Your agents run on eight layers you never have to build, buy or keep alive.
When your work needs one of them to behave differently, we change the layer. Below is each one, and what it saves you building yourself.
01
Data integration
Nobody runs an export again.
OAuth connectors
Drive import
CRM / ERP / BI
ETL sync
Otherwise you build
a connection into each system, then keep every one alive when a supplier renames a field.
02
Platform services
A busy morning does not lose a document.
Database
Queue
Object storage
Sandbox
Otherwise you build
the queue and the storage, and the job of knowing where every document went.
03
Retrieval
Every answer arrives with the page it came from.
Semantic search
Hybrid RAG
Vector / BM25
Page-level citations
Otherwise you build
search that works on a scan with no text layer, and keep it current when somebody reorganises a drive.
04
Model
You can see which model ran which step.
LLM router
Frontier models
Open source on-prem
Skills / prompts
Otherwise you build
the routing and somewhere to read it back, then rebuild both the week a better model arrives.
05
Orchestration
A job finishes, or it stops at the person who decides.
Agent runtime
Orchestrator
Retries
Artifact lifecycle
Otherwise you build
the running order and the retries, and check every morning for the runs that stopped in the night.
06
Governance
A person opens only what their job allows.
RBAC / auth
Tenant isolation
Activity logs
Guardrails
Otherwise you build
permissions twice, for your people and for the machines acting on their behalf, and answer for both.
07
Experience
One screen holds everything waiting on you.
Web / admin
Citations / artifacts
Streaming
Approval queue
Otherwise you build
that screen, and the record of who approved what and when.
08
Infrastructure
It runs in your account, and keeping it up is ours.
Private / hybrid / cloud
Docker / K8s
Secrets management
OTEL observability
Otherwise you build
the hosting and the release routine, and own the upgrade every time a piece underneath it moves.
What we build
We build the same four things into every install.
The data layer
One layer that reads every system the work touches and keeps it current. Everything else runs on top of it, and it is most of the engineering.
The workflow
Multi-step work run end to end: the sequencing, the retries, the handoffs between an agent step and a human one, and what happens when step three fails while nobody is watching. Every run is logged, so you can open any job and see what it did and on what basis.
The trigger
Every workflow starts on a trigger or a schedule. A document arrives, an invoice ages past its terms, Monday morning comes. The first you hear about it is when the work is done or when an exception needs you.
The delivery
The output has to land in the systems your team already opens. The record updated, the pack filed in the right folder, the report in the inbox before the meeting. We build against whatever you run today, including the system nobody has got round to replacing.
The install
We run every install in the same five stages.
01
02
Not the SOP. The SOP describes the clean case. We sit with the person who does the job and write down the judgment: which discount they approve without asking, which supplier gets chased on a schedule and which one gets a phone call, and the handful of customers who are an exception to all of it. You read it and correct it before we build anything.
03
04
05
Something will break. An integration changes, a supplier switches format, a volume spike hits a rate limit. Every workflow is monitored and the alert reaches us first. You get told what failed, what happened to the work that was in flight, and what changed so the same thing does not happen twice. After every change it is checked again against jobs you already finished.
Who builds it with you
An AI strategist, an engineering team, and the people who make the calls today.
The AI strategist
Maps the work, writes the runbook, and decides what a machine should never do alone
The engineering team
Builds the data layer first, then the workflows that sit on top of it
Your people
They make the calls today, and they are the only ones who know the exceptions
The person who signs
They set what the agents are allowed to do alone, and nothing is released until they open it and sign
We meet you where you are, Dubai or Abu Dhabi
The boundary
What we will not do.
We do not sell software licences
No seat bill, no subscription, no login you pay for every month. You own what we build.
We do not hand you a document and leave
The analysis exists to be built. If you stop after it you take the spec elsewhere, and we say so before you buy it.
We do not run a pilot that never ships
Phase 02 ends in production, on a trigger or a schedule, inside the systems your team already opens.