Human oversight
Where does human judgement stay in control?
Define mandatory review, decision rights, escalation and the handoff between the AI-enabled workflow and accountable people.
The production gap
A working AI demo is only the beginning.
Government AI initiatives often reach technical proof-of-concept while the operating, control and approval path remains unclear.
Ownership
No accountable workflow owner
The project has a sponsor or technical lead, while accountability for the AI-enabled operating outcome remains fragmented.
Controls
Unclear human and data boundaries
The pilot lacks precise rules for data access, human review, escalation, exception handling and decision rights.
Evidence
Approval teams receive claims, not proof
Cyber, privacy, records, risk, audit and procurement need decision-ready evidence before production or wider deployment.
Leave with a decision view
Four possible directions for the pilot.
The free check gives a practical triage view. It does not replace formal approval, technical testing or assurance work.
Proceed
Move forward
The workflow has a credible production path, manageable gaps and clear ownership for the next stage.
Reshape
Change the design
The use case remains valuable, while scope, workflow, controls or operating assumptions need adjustment.
Pause
Resolve dependencies
Important evidence, ownership, data, procurement or operating dependencies should be addressed before further investment.
Stop
Protect further effort
The current use case, risk profile or delivery path does not justify further effort without a material change in direction.
Three production questions
See where the pilot can fail before production.
CTOs need a concise operating view: where judgement remains human, what data crosses the AI boundary, and what evidence may block approval.
Data boundary
What data does the AI touch?
Map inputs, outputs, retention, external transfers, sensitive information and dependencies across the workflow.
Approval path
What will block production approval?
Surface the security, assurance, privacy, records and procurement evidence required before production.
Seven production-readiness questions
What we check around one government AI workflow.
The discussion stays focused on the smallest set of questions that can improve the next production, procurement or approval decision.
1
Accountable owner
Who owns the AI-enabled workflow, its outcomes and the final decision to move forward?
2
Data boundaries
What data can the AI access, generate, retain, disclose or send to a third party?
3
Human oversight
Where does human judgement remain mandatory, and who can approve, override or reject an output?
4
Escalation and exceptions
What happens when confidence is low, the AI is wrong, the request is sensitive or the workflow fails?
5
Assurance evidence
What will cyber, privacy, records, risk, audit, legal and procurement need to see?
6
Vendor and system dependencies
Which models, platforms, integrations and vendor claims affect production readiness?
7
Operational readiness
How will logging, traceability, monitoring, continuity, access and usage controls work in practice?
→
Decision recommendation
Which next route best fits the pilot: Proceed, Reshape, Pause, Stop or deeper structured work?
Best-fit visitors
Bring a real government AI initiative.
The strongest conversations start with a specific workflow, pilot, procurement decision or approval blocker.
Citizen or regulatory intakeService enquiries, applications, complaints, submissions or regulatory triage where accuracy, recourse and human review matter.
Agentic internal routingAI workflows that read, classify, draft, update or act across internal systems and operational processes.
Sensitive summarisationBriefings, submissions, policy material, investigations or internal documents with strong data and records requirements.
Good fit
Use the check when...
- ✓A pilot is approaching production or broader deployment.
- ✓The initiative has stalled across ownership, procurement or approval.
- ✓Teams disagree on the right AI path, platform or operating model.
- ✓Cyber, privacy, records, audit or procurement evidence is incomplete.
- ✓The organisation needs a defensible next decision before spending more.
Prepare first
Bring these basics if available
- •A one- or two-sentence description of the workflow.
- •The current stage: idea, proof-of-concept, pilot, procurement or approval.
- •The intended users and decisions affected.
- •The main uncertainty or blocker.
- •Supporting material only when it is readily available.
Recommended next route
One check. One appropriate next step.
The page keeps advisory, governance, solution design and implementation responsibilities clearly separated.
The right AI approach is still unclearGovernment AI Option Map. Compare platform-native, specialist, third-party and hybrid paths based on fit, constraints and buyer priorities.
The pilot is already stalled or has lost directionAI Pilot Rescue Sprint. Identify root causes, reshape the workflow and produce a recovery decision with owners and priorities.
Approval evidence, DDQs or control mapping are blocking progressmAIGO governance follow-up. Separately scoped advisory for evidence packs, control mappings, DDQs and approval artefacts.
Architecture or implementation shaping is requiredAI Strategy Co. Solutions. A separate solution design and implementation line for workflow, agent, platform and delivery shaping.
The use case is weak, premature or poorly justifiedPause or Stop. Protect further engineering, procurement and approval effort until the underlying case changes.
Paid decision asset
AI Workflow Control Pack.
Where the free check identifies a material blocker, a separately scoped engagement can produce a decision-ready pack for one government AI workflow.
Clear scope boundary
The free check provides triage, priority gaps and a recommended route. The Pack is the paid output of deeper structured advisory work.
Illustrative samples
Three artefacts a CTO can use to move the decision.
Previews are deliberately simplified to demonstrate the output while protecting the underlying method, mappings and reusable control IP.
01 · Operating workflow
Workflow Control Map
Shows where the AI sits, who owns each handoff, where human review occurs and what triggers escalation.
02 · Data and dependencies
Data Boundary Map
Shows what the AI can access, retain, expose or trigger across agency, platform and vendor boundaries.
03 · Executive decision
Production-Readiness Memo
Consolidates the decision view, priority gaps, accountable owners and next actions for the pilot.
Independent AI Choice
Choose AI for fit, not vendor pressure.
AI Strategy Co. provides an independent, buyer-side view of the workflow and decision path across platform-native, third-party and hybrid AI options.
Buyer-led
Start with the government workflow, operating need and decision constraints.
Evidence-led
Separate vendor claims from the evidence required for a defensible production decision.
Fixed-scope
Use the smallest useful advisory step that can move the decision forward.
Tech in Gov booking
Tell us about your AI pilot.
Complete the short form, then choose an available 20-minute session in Calendly. Your pilot details are saved before the scheduling window opens.
Three simple steps
- ✓Describe one AI pilot, workflow or candidate use case.
- ✓Choose an available event or post-event time in Calendly.
- ✓Receive the priority gaps and recommended route after the conversation.
The free check is a preliminary triage conversation. Any deeper advisory, governance or solution work is scoped separately.
Questions before you book.
What should I bring?
A one- or two-sentence description of the AI pilot, workflow or candidate use case is enough. Supporting material is optional.
Is this a formal approval or assurance assessment?
The free check is a preliminary triage conversation. Formal approval, audit, control mapping, DDQs and evidence-pack work are scoped separately where required.
Do I receive the AI Workflow Control Pack?
The free check provides a decision view, priority gaps and recommended route. The AI Workflow Control Pack is a paid decision asset delivered through deeper structured work.
Can several people attend?
Yes. The most useful combination is usually the business or project owner together with a technical, cyber, privacy, risk, procurement or service-delivery representative.
Can the conversation happen after Tech in Gov?
Yes. Calendly will show the available event and post-event appointment times.
Bring one government AI pilot.
Leave knowing whether it should Proceed, Reshape, Pause or Stop — and what must be resolved before production.