05 / CUSTOM AIWorkflow / boundary / operation

AI that works inside your boundary.

Custom AI built around one workflow, run where the data already lives, reviewed by people and recorded for audit. Custom AI engagements are contracted with Genyra L.L.C-FZ, the separate Dubai company that operates genyra.ai. Genyra.com describes the practice; the agreement names the company doing the work.

05 / CUSTOM AI / at a glance

Start from the workflow, keep the model inside the boundary, operate it with the same discipline as any other system.

Custom AI engagements are contracted with Genyra L.L.C-FZ in Dubai, which operates genyra.ai. This site describes the practice; nothing here is a product offer.

Matter M-2041 · illustrative · not a customer system
External public networks · shared model services No data leaves
Client environment one boundary · four workloads
  • Document store matter files · scans · PDFs
  • Retrieval index this organisation only
  • Model runtime build 2026.10-03 · no training
  • Audit log append-only · kept by the client
Boundary drawn · no crossing
Matter M-2041question received

Question · A. Reyes · 11:32

Which clauses limit assignment?

Scope: the three documents filed under M-2041. Processing inside the client environment. No outside service is called.

Retrieved passages3 of 3 · this matter only
  1. [1] MSA-2041.pdf · clause 14.2 Neither party may assign this agreement without the prior written consent of the other.
  2. [2] Schedule-3.pdf · clause 3.5 Consent is not required for an assignment to an affiliate, provided the assignor remains liable.
  3. [3] Amendment-2.pdf · clause 2.1 Clause 14.2 applies to any assignment arising from a change of control.
Draft answermodel 2026.10-03 · for review

Three clauses limit assignment. The agreement may not be assigned without the other party’s written consent [1]; an assignment to an affiliate needs no consent while the assignor remains liable [2]; and the consent requirement applies to an assignment arising from a change of control [3].

  • [1] MSA-2041.pdf · clause 14.2
  • [2] Schedule-3.pdf · clause 3.5
  • [3] Amendment-2.pdf · clause 2.1

Limits. Drawn only from the three documents above. Correspondence and any later amendment outside the matter file were not checked. Whether a change of control has occurred is for the reviewer.

Review and recordreviewer · A. Reyes
Decision · 11:40 ApproveSend back
Audit log · append-only
No.AtWhoRecord
04152026-10-14 11:32:04A. Reyesquestion · M-2041
04162026-10-14 11:32:05systemretrieved 3 · MSA-2041, SCH-3, AMD-2
04172026-10-14 11:32:09systemdraft · model 2026.10-03
04182026-10-14 11:40:51A. Reyesapproved · docs MSA-2041, SCH-3, AMD-2 · model 2026.10-03
Boundary, retrieval, citation, review. One line in the audit log is what an auditor reads.
Choose a starting point

Which decision should the model inform, and who signs it off?

The work may cross more than one discipline. Start with the task, then follow its dependencies.

Start from the workflow

Custom AI solutions

AI systems designed from a workflow the organisation already runs, grounded in its own material, with people in the decision and a record of every answer. Custom AI engagements are contracted with Genyra L.L.C-FZ, the separate Dubai company that operates genyra.ai. Genyra.com describes the practice; the agreement names the company doing the work.

A workflow first. Then a model.What is automated, and what is not.
Explore this discipline
How the disciplines connect

One practice. One contracting entity.

Genyra LLC is a Delaware company; Genyra L.L.C-FZ is a separate company in Dubai, United Arab Emirates, and operates genyra.ai. Custom AI work described on this site is contracted with Genyra L.L.C-FZ. The agreement for an engagement states the contracting entity, the scope, the access granted and where processing takes place, before any material is shared.

How the disciplines connect

Run it where the data lives.

Models run inside the client’s environment or in a dedicated one, with the document store, retrieval index, model runtime and audit log inside one boundary. Nothing is used to train a model. Residency, access and logging are decided and written down before the first prompt is sent.

How the disciplines connect

People decide. The record proves it.

Drafts and answers cite the documents they came from. A named reviewer approves or sends back. Every answer, its sources, the model version and the reviewer’s decision are recorded, so an auditor, a regulator or a colleague can see what the system did and why.

How the disciplines connect

Operated, versioned, under change control.

A deployed system has an operator, monitoring, a version history for models and prompts, a change process and a plan for incidents and cost. We can operate it, train the organisation’s own team to, or hand it over with the records needed to do so.

  • Custom solutions
  • Private deployment
  • Managed operation
How the disciplines connect

Bring the workflow and its constraints.

Describe the task, the people who perform it, the documents involved and the rules on where data may be processed. We will discuss what can be automated, what must stay with a person, and the access an engagement would need. Do not send client records or confidential material in the first message.

Before an enquiry

Questions we are asked.

Short answers in the same terms as the page. Anything specific to your systems is agreed by enquiry.

Which company contracts custom AI work?
Genyra L.L.C-FZ in Dubai, a separate company that operates genyra.ai. The agreement for an engagement names the contracting entity and the governing terms explicitly.
Is our data used to train models?
No. Documents, questions and answers are used to retrieve and to answer, and for your own evaluation. They are not used to train or fine-tune a model unless you ask for that in writing.
Does the system make decisions on its own?
People decide. Drafts and answers cite the documents they came from, a named reviewer approves or sends back, and each decision is recorded with the model version.
Which models do you use?
The model is chosen for the task, the data rules and the environment, and is named in the design together with its version. Models can run entirely inside your own environment.
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