Domains we serve

Twelve domains, each with software already delivered

Sector knowledge is built during discovery with your team. What transfers between domains is the engineering: workflow orchestration, integration with systems of record, grounding and refusal behaviour, approval gates, and observability.

Rewards & redemption SaaS

Four HUB products on one multi-tenant codebase: 100+ live client portals, 30 brands, 10+ countries served.

Delivered FOXBOX Rewards Live

Research & applied AI programmes

Structured evaluation of where a model genuinely helps a business process and where it does not: held-set scoring, refusal behaviour and the deterministic code around the model.

Delivered AI practice

Finance & capital markets

India’s first 100% regional multi-lingual stock market application: a trading platform and an investor knowledge centre in one product.

Delivered Sadhan Live

Consumer & community

A live community platform: 8 product surfaces on one backend of 22 domain modules, on web, iOS and Android.

Delivered MeshTribe Live

Media & entertainment

Booking applications for two cinema chains: showtimes, live seat inventory, Stripe settlement and ticketing across iOS and Android.

Banking

A centralised core for cooperative banks: daily deposit collection through 130 field agents, reconciliation and one system of record. ₹80+ crore processed.

Delivered Spacemark Live

Payments & fintech

A pan-India assisted-payments platform: domestic money transfer, AEPS, recharge, bill payment and travel ticketing on one login, with ledger reporting.

Education & enterprise learning

A university website and content management platform, and an enterprise e-learning platform delivered for a cybersecurity firm.

Local discovery & marketplace

Hyperlocal search connecting a community to the businesses around it: verified listings, reviews, and offers published by the businesses themselves.

Delivered LocalKhoj

Retail & e-commerce

Visual product discovery that matches a photograph to a catalogue by meaning, and fit-to-model try-on with a recommendation step, built for an enterprise client in fashion retail.

Delivered Demonstrations

Insurance distribution

Policy documents read automatically, renewals linked into one chain per client, and gaps in a family’s cover surfaced before they become missed business.

Delivered PolicyDesk

Government & public sector

A KRA performance system for construction engineers across the whole of Maharashtra: goals, ratings and accountability in one system of record.

Cloud, DevOps and CI/CD are delivered with every engagement — architecture, provisioning, containers, pipelines, monitoring and cost control, in your own accounts. How we run infrastructure.
Where the engineering transfers

Four domains we build for most often

In each of these the same pattern recurs: a document-heavy or decision-heavy process, existing systems of record that cannot be disturbed, and a requirement that the output be checkable. These are domains where we design and build AI systems; they are not claims of prior experience in each sector.

Finance & financial services

  • Document and workflow processing
  • Research and analysis support
  • Compliance and control workflows
  • Operations and reconciliation support
  • Customer service workflows

Manufacturing

  • Production workflow coordination
  • Quality processes and inspection support
  • Maintenance intelligence
  • Supply-chain workflows
  • Operational knowledge systems

E-commerce

  • Product intelligence and enrichment
  • Customer support workflows
  • Catalogue operations
  • Order and exception workflows
  • Merchandising assistance

Fashion & apparel

  • Product research and attribute extraction
  • Catalogue enrichment at scale
  • Merchandising workflows
  • Customer assistance and sizing support
  • Trend and market intelligence
Also applicable

Other domains where we build AI systems

Presented with equal factual standing: sectors the engineering transfers to, described by the workflows involved rather than by claimed track record.

Healthcare

Clinical documentation support, intake workflows, knowledge retrieval

Logistics & supply chain

Exception handling, document processing, planning support

Retail

Store operations, inventory intelligence, assisted selling

Real estate

Listing intelligence, document workflows, enquiry handling

Education

Content operations, assessment support, learner assistance

Professional services

Research, drafting, knowledge systems, engagement workflows

Travel & hospitality

Booking workflows, service operations, itinerary intelligence

Insurance

Claims document processing, underwriting support, policy workflows

Automotive

Service operations, parts intelligence, dealer workflows

Technology

Engineering automation, support deflection, internal knowledge

Media & publishing

Content operations, rights and metadata workflows, archives

How to read this page. Sector knowledge is something we build during discovery, with your team. What transfers between industries is the engineering: workflow orchestration, integration with systems of record, grounding and refusal behaviour, approval gates, and observability. The useful conversation is about the workflow, the data and the constraints — and occasionally the honest answer is that AI does not help.

Tell us about the process, not the sector

Sixty minutes on the workflow, the data and the constraints, and an honest read on where AI belongs in it.

A 60-minute architecture review · no charge · the notes are yours either way