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FAQ · 06

Straight answers to the questions owners ask us.

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What is a forward deployed engineer?

An engineer who works inside a customer's operation until the system runs, instead of building from a ticket queue.

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02 · Questions

Questions in English

  • What is a forward deployed engineer?

    An engineer who works inside a customer's operation until the system runs, instead of building from a ticket queue. The idea comes from how large AI and data companies deliver to their biggest accounts. With us, a senior forward-deployed lead embeds with your team and our builders do the engineering behind them.

  • Forward deployed engineer vs consultant: what's the difference?

    A consultant recommends and leaves. A forward-deployed team stays until the change is running in your tools, measured and owned by your people. You get working software and the numbers that prove it, not a slide deck.

  • Is this a fractional AI engineering team?

    Close, with one difference: the work is led by one senior person who sits inside your operation, not a pool of engineers taking tickets. Builders work behind that lead, and you pay by the month, not by the hour.

  • What does your forward-deployed lead do day to day?

    Joins your operations meeting, watches how work actually moves, decides what to automate first, and runs our builders against that list. The lead is your single point of contact for the whole engagement.

  • How much does an audit cost?

    It is one fixed fee for a fixed two-week scope. We share the figure on a first call once we know the size of the operation, and if you continue to an engagement the full fee is credited against it.

  • What do we get from the two-week audit?

    An automation maturity score across six areas, a map of the processes in scope, a leak register with the yearly cost of each leak, a ranked list of improvement opportunities, an ISO gap list and a build estimate. The report is yours either way.

  • How is an engagement priced?

    By the month, per forward-deployed lead, with a three-month minimum. There are no hourly timesheets. After the minimum, you can stop at the end of any month.

  • How long before we see results?

    In a typical engagement the first automation is live and measured by week six. We don't promise savings before the audit has measured your process, because any number before that would be a guess.

  • Will automation replace our employees?

    No. We remove work, not people, and we tell your team that on the first day. The hours that come back go to work that was being pushed aside: customers, quality, the projects nobody had time for.

  • Can we keep the code?

    Yes. We build in your code repository and your cloud account from day one. Code, prompts, data and documentation belong to you, and we hand over every key and login when we leave.

  • What if our data is sensitive?

    It stays in your systems. We work inside your accounts with the access you grant, log what we touch, and remove our access at the end. Where AI models are used, we choose deployments that keep your data out of model training.

  • Do you help with ISO 27001 and ISO 9001?

    Yes. Every process we redesign produces its own evidence, and the audit includes a gap list against both standards. Certification itself comes from an accredited body; we get you ready for it.

  • AI agents vs automation: what's the difference?

    Automation follows rules you can write down. An AI agent handles the steps where a person used to make a judgment call, like reading an unusual request. We automate the rules first and add agents only where they're needed; that mix is what people call agentic automation.

  • How can AI help a mid-sized business?

    Mostly by taking the judgment calls that slow a process down: classifying requests, reading documents, drafting replies a person approves. It works best after the rule-based steps are already automated.

  • Which manual processes can be automated first?

    Start with what repeats every week and follows rules: invoice approval, order entry, quote pricing, status reporting, onboarding paperwork. The audit ranks your candidates by hours saved against effort.

  • Do you work with companies in the Gulf?

    Yes. We serve the Gulf, the Levant, North Africa and Europe from Switzerland and Portugal. The lead is on site for the start and the key weeks, and works remotely in between.

  • Do you work in Arabic?

    Yes. Interfaces, documents and AI prompts are built and tested in Arabic and English, including right-to-left layouts.

  • How many clients do you take on at once?

    A handful at most, and we keep it that way on purpose. Each client gets one forward-deployed lead who knows the business, so we cap how many engagements run at the same time.

  • Which tools and systems do you work with?

    Whatever you already run: ERP, CRM, accounting, e-commerce platforms, spreadsheets and email. We connect them rather than replace them, and suggest buying a tool only when building would cost more.

أسئلة شائعة بالعربية

  • ما هي أتمتة العمليات الإدارية، ومن أين تبدأ الشركة؟

    هي نقل الأعمال المتكررة، مثل اعتماد الفواتير وإدخال الطلبات وإعداد التقارير، من البريد الإلكتروني والجداول إلى قواعد تعمل تلقائيًا. نبدأ بتدقيق لمدة أسبوعين يحدد العمليات الأكثر استهلاكًا للوقت، ويرتّبها حسب الساعات التي يمكن توفيرها.

  • كيف يمكن خفض التكاليف التشغيلية دون الاستغناء عن الموظفين؟

    بإزالة العمل غير الضروري، لا الأشخاص. نقيس الساعات الإدارية لكل عملية، ونؤتمت الخطوات التي لا تحتاج إلى قرار بشري، ثم نقيس النتيجة. الوقت الذي يعود للفريق يذهب إلى العملاء والجودة والمشاريع المؤجلة.

  • ما الفرق بين وكلاء الذكاء الاصطناعي وأتمتة العمليات التشغيلية؟

    الأتمتة تنفّذ قواعد واضحة يمكن كتابتها. أما وكلاء الذكاء الاصطناعي فيتولّون الخطوات التي كانت تحتاج إلى تقدير بشري، مثل قراءة طلب غير معتاد. نؤتمت القواعد أولًا، ونضيف الوكلاء فقط حيث يلزم، مع إمكانية مراجعة أي قرار.

  • هل يناسب الذكاء الاصطناعي في الشركات الصغيرة والمتوسطة؟

    نعم، إذا بدأ من مشكلة حقيقية لا من أداة. في الشركات التي يعمل فيها بين 50 و500 شخص، تأتي الفائدة الأكبر عادةً من أتمتة العمليات أولًا، ثم استخدام الذكاء الاصطناعي في القرارات المتبقية.

  • ماذا يعني أن يعمل مسؤول المشروع من داخل شركتك؟

    يعني أن قائدًا متمرسًا من فريقنا يحضر اجتماعات العمليات لديكم، ويرى سير العمل الحقيقي داخل أنظمتكم، ويقود فريق التنفيذ حتى يعمل النظام فعليًا ويصبح ملكًا لكم، بدلًا من تقديم توصيات ثم المغادرة.