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Duplicate payments are one of the most common and most avoidable losses in finance. They happen through re-keyed invoices, small differences in reference numbers, vendors held under more than one record, and simple human error.

The Duplicate Payment Layer places a focused swarm alongside your finance system. It compares payments and invoices from several angles at once, and flags the ones that look like duplicates or look out of place, with the reasons shown.

It is the lightweight entry to ARGUS. You can begin here and extend into full transaction intelligence when it makes sense.

Many unnecessary purchases happen because nobody checked first. The item was already in stock at another site, or held under a different code, or an equivalent part would have done the job.

The Pre-Procurement Check puts a swarm at the moment of decision. Before a purchase order is raised, it looks across your materials and inventory for anything equivalent and tells the requester what it found.

It is a small change to the process with a direct effect on spend and stock. It also draws on the same intelligence as MIDAS and ATLAS, so it can grow into either.

Master data decays. Records are created in a hurry, fields are left empty, formats drift, and duplicates creep in. Every downstream process inherits the mess.

The Master-Data Quality Layer keeps a swarm working on it continuously. It scores records across vendors, customers and materials, finds what is incomplete, inconsistent or duplicated, and proposes corrections for your data owners to approve.

Quality becomes something you can see and manage, instead of something you discover when a process fails.

Keyword search fails when people do not know the exact words used in the document they need. Answers exist, but they are hard to reach.

The Enterprise Search Layer gives your people search that understands meaning. A swarm indexes your documents and systems where they live and returns the passages that answer the question, with links back to the source.

It runs inside your walls and respects the access permissions you already have. It is the entry point to MNEMOS.

A great deal of working time goes into moving information between tools: copying from one system into another, sending the same update to several places, chasing the next step by hand.

Process Automations connect the tools you already use through webhooks and workflows, so information moves by itself and the next step happens when it should. Where a step needs judgement, a specialised mind handles it.

They are ready to run, and you can try them before you commit.

Many everyday tasks are simple to describe and tedious to do: reading documents, sorting them, pulling out the key fields, summarising what matters.

AI Workflows package these tasks as a service. Send in the documents or data, and the swarm processes, classifies, summarises or extracts what you need, in a consistent format.

They are designed to be switched on without an integration project, and to fit into the processes you already run.

Engineering teams lose time to small, repetitive jobs that nobody wants and nobody has time to automate properly.

Developer Utilities are focused tools that take those jobs away. Each one does one thing well, so your engineers can spend their time on the work that needs them.

People increasingly find businesses in two places: search engines and AI assistants. Being present in one no longer guarantees being present in the other.

Visibility works on both. Search engine optimisation (SEO) helps you rank where people search. Generative engine optimisation (GEO) helps your business appear accurately in the answers AI assistants give.

The swarm studies how your business is represented today, finds the gaps and works to close them.

General-purpose assistants know a lot about the world and very little about your business. They cannot answer questions about your processes, your data or your rules.

We build copilots that assist your people and agents that carry out defined tasks, grounded in your operations. Behind each one is a swarm of specialised minds, each responsible for part of the work, checking one another before anything is returned or done.

They run on your infrastructure, act within the permissions you set and explain what they did.

Many organisations run on documents that were never designed to be read by a machine: scanned forms, contracts, technical drawings, reports and correspondence.

Document Intelligence reads them, turns them into structured data and reasons over what they contain. Different minds handle different kinds of document and different kinds of question, and agree on the result.

The output feeds your systems and your decisions, instead of sitting in a folder.

Data that belongs together is often spread across systems that were never built to talk to one another. Decisions wait while people assemble the picture by hand.

We bridge legacy systems, bring data together into one view and build dashboards that surface the decisions that matter, not just the numbers. Where it helps, the swarm adds its own analysis on top.

For many organisations, sending data to an outside AI service is not an option. Regulation, contracts or simple prudence rule it out.

Sovereign Deployments bring the whole stack inside your walls: local models, local vector stores and the tooling around them, running on infrastructure you control. The swarm works on your data without it ever leaving your ground.

We design, deploy and hand over the system so your team can run it with confidence.