AI that holds up to parliamentary scrutiny, not just product demos.
Statistical authorities, ministries, public-utility operators and higher-education bodies don't need clever AI - they need AI that's auditable, sovereign, multilingual, and explainable to a citizen, a journalist, or an auditor on the same day. AiSPRY ships exactly that.
Government is moving from data publication to data-driven service.
Ministries that historically published static reports are now expected to operate live dashboards, answer citizen queries in regional languages, forecast inventory across districts, and defend every model decision in audit. AI's role has shifted accordingly.
- Yesterday's public sector
- 01Annual statistical bulletins, six-month publication lag, single-language PDF.
- 02Single-channel citizen support - counter, helpline, paper form.
- 03Manual reconciliation across departments. Stockouts of vital drugs in district hospitals discovered after the fact.
- 04Procurement budgets locked at financial-year start, with commodity-price shocks absorbed silently.
- 05"Black-box" model rejection by auditors - every recommendation re-justified manually.
- Today's expectation
- 01Bilingual public dashboards published continuously, with a deeper analyst-grade view for internal teams.
- 02RAG-grounded multilingual citizen assistants - answering from official circulars, not internet noise.
- 03Demand forecasting for vital drugs, consumables, and utilities at district + facility level, with risk-attitude controls.
- 04ML-driven commodity price forecasting feeding rolling procurement & capex decisions.
- 05Explainable AI by design - Grad-CAM, SHAP, lineage logs available before the auditor asks.
Where AiSPRY plugs in across public mandates.
Each capability below is shipped - not pitched. Mapped to functions every ministry, statistical authority, public utility, and public-funded education body actually runs.
Bilingual public + analyst dashboards
One curated pipeline, two audiences. Simplified visualisations for citizens and journalists; drill-down analytical views for sector teams. Income, expenditure, CPI, GDP, employment - single source of truth.
RAG-grounded multilingual assistants
Citizen-facing assistants grounded in official circulars, schemes, and regulations. Answers cite source documents - no hallucinated entitlements. Supports regional languages out of the box.
Drug inventory & demand forecasting
Vital-Essential-Desirable segmentation of drugs and consumables, ensemble forecasting per segment, and reorder-point UI tuned to the stakeholder's risk attitude. Built for district-hospital reality.
Commodity price forecasting
ML forecasting of major commodity prices - steel, aluminium, copper, crude derivatives - using global macro indicators. Feeds infrastructure budgeting and rolling procurement decisions for PPP and public-utility operators.
NEP-aligned AI curriculum delivery
For public universities and central institutions - credit-bearing AI / GenAI / Agentic AI programs, capstone-led learning, with university LMS integration and industry-grade tooling.
Explainable, sovereign-deployable AI
Every model ships with explanation layers (SHAP, Grad-CAM, LRP) and full lineage logging. On-premise + air-gapped deployment options for ministries and defence-adjacent bodies.
Public-sector engagements that shipped.
Large datasets, real comparability rules, real ministerial scrutiny.
Explore every Public Sector case study - challenge, solution, impact.
Citizen-facing dashboards, ministry-grade analytics, and AI workflows built to survive audit, RTI, and parliamentary review.
We don't ship AI we wouldn't defend in audit.
- ✓
Sovereign deployment
On-premise, VPC, or air-gapped - no mandatory data egress to foreign clouds. Procurement and DPDP teams aligned from day one.
- ✓
Bilingual / multilingual native
Arabic, Hindi, regional Indic languages - not a translation layer bolted on, but trained-into the pipeline.
- ✓
Explainable to a non-technical auditor
SHAP / Grad-CAM / LRP layered into outputs. RTI- and audit-defensible by design.
- ✓
Built for comparability rules
Statistical authorities live and die by methodology consistency. Our pipelines version the methodology, not just the data.
- ✓
Public-funded body experience
NCSI Oman, University of Hyderabad, GMR - used to ministerial timelines, audit cycles, and procurement reality.
If you can defend it in parliament, you can ship it.
Talk to AiSPRY about a citizen-services pilot, a sovereign dashboard rollout, or a sector-specific forecasting deployment. We start small, ship fast, and audit clean.