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How we work

How we build systems your team can own.

Our engineers assess the work, build in your environment and test against real cases. Every stage has an outcome you can inspect.

  1. 01

    Assess the work

    We observe the process, systems and exceptions before proposing a build.

    OutcomeA measured baseline and a clear statement of the workflow to improve.

  2. 02

    Design the first system

    We decide what AI reads, what rules decide and what a person approves, for one bounded first workflow.

    OutcomeA written build or do-not-build recommendation after a two-week assessment.

  3. 03

    Build in your environment

    We connect your existing systems and test on your own cases before anything goes live.

    OutcomeA live system in your environment, with approvals, exception paths and a readable audit trail.

  4. 04

    Hand over and improve

    We document the system, train your team and extend it only where the next workflow justifies the work.

    OutcomeA system your team understands and owns, with a defined scope for any extension.

What Your Organisation Owns at Handover

Every engagement ends with the same handover pack, held in your environment: source code, rules, test cases, the decision log and the operating manual.

  • Code stored on your side
  • Rules your team can read
  • Models you can swap
  • Hosting you choose
your-system/Sample handover pack
  • src/The agents, the rules and the connectors to your systems
  • rules/approval-rules.yamlWho approves what, and above which amount
  • evals/real-cases.csvYour own cases the system is tested on
  • audit/decision-log.sqlEvery decision, with its evidence and approver
  • operating-manual.mdHow to run, monitor and change it
  • hosting.mdWhere it runs and which models it uses
  • handover-signoff.pdfSigned by your team and ours

What we deliver together

Work scoped to a clear outcome.

Each step has its scope and price agreed before it starts. The next one starts only if the results justify it.

  • Workflow Assessment

    Two weeks with your process owners and system records. You get a measured baseline and a clear decision on what to build first, or not to build.

    Two weeks. Read-only access under NDA.

  • First System Delivery

    We build in your environment on your existing systems and validate against real cases before the system carries live work.

    Scope and terms agreed after the assessment.

  • Embedded Engineering

    Our engineers stay alongside your team to extend the system or build the next one, each with its own handover.

    Terms agreed in writing for each phase.

How we build

How we keep the system dependable

Build on what you already run
We connect to your ERP, CRM and document systems. Core processes stay where your team works.
Models never invent numbers
Models read and suggest. Code calculates every amount, date and balance. People decide what carries financial, legal or customer impact.
Acceptance against real cases
Acceptance is defined on your own historical cases, with the target error rate agreed before we start.
Readable for the people who run it
Systems, documentation and logs are written for the team that operates them, not only for engineers.
Capacity, not headcount
We measure success by the demand your team can now serve, never by the people removed. The system is built to support their judgement, not replace it.

What we will not do

Work we decline

We decline engagements where the result cannot be measured.

  • Staff augmentation to operate an existing process without improving the system behind it.
  • Open-ended retainers without a defined scope, time frame and handover.
  • Chatbots without a defined workflow and a measured outcome.
  • Data migrations or core system replacements presented as AI projects.
  • Automation of a process that has not first been observed, mapped and measured.

About SIEL AI

Plain answers about who we are, who we work with and how an engagement runs.

What does SIEL AI do?

SIEL AI is an enterprise AI engineering partner, founded in 2021. Our teams connect the systems a company already runs, such as ERP, CRM, bank exports and document stores, and build AI into its order, finance and reporting workflows.

Which companies do you work with?

Mid-market and enterprise companies, mostly their operations and finance teams, in manufacturing, distribution, healthcare, financial services and professional services. We work across Europe, the US, India, Singapore and Australia, and lead European engagements from Romania.

Do you replace our ERP?

No. We build on the systems you already run, including SAP, Microsoft Dynamics 365 and Oracle NetSuite. Core processes stay where your team works. We decline core system replacements presented as AI projects.

How does an engagement start?

Usually with a Workflow Assessment: two weeks on one workflow, with read-only access under NDA, ending in a written recommendation on what to build first and whether it is worth building. Scope and price are agreed in writing before we start.

Who owns what you build?

You do. Your team owns the system and its documentation, and runs it after the handover. If you want us to keep building with you, Embedded Engineering is the way to do it.