Data Governance · SCIKIQ IAF Demo

Know what data you hold, control who can see it, trace every figure to its source, and prove it — all while the data stays sovereign (it never leaves your environment). This is SCIKIQ's Control pillar.

What this use case does

Air Force data lives across dozens of systems at every classification. Three questions must always have an answer: What data do we hold? Who is cleared to see it? Can every figure be trusted and traced? SCIKIQ answers all three — and keeps the data sovereign: it never leaves your environment, and every access is enforced and logged.

01 · KNOW

Catalogue & classify

40 data assets across 9 domains — each classified Public→Secret (18 sensitive, 6 holding PII) and quality-scored.

02 · CONTROL · SOVEREIGNTY

Need-to-know access

Access = clearance × command scope. A Logistics Officer — Eastern Command sees only 16 of 40 assets — the rest are auto-redacted.

03 · TRACE

Lineage to source

18 captured links connect every report back to the raw source it was built from — so there are no orphan numbers on any dashboard.

04 · PROVE

Audit & accountability

Every access — granted or denied — is written to an audit trail (45 events) for accountability and compliance.

Why it matters: without governance, data is scattered, over-shared, and figures can't be trusted. With it, the right people see the right data, every number is explainable, and sovereignty is provable — the foundation the readiness and enterprise use cases stand on.

Your single inventory of every data asset on the platform — what it is, its domain, how sensitive it is (classification), whether it holds PII, who owns and stewards it, and how good the data is. Filter to find sensitive or PII assets instantly.

Catalogued assets 40 across all domains

Secret + Confidential 18 classified assets

PII assets 6 flagged for protection

Avg quality score 83.9 curated & scored

Data catalogue

40 assets shown

Asset	Domain	Classification	PII	Owner	Steward	Source	Quality
Budget Allocation Register	Finance	Confidential	—	All	Gp Capt Rasha Kakar	SCIKIQ Curate	90
ERP Budget Extract (raw)	Finance	Confidential	—	All	Wg Cdr Aniruddh Batra	ERP-Fin	83
Payroll Extract	Finance	Confidential	PII	All	Sqn Ldr Vaibhav Dewan	ERP-Fin	79
Spend Analytics Report	Finance	Confidential	—	All	Gp Capt Uthkarsh Baral	SCIKIQ Consume	91
Base Access Control Log	Governance	Restricted	PII	All	Sqn Ldr Ishaan Goyal	PSO-Gate	73
Component Health Telemetry	Maintenance	Confidential	—	All	Wg Cdr Jhanvi Chaudhary	SCIKIQ Curate	88
Flight-Line Telemetry (raw)	Maintenance	Restricted	—	All	Wg Cdr Anay Shanker	FDR Hub	71
Maintenance MIS (raw)	Maintenance	Restricted	—	All	Wg Cdr Sara Behl	MIS-Maint	74
Maintenance Work Orders	Maintenance	Restricted	—	All	Sqn Ldr Zoya Virk	SCIKIQ Curate	84
Maintenance Work Orders — Central Air Command	Maintenance	Confidential	—	CAC	Sqn Ldr Hridaan Deo	SCIKIQ Curate	79
Maintenance Work Orders — Eastern Air Command	Maintenance	Confidential	—	EAC	Wg Cdr Manikya Tara	SCIKIQ Curate	84
Maintenance Work Orders — Southern Air Command	Maintenance	Confidential	—	SAC	Gp Capt Jiya Vora	SCIKIQ Curate	80
Maintenance Work Orders — Western Air Command	Maintenance	Confidential	—	WAC	Gp Capt Ishaan Kashyap	SCIKIQ Curate	87
Medical Fitness Records	Medical	Secret	PII	All	Wg Cdr Mehul Verma	Med-Sys	82
Aircrew Roster	Personnel	Confidential	PII	All	Gp Capt Azad Sahota	HR-Pers	80
Personnel Clearance Registry	Personnel	Secret	PII	All	Gp Capt Trisha Dhillon	HR-Pers	85
GRIR Reconciliation Report	Procurement	Confidential	—	All	Sqn Ldr Mishti Ranganathan	SCIKIQ Consume	87
Materiel Receipts (GRN)	Procurement	Restricted	—	All	Gp Capt Tarini Ganguly	SCIKIQ Curate	81
PO System Extract (raw)	Procurement	Restricted	—	All	Wg Cdr Mehul Krishnan	e-Procure	78
Procurement PO Repository	Procurement	Restricted	—	All	Wg Cdr Ranbir Brahmbhatt	SCIKIQ Curate	82
Vendor Master	Procurement	Confidential	PII	All	Gp Capt Myra Tiwari	e-Procure	77
AOG Watchlist	Readiness	Secret	—	All	Wg Cdr Lavanya Deo	SCIKIQ Consume	94
Command Readiness Report	Readiness	Secret	—	All	Gp Capt Kashvi Char	SCIKIQ Consume	93
Fleet Readiness Daily Feed	Readiness	Confidential	—	All	Sqn Ldr Taimur Vaidya	SCIKIQ Consume	92
Public Fleet Fact Sheet	Readiness	Public	—	All	Sqn Ldr Lakshay Sampath	SCIKIQ Consume	95
Sortie Log (raw)	Readiness	Restricted	—	All	Sqn Ldr Nirvaan Choudhury	Ops Scheduler	76
Squadron Availability Mart	Readiness	Restricted	—	All	Wg Cdr Madhup Kapur	SCIKIQ Curate	86
Squadron Availability Mart — Central Air Command	Readiness	Restricted	—	CAC	Sqn Ldr Lakshit Sagar	SCIKIQ Curate	83
Squadron Availability Mart — Eastern Air Command	Readiness	Restricted	—	EAC	Gp Capt Purab Reddy	SCIKIQ Curate	85
Squadron Availability Mart — Southern Air Command	Readiness	Restricted	—	SAC	Wg Cdr Zara Dugar	SCIKIQ Curate	89
Squadron Availability Mart — Western Air Command	Readiness	Restricted	—	WAC	Wg Cdr Mahika Ravi	SCIKIQ Curate	86
Consumption Transactions	Spares	Restricted	—	All	Sqn Ldr Divij Gupta	SCIKIQ Curate	79
Inventory WMS (raw)	Spares	Restricted	—	All	Wg Cdr Kiara Kakar	WMS	80
Spares Inventory Ledger	Spares	Restricted	—	All	Sqn Ldr Tara Swaminathan	SCIKIQ Curate	85
Spares Inventory Ledger — Central Air Command	Spares	Restricted	—	CAC	Sqn Ldr Vivaan Wagle	SCIKIQ Curate	86
Spares Inventory Ledger — Eastern Air Command	Spares	Restricted	—	EAC	Gp Capt Piya Gaba	SCIKIQ Curate	83
Spares Inventory Ledger — Southern Air Command	Spares	Restricted	—	SAC	Gp Capt Priyansh Bali	SCIKIQ Curate	85
Spares Inventory Ledger — Western Air Command	Spares	Restricted	—	WAC	Gp Capt Hazel Sethi	SCIKIQ Curate	87
Stock-out Risk Report	Spares	Confidential	—	All	Wg Cdr Samiha Karpe	SCIKIQ Consume	89
Training Calendar	Training	Public	—	All	Gp Capt Rati Sanghvi	Trg-Sched	88

Classification mix

Classification colours: Public, Restricted, Confidential, Secret — enforced everywhere access is granted.

Follow any report back through its curation steps to the raw source it was built from — so every figure on every dashboard is explainable and auditable. Below the map: who accessed what (audit trail) and a worked trace example.

Record-to-report lineage

click any asset to highlight its full path

① Raw sources

Flight-Line Telemetry (raw)

Maintenance · Restricted

Sortie Log (raw)

Readiness · Restricted

Maintenance MIS (raw)

Maintenance · Restricted

Inventory WMS (raw)

Spares · Restricted

ERP Budget Extract (raw)

Finance · Confidential

PO System Extract (raw)

Procurement · Restricted

Consumption Transactions

Spares · Restricted

→

② Curated

Component Health Telemetry

Maintenance · Confidential

Squadron Availability Mart

Readiness · Restricted

Maintenance Work Orders

Maintenance · Restricted

Spares Inventory Ledger

Spares · Restricted

Budget Allocation Register

Finance · Confidential

Procurement PO Repository

Procurement · Restricted

Materiel Receipts (GRN)

Procurement · Restricted

Fleet Readiness Daily Feed

Readiness · Confidential

Stock-out Risk Report

Spares · Confidential

→

③ Reports

AOG Watchlist

Readiness · Secret

Spend Analytics Report

Finance · Confidential

GRIR Reconciliation Report

Procurement · Confidential

Command Readiness Report

Readiness · Secret

Public Restricted Confidential Secret — card border shows classification · click an asset to trace its lineage (click empty space to reset)

Audit trail

most recent access events

Timestamp	Role	Asset	Action
2026-06-07 23:38	Air HQ Controller — All	Maintenance Work Orders — Eastern Air Command	VIEW
2026-06-07 17:06	Maintenance Lead — Western Command	Maintenance Work Orders — Western Air Command	QUERY
2026-06-07 14:46	Maintenance Lead — Western Command	PO System Extract (raw)	VIEW
2026-06-07 00:53	Logistics Officer — Eastern Command	Spares Inventory Ledger — Eastern Air Command	VIEW
2026-06-06 14:51	Logistics Officer — Eastern Command	Sortie Log (raw)	EXPORT
2026-06-06 11:13	Logistics Officer — Eastern Command	Command Readiness Report	VIEW
2026-06-06 10:00	Air HQ Controller — All	Maintenance MIS (raw)	VIEW
2026-06-06 09:53	Command Analyst — All Commands	AOG Watchlist	EXPORT
2026-06-05 06:36	Vendor Liaison — HQ	Training Calendar	VIEW
2026-06-04 13:33	Logistics Officer — Eastern Command	Maintenance Work Orders — Western Air Command	QUERY
2026-06-03 15:46	Maintenance Lead — Western Command	Squadron Availability Mart — Southern Air Command	EXPORT
2026-06-03 08:24	Command Analyst — All Commands	Spend Analytics Report	ACCESS-DENIED
2026-06-02 20:20	Logistics Officer — Eastern Command	Maintenance Work Orders — Eastern Air Command	DOWNLOAD
2026-06-02 13:16	Logistics Officer — Eastern Command	Consumption Transactions	QUERY
2026-06-02 09:39	Finance Officer — HQ	ERP Budget Extract (raw)	QUERY

Trace any figure to source

Example — the 77.6% fleet availability on the Readiness dashboard resolves, via captured lineage, to:

Report

Fleet Readiness Daily Feed Confidential

Curated

Squadron Availability Mart Restricted

Raw source

Sortie Log (raw) Restricted

No orphan numbers — every figure is governed and explainable.

RBAC simulator — what can a role see?

access = max classification × command scope

Pick a role and watch the catalogue redact itself in real time — assets above the role's clearance or outside its command are sealed automatically. This is data sovereignty in action: need-to-know enforced by policy, not by trust.

Logistics Officer — Eastern Command — clearance Restricted, scope EAC. Manages spares & supply for Eastern Air Command. Restricted clearance, Eastern scope only.

Visible 16 of 40 assets

Redacted 24 by policy

Above clearance 18 classification too high

Outside scope 9 wrong command

Asset	Domain	Classification	Owner	Access decision
████████ redacted	Finance	Confidential	All	🔒 clearance < Confidential
████████ redacted	Finance	Confidential	All	🔒 clearance < Confidential
████████ redacted	Finance	Confidential	All	🔒 clearance < Confidential
████████ redacted	Finance	Confidential	All	🔒 clearance < Confidential
Base Access Control Log	Governance	Restricted	All	✓ Visible
████████ redacted	Maintenance	Confidential	All	🔒 clearance < Confidential
Flight-Line Telemetry (raw)	Maintenance	Restricted	All	✓ Visible
Maintenance MIS (raw)	Maintenance	Restricted	All	✓ Visible
Maintenance Work Orders	Maintenance	Restricted	All	✓ Visible
████████ redacted	Maintenance	Confidential	CAC	🔒 clearance < Confidential; outside EAC scope
████████ redacted	Maintenance	Confidential	EAC	🔒 clearance < Confidential
████████ redacted	Maintenance	Confidential	SAC	🔒 clearance < Confidential; outside EAC scope
████████ redacted	Maintenance	Confidential	WAC	🔒 clearance < Confidential; outside EAC scope
████████ redacted	Medical	Secret	All	🔒 clearance < Secret
████████ redacted	Personnel	Confidential	All	🔒 clearance < Confidential
████████ redacted	Personnel	Secret	All	🔒 clearance < Secret
████████ redacted	Procurement	Confidential	All	🔒 clearance < Confidential
Materiel Receipts (GRN)	Procurement	Restricted	All	✓ Visible
PO System Extract (raw)	Procurement	Restricted	All	✓ Visible
Procurement PO Repository	Procurement	Restricted	All	✓ Visible
████████ redacted	Procurement	Confidential	All	🔒 clearance < Confidential
████████ redacted	Readiness	Secret	All	🔒 clearance < Secret
████████ redacted	Readiness	Secret	All	🔒 clearance < Secret
████████ redacted	Readiness	Confidential	All	🔒 clearance < Confidential
Public Fleet Fact Sheet	Readiness	Public	All	✓ Visible
Sortie Log (raw)	Readiness	Restricted	All	✓ Visible
Squadron Availability Mart	Readiness	Restricted	All	✓ Visible
████████ redacted	Readiness	Restricted	CAC	🔒 outside EAC scope
Squadron Availability Mart — Eastern Air Command	Readiness	Restricted	EAC	✓ Visible
████████ redacted	Readiness	Restricted	SAC	🔒 outside EAC scope
████████ redacted	Readiness	Restricted	WAC	🔒 outside EAC scope
Consumption Transactions	Spares	Restricted	All	✓ Visible
Inventory WMS (raw)	Spares	Restricted	All	✓ Visible
Spares Inventory Ledger	Spares	Restricted	All	✓ Visible
████████ redacted	Spares	Restricted	CAC	🔒 outside EAC scope
Spares Inventory Ledger — Eastern Air Command	Spares	Restricted	EAC	✓ Visible
████████ redacted	Spares	Restricted	SAC	🔒 outside EAC scope
████████ redacted	Spares	Restricted	WAC	🔒 outside EAC scope
████████ redacted	Spares	Confidential	All	🔒 clearance < Confidential
Training Calendar	Training	Public	All	✓ Visible

🔒 Source: catalogue · rbac_roles · governed & traceable

🔍 Ask your data

Plain-language questions, answered from governed data — every answer is sourced and traceable. Free-text uses a backend AI model (key stays server-side).