From product-centric bank to intelligent, AI-native bank — retail to the ledger, with a supervised digital workforce by line of business.
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.
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.
From product-centric bank to intelligent, AI-native bank — retail to the ledger, with a supervised digital workforce by line of business.
From policy-centric insurer to intelligent, AI-native insurer — pricing to claims, with the voice of the customer heard in every call and complaint.
From connectivity provider to intelligent, AI-native operator — network to billing, with revenue assurance and fraud at the core.
From schedule-and-seat airline to intelligent, AI-native airline — distribution, operations and revenue accounting on one fabric.
From departmental hospital to connected, AI-native health system — patient access to the revenue cycle, with AI that shows its working.
From plants and price lists to an intelligent, AI-native manufacturer — automotive OEMs and suppliers, other manufacturers, and trading and distribution houses.
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.
From freight in the dark to an intelligent, AI-native logistics business — forwarders and NVOCCs, road and express, warehousing, customs and shipper control towers.
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.
From files and registers to intelligent, AI-native public services — central and state departments, PSUs, urban local bodies and public procurement.
From projects and spreadsheets to an intelligent, AI-native developer — residential and commercial developers, REITs and InvITs, EPC contractors and infrastructure owners.
From cost centre to an intelligent, AI-native capability centre — global capability centres in India, IT and BPM service providers, and enterprise shared services.
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.
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.
A maturity baseline, a prioritised use-case roadmap with a business case for each, and an AI operating model with owners, funding and controls.
Ownership, lineage and data quality behind every regulated number, plus governance for AI and agents: inventory, autonomy levels, approvals, evaluations and a kill switch.
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.
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.
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.
DataOps, MLOps and AgentOps under agreed SLAs: pipelines, models and agents monitored, overrides reviewed, drift caught and improvements shipped.
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.
| 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 & trade | Deposit pricing, onboarding and the close prioritised by payback | BCBS 239 lineage, CECL / IFRS 9, AML model governance | Core banking, cards, payments, GL | AML, dispute, trade-document and reconciliation agents | Recon and close squads under SLA | Finance Transformation Risk, Compliance & Financial Crime Customer & Growth Operations & Automation |
| InsuranceProduct & pricing · Distribution & partners · Underwriting | Underwriting, claims and finance use cases ranked by combined-ratio impact | IFRS 17, Solvency II, claims and pricing model governance | Policy admin, claims, billing & actuarial data | Claims triage, fraud and underwriting-assist agents | Claims 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 & care | Churn, revenue assurance and network analytics sequenced by value | Subscriber-data privacy, CDR retention, regulatory returns | BSS / OSS, CDRs, network & billing | Fraud, revenue-leakage and churn-retention agents | Revenue-assurance and fraud operations | Revenue Assurance & Fraud Customer, Churn & Growth Network & Service Operations Enterprise, Wholesale & Interconnect |
| Airlines & travelNetwork & pricing · Distribution & NDC · Customer & loyalty | Fare rules, disruption and revenue accounting ranked by business case | Passenger-data privacy, refund evidence, airworthiness records | PSS, DCS, GDS / NDC, ops & MRO | Fare-rule GenAI, re-accommodation and refund agents | GDS / NDC connector upkeep, 24×7 ops | Commercial, Distribution & Revenue Customer, Loyalty & Service Operations & Disruption Revenue Accounting & Finance |
| Health | ||||||
| HealthcarePatient access · Clinical care · Diagnostics & pharmacy | Patient access, capacity and revenue-cycle use cases ranked by value | Patient-data privacy (HIPAA / DPDP), clinical data quality, accreditation evidence | EHR / HIS, LIS / RIS, scheduling & billing | Prior-auth, coding, denial and scheduling agents | Clinical and RCM model monitoring | Clinical Care & Quality Patient Access & Experience Operations & Capacity Revenue Cycle & Finance |
| Industrial & resources | ||||||
| ManufacturingR&D & engineering · Supply chain · Plant operations | Supply chain, plant and dealer use cases ranked by margin and working-capital impact | Product and part master data, warranty and recall traceability, trade and ESG (CBAM) reporting | SAP / ERP, MES & IIoT, PLM, DMS and dealer data | Supplier-risk, OEE, warranty-claim and dealer-order agents | Plant-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 & billing | Loss-reduction, trading-desk, integrity and emissions use cases ranked by rupee impact, discom to exchange to refinery | Data marketplace with owners, contracts and subscriptions; CERC / SERC filing lineage; DPDP consumer data; ESG and BRSR Core | Data 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 agents | Data-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 & CFS | Lane, network, warehouse and customer use cases ranked by margin, yield and working-capital impact | Customer and location masters; customs, GST and e-way bill lineage; DPDP Act consignee and driver data | Booking and quote systems, TMS and telematics, WMS, terminal and CFS, customs, ERP and CRM | Lane-yield, ETA and dwell, trade-document, freight-audit and COD-reconciliation agents | Carrier, 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 & kirana | Distribution, trade-spend and store use cases ranked by margin and working-capital impact | Product & outlet master data, DPDP consent, GST e-invoice and labelling lineage | SAP, DMS, POS, marketplaces & quick commerce, GST | Claim-validation, GST-reconciliation, store-insight and multilingual brand-signal agents | Distributor, 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 & tax | Citizen-service, scheme, revenue and procurement use cases ranked by public value and outcome | DPDP Act consent and masking, lineage for MIS and audit, RTI-ready AI governance | Departmental systems and registers, treasury, e-procurement, case files and GIS | Grievance-triage, tender-extraction, dedup and litigation-tracking agents; officials decide | Departmental 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 · Construction | Land, sales, project and portfolio use cases ranked by margin, cash and RERA impact | RERA designated-account lineage, GST and TDS, REIT / InvIT reporting, DPDP Act consent | ERP & project accounting, CRM, schedules & site reports, FM / BMS, bank and RERA accounts | Contractor-bill, collections-reconciliation, lease-abstraction and snag / ticket agents | New-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 engineering | Service desk, operations, finance and HR use cases ranked by value; a GCC value scorecard for the parent | Continuous SOX ITGC and SLA-integrity testing, ISO 27001 evidence, DPDP Act data handling | ITSM, CMDB, monitoring & logs, identity, ERP and HRMS | Ticket-triage, access-provisioning, reconciliation and control-testing agents | Follow-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.
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.