SCIKIQ · 12 industries, one foundation

One governed data and AI platform, built industry by industry.

Every industry has its own value chain, regulators and economics — so every SCIKIQ value proposition starts there: the domains where data and AI pay back, the service lines that do the work and the accelerators that start it. Underneath, the same horizontal capabilities — data and AI strategy, governance, the data fabric, supervised agents and an AI maturity baseline — mean each industry builds on proven foundations rather than a blank page.

12
Industry value propositions
96
Value-chain domains mapped, eight per industry
6
Horizontal capabilities shared by all
9
Service lines in every industry: five shared, four specific
Industries ↑ on shared foundationsOur model
Industries

12 industry value propositions

Each industry site follows the same story — the pressures, an eight-domain value chain, nine service lines, accelerators and an AI maturity journey — in that industry's own language. Pick yours.

Banking

From product-centric bank to intelligent, AI-native bank — retail to the ledger, with a supervised digital workforce by line of business.

Value chain highlights
Retail & depositsCards & paymentsCorporate & tradeWealth & marketsRisk & financial crimeFinance & operations
Accelerators
CLARIONNARRATORLEDGER360NEXUSCOMPASSCATALYST
Insurance

From policy-centric insurer to intelligent, AI-native insurer — pricing to claims, with the voice of the customer heard in every call and complaint.

Value chain highlights
Product & pricingDistribution & partnersUnderwritingPolicy servicingClaims & fraudFinance & IFRS 17
Accelerators
Call Transcript IntelligenceComplaints Triage EngineSurvey IntelligencePII Guard
Telecom

From connectivity provider to intelligent, AI-native operator — network to billing, with revenue assurance and fraud at the core.

Value chain highlights
Network planning & operationsProduct & pricingSales & careBilling, RA & fraudWholesale & enterpriseRegulatory & finance
Accelerators
SHIELD · Revenue assuranceSENTINEL · Fraud managementReal-Time Fraud ScoringRESOLVEUNIFYCompliance & LineageCORTEX
Airlines & travel

From schedule-and-seat airline to intelligent, AI-native airline — distribution, operations and revenue accounting on one fabric.

Value chain highlights
Network & pricingDistribution & NDCCustomer & loyaltyFlight ops & crewAirports & MRORevenue accounting
Accelerators
Fare Rules IntelligenceVirtual Interlining EngineDistribution Data Hub
Healthcare

From departmental hospital to connected, AI-native health system — patient access to the revenue cycle, with AI that shows its working.

Value chain highlights
Patient accessClinical careDiagnostics & pharmacyBeds & flowRevenue cycleFinance & compliance
Accelerators
Hospital 360Patient & Doctor 360Revenue 360Grounded clinical assistant
Manufacturing

From plants and price lists to an intelligent, AI-native manufacturer — automotive OEMs and suppliers, other manufacturers, and trading and distribution houses.

Value chain highlights
R&D & engineeringSupply chainPlant operationsQuality & warrantyDealers & distributionAftermarket & parts
Accelerators
Enterprise Cockpit 360Agentic Decision PlatformSAP + DMS Data ModelR&D Knowledge Assistant
Energy & utilities

From meters and molecules to an intelligent, AI-native energy company — generation and renewables, discoms, power trading on the exchanges, oil & gas and metals, on a governed data marketplace.

Value chain highlights
Generation & renewablesTransmission & gridDistribution & billingPower trading & marketsOil, gas & pipelinesMining & metals
Accelerators
Energy Data Marketplace & Product FactoryAsset Intelligence AssistantEnergy 360 for Distributed SitesField Integrity Collector
Logistics & supply chain

From freight in the dark to an intelligent, AI-native logistics business — forwarders and NVOCCs, road and express, warehousing, customs and shipper control towers.

Value chain highlights
Freight forwarding & NVOCCRoad freight & fleetRail, ports & CFSWarehousingExpress & last mileCustoms & trade
Accelerators
Trade-Lane Intelligence 360Field Sales & Customer VisibilityGroup Executive IntelligenceTrading & Supply-Chain Cockpit
Retail & consumer

From the distributor's ledger to an intelligent, AI-native consumer business — FMCG makers, kirana and modern-trade distribution, D2C, quick commerce and travel retail.

Value chain highlights
Brand & consumer insightDemand & supplyGT, MT & kiranaStores & omnichannelD2C & quick commercePricing & trade spend
Accelerators
Growth Command CenterEnterprise Cockpit 360Retail Insight EngineTravel Retail Intelligence
Public sector

From files and registers to intelligent, AI-native public services — central and state departments, PSUs, urban local bodies and public procurement.

Value chain highlights
Citizen services & grievancesSchemes & DBTRevenue & taxProcurement & tendersPublic finance & auditUrban & smart cities
Accelerators
Litigation AnalyticsTender & RFP IntelligenceBid ExtractorGrievance Triage
Real estate & infrastructure

From projects and spreadsheets to an intelligent, AI-native developer — residential and commercial developers, REITs and InvITs, EPC contractors and infrastructure owners.

Value chain highlights
Land & feasibilitySales & channel partnersConstructionContractors & equipmentHandover & facilitiesREITs & portfolio
Accelerators
Portfolio Intelligence 360Construction Services SuiteOperations IntelligenceHome-Loan Document Intelligence
GCCs & IT services

From cost centre to an intelligent, AI-native capability centre — global capability centres in India, IT and BPM service providers, and enterprise shared services.

Value chain highlights
ITSM & service deskCloud & AIOpsApplication engineeringSecurity & accessFinance & accountingData & AI CoE
Accelerators
ITSM Intelligence PlatformSLA Integrity & Audit IntelligenceAccess Provisioning SquadMCP Studio
One model

Industry-specific on top, shared underneath

Industry teams own the value chain, the four Transform service lines and the domain accelerators. The horizontal capabilities are built once and reused everywhere, so a lesson learned in one industry lands in every other.

Horizontal capabilities

Six capabilities every industry runs on

These are the Advise, Build and Run service lines that appear on every industry's services page, delivered with the same SCIKIQ IP: the SCIKIQ Data Fabric, the supervised digital workforce and the maturity framework.

Advise · Horizontal

Data & AI Strategy

A maturity baseline, a prioritised use-case roadmap with a business case for each, and an AI operating model with owners, funding and controls.

  • Maturity baseline across 12 capability layers
  • Use-case prioritisation & business case
  • AI operating model & centre of excellence
AI maturity assessment →
Advise · Horizontal

Data & AI Governance

Ownership, lineage and data quality behind every regulated number, plus governance for AI and agents: inventory, autonomy levels, approvals, evaluations and a kill switch.

  • CDO set-up & critical data elements
  • Lineage & data-quality controls
  • AI & agent governance with audit trail
Agent governance →Data Governance Hub →
Build · Horizontal

Data Engineering & Data Fabric

The SCIKIQ Data Fabric: the 4C method (connect, curate, contextualize, consume), 268 data sources and industry data models, cloud-agnostic on Azure, AWS or hybrid.

  • 268 data sources
  • Industry data models & source-to-target mapping
  • Batch & streaming pipelines with lineage
SCIKIQ Data Fabric →
Build · Horizontal

AI & Agentic Engineering

Supervised agent squads that plan, call tools and gather evidence on governed data. Policy decides what goes straight through; people approve the exceptions; every step is logged.

  • Agent squads with autonomy levels
  • GenAI document & text extraction
  • Evaluation, guardrails & kill switch
Watch an agent work →Digital workforce →
Advise · Horizontal

AI Maturity Assessment

An evidence-based score across 12 capability layers and five stages — from the secure AI gateway and data fabric to ontology, context engineering, agents and governance.

  • Self-assessment in minutes
  • Evidence-based scoring, five stages
  • Roadmap from baseline to AI-native
Take the self-assessment →Explore the framework →
Run · Horizontal

Managed Services

DataOps, MLOps and AgentOps under agreed SLAs: pipelines, models and agents monitored, overrides reviewed, drift caught and improvements shipped.

  • Run & L2 / L3 support
  • DataOps, MLOps & AgentOps
  • Continuous improvement from override data
Governance & controls →
The map

How it all maps: capabilities × industries

Read across a row to see an industry's full value proposition, from the shared foundation to its own service lines. Read down a column to see how one horizontal capability shows up in every industry.

SCIKIQ industries mapped to the horizontal capabilities and their own service lines
Industry Data & AI Strategy Data & AI Governance Data Engineering & Data Fabric AI & Agentic Engineering Managed Services Industry service lines
Financial services
BankingRetail & deposits · Cards & payments · Corporate & tradeDeposit pricing, onboarding and the close prioritised by paybackBCBS 239 lineage, CECL / IFRS 9, AML model governanceCore banking, cards, payments, GLAML, dispute, trade-document and reconciliation agentsRecon and close squads under SLA Finance Transformation
Risk, Compliance & Financial Crime
Customer & Growth
Operations & Automation
InsuranceProduct & pricing · Distribution & partners · UnderwritingUnderwriting, claims and finance use cases ranked by combined-ratio impactIFRS 17, Solvency II, claims and pricing model governancePolicy admin, claims, billing & actuarial dataClaims triage, fraud and underwriting-assist agentsClaims and fraud model operations Underwriting & Pricing
Claims & Fraud
Distribution, Customer & Voice of the Customer
Finance, Actuarial & Regulatory Reporting
Communications & travel
TelecomNetwork planning & operations · Product & pricing · Sales & careChurn, revenue assurance and network analytics sequenced by valueSubscriber-data privacy, CDR retention, regulatory returnsBSS / OSS, CDRs, network & billingFraud, revenue-leakage and churn-retention agentsRevenue-assurance and fraud operations Revenue Assurance & Fraud
Customer, Churn & Growth
Network & Service Operations
Enterprise, Wholesale & Interconnect
Airlines & travelNetwork & pricing · Distribution & NDC · Customer & loyaltyFare rules, disruption and revenue accounting ranked by business casePassenger-data privacy, refund evidence, airworthiness recordsPSS, DCS, GDS / NDC, ops & MROFare-rule GenAI, re-accommodation and refund agentsGDS / NDC connector upkeep, 24×7 ops Commercial, Distribution & Revenue
Customer, Loyalty & Service
Operations & Disruption
Revenue Accounting & Finance
Health
HealthcarePatient access · Clinical care · Diagnostics & pharmacyPatient access, capacity and revenue-cycle use cases ranked by valuePatient-data privacy (HIPAA / DPDP), clinical data quality, accreditation evidenceEHR / HIS, LIS / RIS, scheduling & billingPrior-auth, coding, denial and scheduling agentsClinical and RCM model monitoring Clinical Care & Quality
Patient Access & Experience
Operations & Capacity
Revenue Cycle & Finance
Industrial & resources
ManufacturingR&D & engineering · Supply chain · Plant operationsSupply chain, plant and dealer use cases ranked by margin and working-capital impactProduct and part master data, warranty and recall traceability, trade and ESG (CBAM) reportingSAP / ERP, MES & IIoT, PLM, DMS and dealer dataSupplier-risk, OEE, warranty-claim and dealer-order agentsPlant-data pipelines and decision-agent operations Supply Chain & Procurement
Plant Operations, Quality & Reliability
Commercial, Dealer & Distribution
Aftermarket, Service & Warranty
Energy & utilitiesGeneration & renewables · Transmission & grid · Distribution & billingLoss-reduction, trading-desk, integrity and emissions use cases ranked by rupee impact, discom to exchange to refineryData marketplace with owners, contracts and subscriptions; CERC / SERC filing lineage; DPDP consumer data; ESG and BRSR CoreData product factory over SCADA / EMS, AMI / MDM, exchange results & DSM, weather, GIS and ERP (AWS DataZone & Data Exchange, or Azure)Price and load forecasting, bid drafting, DSM watch, theft and meter-health, and asset-intelligence agentsData-product SLAs and freshness, forecast retraining and daily settlement reconciliation, 24×7 Power Trading & Market Operations
Distribution, Metering & Revenue Protection
Generation, Renewables & Grid
Oil, Gas & Asset Integrity
Logistics & supply chainFreight forwarding & NVOCC · Road freight & fleet · Rail, ports & CFSLane, network, warehouse and customer use cases ranked by margin, yield and working-capital impactCustomer and location masters; customs, GST and e-way bill lineage; DPDP Act consignee and driver dataBooking and quote systems, TMS and telematics, WMS, terminal and CFS, customs, ERP and CRMLane-yield, ETA and dwell, trade-document, freight-audit and COD-reconciliation agentsCarrier, port, telematics and customs feed operations through peak season, 24×7 Freight Forwarding, NVOCC & Trade Compliance
Contract Logistics & Warehousing
Road Freight, Express & Last-Mile
Commercial Excellence, Pricing & Visibility
Consumer
Retail & consumerBrand & consumer insight · Demand & supply · GT, MT & kiranaDistribution, trade-spend and store use cases ranked by margin and working-capital impactProduct & outlet master data, DPDP consent, GST e-invoice and labelling lineageSAP, DMS, POS, marketplaces & quick commerce, GSTClaim-validation, GST-reconciliation, store-insight and multilingual brand-signal agentsDistributor, marketplace and GST feed operations through festive peaks Sales & Distribution: GT, MT & Kirana
Omnichannel, D2C & Quick Commerce
Revenue Growth Management
Demand Planning & Supply Chain
Public & infrastructure
Public sectorCitizen services & grievances · Schemes & DBT · Revenue & taxCitizen-service, scheme, revenue and procurement use cases ranked by public value and outcomeDPDP Act consent and masking, lineage for MIS and audit, RTI-ready AI governanceDepartmental systems and registers, treasury, e-procurement, case files and GISGrievance-triage, tender-extraction, dedup and litigation-tracking agents; officials decideDepartmental platforms and agent operations under SLA, with handover Citizen Services & Grievance Redressal
Schemes, DBT & Revenue Administration
Procurement, Public Finance & Audit
PSU, Urban & Infrastructure Operations
Real estate & infrastructureLand & feasibility · Sales & channel partners · ConstructionLand, sales, project and portfolio use cases ranked by margin, cash and RERA impactRERA designated-account lineage, GST and TDS, REIT / InvIT reporting, DPDP Act consentERP & project accounting, CRM, schedules & site reports, FM / BMS, bank and RERA accountsContractor-bill, collections-reconciliation, lease-abstraction and snag / ticket agentsNew-project onboarding, FM and project-data agent operations Sales, CRM & Customer Experience
Project Delivery & Construction Control
Asset, Leasing & Facility Management
Finance, Collections & Regulatory (RERA, GST)
Technology & shared services
GCCs & IT servicesITSM & service desk · Cloud & AIOps · Application engineeringService desk, operations, finance and HR use cases ranked by value; a GCC value scorecard for the parentContinuous SOX ITGC and SLA-integrity testing, ISO 27001 evidence, DPDP Act data handlingITSM, CMDB, monitoring & logs, identity, ERP and HRMSTicket-triage, access-provisioning, reconciliation and control-testing agentsFollow-the-sun AgentOps, ITSM and log pipelines, connector upkeep IT Service & Operations (ITSM + AIOps)
Security, Access & IT Controls
Finance, HR & Business Services
GCC Capability & AI CoE

AI maturity is assessed on the same 12 layers in every industry, so it has no column here. Industry examples are qualitative.

Horizontal · AI maturity assessment

Where are you on the maturity curve?

The same assessment in every industry: 12 capability layers — from the secure AI gateway and data fabric to ontology, context engineering, agents and governance — scored against five stages, using evidence rather than opinion.

  1. 1FoundationalExperiment
  2. 2EmergingPilot
  3. 3OperationalScale
  4. 4SystemicOrchestrate
  5. 5TransformationalAI-native

MIT CISR found enterprises at stages 3–4 perform well above their industry average financially, while those at stages 1–2 perform below it. Source

Start with your industry and the outcome you need

Pick a value-chain domain and a KPI. We'll propose a maturity assessment or a 30-45 day pilot, delivered by SCIKIQ teams on our framework and accelerators.

Banking Insurance Telecom Airlines & travel Healthcare Manufacturing Energy & utilities Logistics & supply chain Retail & consumer Public sector Real estate & infrastructure GCCs & IT services