Decision-Grade AI for High-Scrutiny Workflows
We build AI solutions of every size in Microsoft Azure. Our specialism is applied AI for sensitive, high-volume workflows in public sector and regulated domains — underpinned by our Evidence-First approach.
R&D Grant Recipient“So full of shapes is fancy,
That it alone is high fantastical.
Problems We Solve
Six evidence-first AI patterns, each built for high-scrutiny, regulated environments where decisions must be defensible.
The Problem With AI Today
Most AI solutions are black boxes. They generate impressive outputs, but can't explain how they got there.
“How did you reach that conclusion?
When a Minister, auditor, or oversight body asks this question, you need more than “the AI said so.”
No Audit Trail
Can't prove why a decision was made. No citations, no sources, no paper trail.
Hallucinations
Confident answers about things that don't exist in your domain. Terminology that isn't yours.
Unpredictable Costs
No visibility into what AI is doing or what it's costing. Surprise bills, unexplainable behaviour.
Data Sovereignty Concerns
Where is your data going? Who can access it? Can you prove it stays in New Zealand?
Together, these create unacceptable organisational risk
Evidence-First AI
Decision-grade AI demands more than accurate answers — it requires proof. DataSing has built an AI platform specifically for organisations that operate under scrutiny, where every decision must be defensible and every output auditable.
Backed by Callaghan Innovation R&D funding, our platform is built on three proprietary pillars that underpin every solution we deliver:
Evidence Packs
Complete audit trails — citations, provenance graphs, and decision traces on every AI output.
Knowledge Graphs
AI constrained to your approved concepts, terminology, and relationships — eliminating hallucinations.
AI Guardrails
Your policies enforced automatically at runtime — every output validated, every refusal explained.
Together, these three pillars ensure every AI output is traceable, accurate, and controlled — enabling decision-grade confidence for public sector and regulated environments.
Evidence Packs
Every answer includes citations, provenance graphs, confidence signals, and decision traces. Audit-ready from day one.
- Document IDs, page numbers, exact quotes that support each claim
- Visual chain showing which data led to which conclusions
- Policy and guardrail results showing what passed/failed
- Full execution trace with timing and cost telemetry
Together, these three pillars ensure every AI output is traceable, accurate, and controlled.
What This Means In Practice
Real capabilities that deliver measurable value from day one.
Ask Questions in Plain English
Query your databases, documents, and knowledge bases naturally, with full provenance on every answer.
- Natural language to SQL translation
- Read-only by default for safety
- Every answer shows the SQL executed and rows matched
- Expandable to knowledge graphs and document retrieval
Predictable Costs, Predictable Outcomes
Cost telemetry on every request. No surprise bills, no unexplainable behaviour.
- Per-request cost tracking
- Correlation IDs for end-to-end tracing
- Async jobs with retry and cancellation
- Clear SLOs and operational dashboards
Configuration, Not Custom Builds
New clients deploy in weeks. When we improve our platform, every client benefits immediately.
- Configure existing capabilities instead of building from scratch
- One improvement benefits all clients
- Centralised ops and support
- Predictable timeline and costs
Your Data Stays in New Zealand
Built on Azure NZ regions. Local expertise, local delivery, local accountability.
- Complete data sovereignty for sensitive use cases
- No offshore processing
- NZ-based team and support
- Full compliance with local regulations
Why DataSing
NZ Data Sovereignty
Your data stays in New Zealand. Built on Azure NZ regions with local accountability. No offshore processing, no ambiguity about where your sensitive data resides. Independently audited annually by Bastion Security.
Public Sector Specialism
We understand government context: OIA requirements, ministerial accountability, regulatory frameworks, and the scrutiny that comes with public service.
Not a Silicon Valley Startup
A New Zealand company with skin in the game for NZ outcomes. When you work with us, you're working with people who understand your context and will be here for the long term.
See It In Action
Book a 30-minute demo. We'll show you how Evidence Packs work with your actual use cases, not a generic slide deck.
You'll see how our platform handles real queries against real data, with full traceability, citations, and guardrails running live. Bring your hardest questions. That's where it gets interesting.
- Live Evidence Packs on your domain-specific scenarios
- Knowledge Graphs and Guardrails working together in real time
- Honest conversation about what fits your context, and what doesn't
