ServicesAI EngineeringAI & Data Solutions
Government · phased delivery

AI & Data Solutions.

Modernise legacy knowledge bases — make them searchable, queryable, and conversational.

The umbrella scope for government and large-enterprise AI engagements: AI-powered semantic search, document intelligence over scanned archives, citizen-facing chatbots, predictive analytics, and bespoke ML models. Designed for multi-lingual semantic search and knowledge-base modernisation across government departments and large institutional archives.

The numbers
≤4 mo
typical phase-1 to live
100%
your VPC / on-prem
12 langs
Indian + English
≥97%
answer faithfulness target
▣ What you get

Deliverables.

Every engagement ships these as concrete artifacts you own — not slides, not hand-waving.

01

Semantic search

Cross-document, multi-lingual semantic search over your archive — handles Devanagari, Tamil, Bengali, etc. Ranked by relevance, with source citations and snippet previews.

02

Document intelligence

Extract entities, relationships, and structured fields from scanned PDFs and forms. Auto-tag for downstream workflows (case routing, claims, RTI compliance).

03

Citizen / staff chatbot

Conversational interface over your knowledge base — answers in the user's preferred language, escalates politely when uncertain, audit-logged for compliance.

04

Predictive analytics

Custom ML models on your structured + unstructured data: case-prioritisation, fraud signals, demand forecasting, sentiment trends from grievance feeds.

⌖ How we work

The engagement.

PHASE 01Phase 1 · 2–3 weeks

Discovery + architecture

Workshops, data audit, capability mapping, reference architecture, build-vs-buy calls. Output: a phased plan with budget envelope your CTO and procurement can both sign off.

PHASE 02Phase 2 · 6–8 weeks

Foundation build

Ingestion pipelines, indexing, base search and intelligence layers. Working v1 demo at week 6 with at least one real corpus indexed.

PHASE 03Phase 3 · 4–6 weeks

Application surfaces

Citizen / staff UI, chatbot, analytics dashboards, role-based access, multilingual support, accessibility (WCAG 2.1 AA, RPwD compliance).

PHASE 04Phase 4 · 2–3 weeks

UAT & sign-off

Third-party security audit, accessibility certification, user acceptance testing with real departmental staff, training, runbooks, and a 12-month support handover.

▤ Tools we use

Pragmatic stack.

Best-in-class where it matters; boring and battle-tested everywhere else.

Search
OpenSearch · Elastic · Weaviate
Embeddings
BGE · Multilingual-E5 · Jina
Indic LLM
Sarvam · Bhashini · Krutrim
Chatbot
Custom Next.js · WhatsApp · IVR
Analytics
DuckDB · Metabase · Apache Superset
Compliance
STQC · CERT-In · MeitY guidelines
¤ Pricing

Engagement model.

Phased delivery · per scope
Quotedper RFP / SoW

All four phases priced together after a scoping conversation. Government scopes typically route via GeM, direct procurement, or partner SI arrangements. On-prem deployments and STQC / accessibility certification add line items.

  • 4-week Phase 1 discovery
  • Reference architecture
  • Phased budget envelope
  • Build-vs-buy recommendations
  • Multi-lingual / Indic-script support
  • WCAG / RPwD accessibility
  • 12-month post-go-live support
? FAQ

Common questions.

Have you delivered for government departments?

Yes — across BFSI, court records, land records, and citizen service scopes. We can share references on a per-engagement basis under NDA.

Can you handle multi-lingual semantic search at department scale?

Yes. Multi-lingual semantic search over a heterogeneous corpus (texts, scanned manuscripts, lecture notes, court records), with chatbot and citizen-facing surfaces, is a representative scope for us. We architect and build these systems end-to-end.

On-prem or cloud?

Both. For sensitive scopes (court records, land records, classified archives) we deploy on-prem with air-gapped networks. For citizen-facing scopes, MeghRaj / NIC cloud or AWS GovCloud equivalents are common.

What about STQC and accessibility certification?

We engineer to STQC and WCAG 2.1 AA / RPwD by default. Final certification cost (third-party audit) is quoted separately as a line item per the scope.

Are you GeM listed?

Yes — we hold standard GeM credentials. Most government scopes route through GeM, direct procurement, or partner SI arrangements.

Now booking Q3 2026

Let's build the
next chapter of your business.

Quick chat on WhatsApp. We'll map your highest-leverage AI bet, show you a reference architecture, and price the first slice.

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