???????????? ???????? ???????????????????? ???????? ???????????? ???????????????? ???????????????????????????????? (???????? ???????????????????? ???? ????????????????????????????)
Are you curious how companies are actually building AI into their business?
Here’s how it really works, step-by-step, in under 5 minutes.
If you're a founder, exec, or tech leader, this breakdown is for you.
Here’s the 7 essential building blocks to help you bring AI to life in your organisation:
????. ???????????????? ????????????????????????????
This is where it all begins. You need somewhere reliable to hold your data.
✅️ Cloud options like Amazon Web Services (AWS), Microsoft ????????????????????, or Google ????????????????????, give you flexibility and scale.
✅️ Prefer full control? On-premise solutions still have a place in certain industries.
????. ???????????????? ???????????????????????????????????????????? & ????????????????????????????
Raw data isn’t usable as-is. It needs work.
✅️ Tools like Talend help with data extraction and transformation.
✅️ Apache Airflow can automate those processes.
✅️ Use APIs to connect data sources like CRMs, ERPs, and websites.
To keep your data accurate and compliant, tools like ???????????????????????????????????? ???????????????????????????? or ???????????? governance solutions are your friends.
????. ???????????????? ????????????????????????????????
Before doing anything with your data, protect it.
✅️ Control who gets access using IAM tools (Identity Access Management)
✅️ Encrypt sensitive data
✅️ Monitor activity to stay on top of security and compliance
Cloud platforms already include many of these features, or you can layer on extra protection from specialised security vendors depending on your setup.
????. ???????? ????????????????????????
This is where the magic happens.
✅️ Build your own AI with tools like ????????????????????????????????????????, PyTorch, or Hugging Face
✅️ Or plug into powerful, ready-to-use models from OpenAI (GPT-4), ???????????????????????? ????????, or ???????????????????? ???????????????????????????????????? Services. They come with APIs, so you can plug into AI capabilities without building it from scratch.
????. ????????????????????????????????????????
Time to bring your AI to life.
✅️ If you built your model from scratch, use tools like Docker, Inc, Kubernetes, or MLflow to deploy it.
✅️ Using pre-built models? You’re live as soon as you start calling the API.
????. ???????????????? ????????????????????????????????????????
AI isn’t useful unless people can interact with it.
✅️ Think chatbots, dashboards, voice assistants, or apps. This is the interface that brings the model to your team or customers.
????. ???????????????? ????????????????????????????????????????????????????
✅️ Use GitHub to help manage AI code and version control
✅️ Use Atlassian'???? ????????????????, Trello, or similar tools to help keep your projects on track.
???????? ????????????????????????????
✴️ That’s your business AI journey: from data → models → users in one clear roadmap.
If you’re exploring AI and not sure where to start, feel free to reach out. Always happy to listen and share ideas.
If you found this helpful, like, share or comment below. It lets me know this content is adding value. ????????
Thanks for watching!
Joel
#AIforBusiness #GPT4 #DigitalStrategy #TechLeadership #InnovationJourney #AIImplementation
Are you curious how companies are actually building AI into their business?
Here’s how it really works, step-by-step, in under 5 minutes.
If you're a founder, exec, or tech leader, this breakdown is for you.
Here’s the 7 essential building blocks to help you bring AI to life in your organisation:
????. ???????????????? ????????????????????????????
This is where it all begins. You need somewhere reliable to hold your data.
✅️ Cloud options like Amazon Web Services (AWS), Microsoft ????????????????????, or Google ????????????????????, give you flexibility and scale.
✅️ Prefer full control? On-premise solutions still have a place in certain industries.
????. ???????????????? ???????????????????????????????????????????? & ????????????????????????????
Raw data isn’t usable as-is. It needs work.
✅️ Tools like Talend help with data extraction and transformation.
✅️ Apache Airflow can automate those processes.
✅️ Use APIs to connect data sources like CRMs, ERPs, and websites.
To keep your data accurate and compliant, tools like ???????????????????????????????????? ???????????????????????????? or ???????????? governance solutions are your friends.
????. ???????????????? ????????????????????????????????
Before doing anything with your data, protect it.
✅️ Control who gets access using IAM tools (Identity Access Management)
✅️ Encrypt sensitive data
✅️ Monitor activity to stay on top of security and compliance
Cloud platforms already include many of these features, or you can layer on extra protection from specialised security vendors depending on your setup.
????. ???????? ????????????????????????
This is where the magic happens.
✅️ Build your own AI with tools like ????????????????????????????????????????, PyTorch, or Hugging Face
✅️ Or plug into powerful, ready-to-use models from OpenAI (GPT-4), ???????????????????????? ????????, or ???????????????????? ???????????????????????????????????? Services. They come with APIs, so you can plug into AI capabilities without building it from scratch.
????. ????????????????????????????????????????
Time to bring your AI to life.
✅️ If you built your model from scratch, use tools like Docker, Inc, Kubernetes, or MLflow to deploy it.
✅️ Using pre-built models? You’re live as soon as you start calling the API.
????. ???????????????? ????????????????????????????????????????
AI isn’t useful unless people can interact with it.
✅️ Think chatbots, dashboards, voice assistants, or apps. This is the interface that brings the model to your team or customers.
????. ???????????????? ????????????????????????????????????????????????????
✅️ Use GitHub to help manage AI code and version control
✅️ Use Atlassian'???? ????????????????, Trello, or similar tools to help keep your projects on track.
???????? ????????????????????????????
✴️ That’s your business AI journey: from data → models → users in one clear roadmap.
If you’re exploring AI and not sure where to start, feel free to reach out. Always happy to listen and share ideas.
If you found this helpful, like, share or comment below. It lets me know this content is adding value. ????????
Thanks for watching!
Joel
#AIforBusiness #GPT4 #DigitalStrategy #TechLeadership #InnovationJourney #AIImplementation
- Category
- Artificial Intelligence & Business
Comments