Agentic AI
Human oversight is a design decision
Saying a person stays in the loop is the easy part. The design has to say which loop, at which step, holding what information.
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FIVE CAPABILITIES · ONE ACCOUNTABLE TEAM
Modernize your operations and your digital foundation.
For organizations that have outgrown fragmented processes, disconnected tools, or an identity that no longer reflects their capabilities.
SEESELECTED WORK
Fixed scope, agreed before it starts.
A written plan you keep, whether or not you continue.
PARTNERS
- Dorwa Production, partner
- Belkofski, partner. See the work.
- ABP Continental, partner and client. See the work.
- Hostino, partner
- Saidis, partner
A firm built to carry the whole program.
We work with organizations that have outgrown fragmented processes, disconnected tools, or an identity that no longer reflects what they are capable of. The work runs from the operating model down to the interface a technician would use in the field.
ABOUT RECALIBREAgentic AI and automation · Custom software development · Enterprise systems and integration · Product and experience design · Brand strategy and identity
Calibration · Build · Partnership
Selected work.
Field operations, document intelligence, industrial contracting and eyewear.
SERVICESALLSERVICES
Our capabilities.
Five capabilities, one team. You brief once and the same team carries it through to production.
You brief once. The same team carries it through to production.
START A CALIBRATIONFIELD OPERATIONS · IN DEVELOPMENT
OPS.
A field operations system for crews working sites: interventions, permits, teams and the daily report in one register, built to work where there is no signal.
Recalibre®
Every screen carries demonstration data.
THE PROBLEM IT ADDRESSES
Interventions raised on paper, permits tracked in a spreadsheet, day sheets chased by phone.
And no signal on site to do any of it live, so the record is always written twice — once in the field and once again at a desk.
WHAT IS BUILT
Offline
The day is carried on the device and queues until coverage returns.
DEPLOYMENT MODEL
Built to be self-hosted: one server, one database per organization.
SELF-HOSTEDOFFLINE-FIRSTONE DATABASEFRENCH · ARABICRIGHT-TO-LEFT
STATUS
IN DEVELOPMENTREAD ABOUT OPS
HOW WE OPERATE
What we hold to on every engagement.
Rules about how the work is done, applied from the first assessment onward.
GOVERNANCE
Governance
A person decides anything that carries weight. Automation drafts, routes, checks and proposes. Where an outcome is consequential — money, safety, a contractual commitment — it is presented to a person with the trail that produced it.
DELIVERY
Delivery
You are told what stage everything is at. Completed work, active development and a demonstration are three different things, and you are never shown one and told it is another.
OWNERSHIP
Ownership
You own what was built. The system, the source, the documentation and the operational knowledge transfer to the organization. Partnership is a service, not a dependency.
01 / 03 Governance
ENGAGEMENT MODEL
Three stages.
Design, validation and handover sit inside Build rather than beside it. Every engagement starts with a fixed scope agreed in writing, and commercial terms are set against that scope.
01
Calibration.
Where the work actually is.
- Assessment of objectives and constraints
- Workflow and systems review
- Priorities ranked by operational impact
YOU RECEIVEA written plan you keep, whether or not you continue
Fixed scope, agreed before it starts02
Build.
Design, engineering and automation as one program.
- System design: what it does, and which decisions stay with a person
- Integration with the systems already running
- Handover of the source and the documentation
YOU RECEIVEThe working system, its source and its documentation
Scope and terms set by the Calibration03
Partnership.
Continuity after launch.
- Support for the system in use
- Monitoring and correction
- Adaptation as the organization changes
YOU RECEIVEA supported system that stays yours
Agreed at handoverINSIGHTSALL INSIGHTS
Operations
Offline-first is an admission, not a feature
Field software that requires a network is desk software that has been carried outside.
READ THE ARTICLEEnterprise systems
Right-to-left is an architecture decision
Adding Arabic to a finished product is not adding a language. It is discovering how many assumptions were baked into the layout.
READ THE ARTICLEFAQ
Before the first call.
One program across five capabilities: agentic AI and intelligent automation, custom software development, enterprise systems and integration, digital product and experience design, and brand strategy and identity. You brief once. The same team carries it from the operating model through to the system in use, so there is no gap between the people who designed it and the people who built it.
Calibration, then Build, then Partnership. Calibration establishes what is worth changing and produces a written plan you keep whether or not you continue. Build runs design, engineering, automation and implementation as one program in controlled phases. Partnership is support and adaptation after launch.
Deployment is designed to keep operational data inside the organization that owns it. OPS, the field operations product being developed in-house, is built to be self-hosted: one server, one database per organization. The same principle applies to client systems — data residency and access are agreed during Calibration and written into the scope, not decided afterwards.
Automation drafts, routes, checks and proposes. Where a decision carries weight — money, safety, a contractual commitment — the system presents it to a person together with the trail that produced it, and that person decides. Which decisions those are is agreed explicitly in system design.
Integration is one of the five capabilities rather than an afterthought. The work consolidates information across departments, modernizes legacy workflows and establishes one reliable source of operational data. What connects to what, and in which direction, is mapped during Calibration before anything is built.
You do. The system, the source, the documentation and the operational knowledge transfer to your organization. Partnership is a service we provide afterwards because organizations change, not a dependency engineered into the handover.