FAQ
AI Consulting FAQ: Questions About BrotherhoodIO
Clear answers to the most common questions about our company, our services and AI projects.
General
What is BrotherhoodIO?
BrotherhoodIO is an AI consulting and enterprise software company headquartered in Ankara, Türkiye, founded by siblings Yusuf and Samet Öztürk, who bring more than 10 years of software industry experience. It specializes in enterprise AI transformation strategy, enterprise knowledge assistants (RAG), AI agents that run business workflows, private and compliant AI infrastructure, AI-ready enterprise software, and brand visibility in AI assistants such as ChatGPT and Gemini (GEO).
What services does BrotherhoodIO offer?
AI consulting and strategy, generative AI and LLM integration, enterprise knowledge assistants (RAG), AI agents and process automation, enterprise software development, data engineering and MLOps, and AI visibility (GEO) consulting.
Does BrotherhoodIO work with international clients?
Yes. BrotherhoodIO works remotely in English with companies across Europe, the Middle East and beyond, and is available for on-site work in Türkiye.
Which AI models do you work with?
We are vendor-neutral: OpenAI (GPT), Anthropic Claude, Google Gemini, Azure OpenAI, AWS Bedrock and open-source models such as Llama, Mistral and Qwen. Model choice depends on the task, cost and data sensitivity.
Can AI projects be GDPR compliant?
Yes. We design projects around GDPR, Türkiye’s KVKK (Law No. 6698) and EU AI Act awareness, using data classification, PII masking, access control, audit logging and on-premise deployment where required.
How long does an AI project take?
A well-scoped pilot typically takes 4–8 weeks. A typical enterprise roadmap from discovery to production is planned over roughly 90 days.
Why work with an AI consultancy based in Türkiye?
You get senior AI and software engineering talent in a time zone (GMT+3) that overlaps with Europe, the Middle East and Asia, with competitive rates and bilingual English/Turkish delivery.
How can I contact BrotherhoodIO?
Phone and WhatsApp: +90 532 380 40 41. Address: Öveçler Mah. Narlı Caddesi No:34, Çankaya, Ankara, Türkiye. Business hours are Monday–Friday, 09:00–18:00 (GMT+3).
AI Consulting & Strategy
How long does an AI consulting engagement take?
Discovery and roadmap work typically takes 2–6 weeks depending on organization size, followed by a pilot implementation.
Are you tied to a specific AI vendor?
No. BrotherhoodIO is vendor-neutral and selects between OpenAI, Anthropic Claude, Google Gemini and open-source models based on your requirements.
Do you work with international clients?
Yes. We work remotely in English with clients in Europe, the Middle East and beyond, from our headquarters in Ankara, Türkiye.
Generative AI & LLM Integration
Will our data be used to train the models?
Under enterprise API and cloud agreements, data is not used for training by default. We still verify contracts and settings on your behalf and can deploy on-premise models when required.
Which model should we choose?
There is no single best model. We benchmark on your tasks against data sensitivity, cost and latency requirements; most projects combine more than one model.
Can it integrate with our existing software?
Yes — via REST/GraphQL services, message queues or direct database connectors into your current stack.
Enterprise Knowledge Assistants (RAG)
What is the difference between RAG and fine-tuning?
RAG retrieves relevant documents at answer time without retraining, keeping knowledge current and citable. Fine-tuning changes a model’s behavior or style.
What if the assistant gives a wrong answer?
Answers are grounded in and cite your sources; when no source is found the assistant is configured to say so instead of guessing.
Does our data leave our environment?
It doesn’t have to — fully on-premise or private-cloud deployments are available.
AI Agents & Process Automation
What is the difference between an AI agent and a chatbot?
A chatbot answers questions; an agent plans multiple steps toward a goal and takes actions in your systems.
Can agents go out of control?
Our agents can only use explicitly defined tools; critical actions require human approval and every step is logged.
Which processes should we start with?
High-volume, rule-bound processes with a low cost of error deliver the fastest return.
Enterprise Software Development
Which technologies do you use?
Depending on the project: TypeScript/Node.js, Python, .NET, Java, React, Flutter and major cloud platforms.
Who owns the source code?
Unless agreed otherwise, source code and IP rights are transferred to the client.
Do you provide post-launch support?
Yes, with SLA-backed maintenance and support plans.
Data Engineering & MLOps
What is MLOps?
The practice of managing development, deployment, monitoring and retraining of machine learning models with software-engineering discipline.
Our data is messy — can we still start?
Yes. Most projects begin with a data inventory and a short data-preparation phase.
Which data platforms do you work with?
PostgreSQL, BigQuery, Snowflake, Databricks, Microsoft Fabric and open-source tooling.
AI Visibility (GEO) Consulting
What is the difference between GEO and SEO?
SEO aims for top positions in Google search results. GEO aims for your brand to be recognized accurately and cited in answers from AI assistants such as ChatGPT, Claude and Gemini. They complement each other.
Do you guarantee top placement in AI answers?
No. No company controls how AI models answer — be wary of anyone who guarantees it. We measure visibility, systematically improve the factors that influence it and report results transparently.
How long until we see results?
Technical fixes are typically completed within a few weeks. Reflection in AI answers depends on how quickly models and search indexes refresh, and usually takes a few months.
AI Assessment
In a free 30-minute call we’ll pinpoint 3 priority AI opportunities for your organization, a realistic timeline and data-privacy risks. No sales pressure — remote, in English.