Where the problem concentrates.

DimenAI is organised by practice rather than by sector. This is where the problems those practices were built for concentrate, and which one usually fits first.

Six sectors, and what is live in each.

Every card links through to the practice that usually fits it first.

Manufacturing and industrial

A long supplier tail sends invoices, delivery notes and quality certificates in every layout there is, and somebody keys them into the ERP. Compliance records sit in folders nobody can search when an auditor asks.

What is live right nowE-invoicing thresholds keep falling, which turns a document backlog from an efficiency problem into a filing problem.

Banking, financial services and insurance

KYC packs, loan files and claim documents arrive faster than they can be read, and every one of them carries personal data. The blocker on automation is rarely capability. It is what your risk function will sign off.

What is live right nowDPDP obligations and RBI expectations both point at the same two questions: where the data sits, and who can reach it.

Life sciences and healthcare

Batch records, validation documents and regulatory submissions have to stay traceable years after they were written. Contract manufacturing spreads them across organisations that do not share a system.

What is live right nowUSFDA, WHO-GMP and CDSCO expectations make the audit trail as important as the answer, which rules out anything that cannot show its working.

Energy, infrastructure and construction

Engineering drawings, HSE records, RA bills and subcontractor invoices pile up across sites, and the person who needs a document is rarely the person who filed it.

What is live right nowProject-level financial visibility and safety reporting both depend on documents nobody has time to read end to end.

Public sector and PSU

Procurement files, correspondence and multi-year approval trails accumulate faster than anyone can index them. Where the data physically sits is not a matter of preference here.

What is live right nowData sovereignty and procurement transparency rule out anything that sends records to a public API, which makes private deployment the starting point rather than an upgrade.

Professional and legal services

A contract archive nobody has read end to end, and a review load that grows with headcount because the work is done by people reading. Confidentiality means the documents cannot leave.

What is live right nowClients increasingly ask where their documents will be processed before they ask what the work will cost.

The mechanism travels. The context stays with you.

Which is a division of labour rather than a limitation, and it is worth being clear about it early.

What we bring

Retrieval, extraction, guardrails, private deployment and measurement. These behave much the same way in a chemical plant and in a bank, which is why we build them once and build them properly rather than assembling a different stack per sector.

What you bring

Your documents, your regulator, your edge cases and your tolerance for being wrong. You know all four considerably better than we do, and the build gets shaped around them rather than around an industry template.

How that plays out

We ask more questions at the start than a firm with a pre-built industry module would. In exchange you get something fitted to how the work actually runs, thresholds you set yourself, and a baseline taken from your own volumes before anything is written.

Not on the list?

These six are where the problem concentrates rather than a boundary. If the work is document-heavy, regulated or sensitive, the shape is usually familiar whatever the sector is called. Describe it and we will tell you straight whether it fits.

Anything touching SAP belongs to TechOrbit, the group’s enterprise technology firm, whichever sector it sits in. If that is what you need, we will make the introduction.

Tell us where the work is.

Describe the documents, the volume and the regulator. We will tell you which practice fits, or that none of them do.

Talk to us