, no panel, no delay.

Brief us this week →See a sample report →