u/PixelatedPenguin69

من فترة وأنا عم أبني شغلة اسمها Layla.

الفكرة بالبداية كانت بسيطة جداً:

حتى المغاسل والكافيتريات مثلاً شغلها مع الزباين صار يعتمد بشكل كبير على واتساب.

بيكون في موظف قاعد طول اليوم يضيع وقته بالرد على أسئلة مثل:

"بكم؟"

"فاتحين؟"

"عندكم هالشي؟"

"اقدر أحجز لبكرا؟"

"بتقبلوا تأميني؟"

"أرسل الموقع"

"Hello؟؟؟"

وبعدين ممكن الزبون يضيع لأن ما حدا رد عليه خلال أول دقيقتين.

فقلت:

خليني أجرب أبني بوت بسيط لهالشغلة...

بعد 6 أشهر:

Layla.

وهي مو من نوع البوتات اللي بتستقبلك بـ:

"مرحباً 👋 أنا 🤖 مساعدك 🤖 الذكي 🤖 بالذكاء الاصطناعي 🤖"

وبعدين تسأله إذا المحل فاتح يوم الجمعة، فيعطيك وصفة كوكيز.

بعرف إنها من أول نظرة ممكن تبين هيك، بس فعلياً بتقدر تمسك محادثة كاملة، تفهم شو الشخص يبغى وشو نيته من طريقة كلامه، وتجيب المعلومات من قاعدة البيانات الخاصة بالبزنس.

وبتقدر كمان تتعامل مع الرسائل الصوتية، تجمع بيانات العميل، تبعت تذكيرات، تتابع مع الأشخاص اللي اختفوا أو وقفوا عن الرد، وتحدد العملاء المهتمين جداً حتى صاحب البزنس يقدر يتواصل معهم لاحقاً.

وكمان بترتب العملاء حسب درجة اهتمامهم، حتى صاحب البزنس ما يضيع وقته باتصالات عشوائية ويحاول يخمن مين فعلاً مهتم.

وبالمناسبة، بتشتغل بـ5 لغات: العربي، الإنجليزي، الروسي، الهندي، والأردو.

أنا بالأصل بنيتها لعيادة أسنان بدبي، عن طريق شخص كان صديقي بيعرفه، وكان المفروض إنها تتعامل مع أسئلة العلاجات، الأسعار، التأمين، طلبات المواعيد، التذكيرات، واسترجاع العملاء اللي ما كملوا المحادثة.

بس كنت عارف إن نفس الفكرة ممكن تشتغل تقريباً مع أي بزنس بيعمل جزء كبير من مبيعاته أو خدمة عملائه عن طريق واتساب.

عيادات، صالونات، عقارات (عندي أنظمة قوية جداً لهالمجال إذا حدا مهتم)، معارض سيارات، جيمات، وكالات، خدمات منزلية... تقريباً أي شي.

الفكرة ببساطة:

بدل ما يكون واتساب مجرد برنامج تواصل، بيصير عندك موظف شغال 24/7 وبيحكي مع الزباين بـ5 لغات.

وإيه، أنا حالياً بمرحلة شوي غريبه، احاول ألاقي بزنسات حقيقية تسمحلي أجرب النظام عندهم بشكل فعلي مجاناً خلال أول أسبوع، بدون ما يدفعوا شي مقابل الخدمة.

وعشان هيك عم أنشر هون بدل ما أعمل حركات لينكدإن والرسائل الرسمية اللي ما تشتغل ولا تأكل عيش 😂

إذا عندك بزنس والواتساب جزء أساسي من المبيعات أو خدمة العملاء، فعلاً مهتم أشوف إذا بتقدر تتعامل مع احتياجاتك.

أسوأ احتمال؟

النظام يخرب بشغلة وأنا أصلحها فوراً، وإنت ما بتخسر شي.

أفضل احتمال؟

نكون بالصدفة خففنا عن موظفين الاستقبال نص الشغل المتكرر، وصار عندك نظام يلتقط كل عميل جديد ويحدد درجة اهتمامه خلال ثواني.

شكراً لانكم وصلتوا للنهايه، وفعلاً مهتم أسمع آراءكم وتجاربكم. أي ملاحظة ممكن تساعد خصوصا اذا جربتوا شي مماثل 🙏

https://preview.redd.it/qjj92rwz75kh1.png?width=1805&format=png&auto=webp&s=44b6abb9f492457281fd91c760778a3c8a20310a

https://preview.redd.it/56hgqpwz75kh1.png?width=1835&format=png&auto=webp&s=20789520172ab3d30c981ca3ec8098ec41fe4f17

so I have been building this thing called Layla

The original idea was pretty simple:

even dry cleaning/cafeteria businesses in BH operate on WhatsApp

And then someone on the payroll sits there all day wasting his own time on:

“Price?”

“Are you open?”

“Do you have this?”

“Can I book tomorrow?”

“Do you accept insurance?”

“Send location”

“Hello???”

Then the lead get lost because nobody replied in that 2 min usual bracket

So I thought:

let me try to build this basic chatbot .... 6 months later

Layla.

Its NOT one of those ""hello 👋 I am🤖 your 🤖 AI 🤖 assistant 🤖"" bots the kind that gives you a cookie recipe when you ask if they're open after Friday prayer

i know you think it is but genuinely Layla can actually hold a conversation, understand what the person wants and his intentions from the chat pattern, pull information from the business knowledge base, handle voice notes, collect customer details, send short/long term reminders, follow up with people who ghosted or stopped replying and flag hot leads for the owner so he can contact them later by phone or give them a nudge to take action and it also quietly ranks who's worth calling back so he is not just spamming calls or guessing

NOTE: (BTW IT WORKS IN 5 LANGUAGES AS WELL, Arabic, English, Russian, Hindi, Urdu)

I originally built it for a dental clinic my friend knew a dude who worked there, where it can handle stuff like treatment questions, prices, insurance, appointment requests, reminders, and lead recovery

But I Knew the same concept works for basically any business that makes its money on WhatsApp

Clinics, salons, real estate(i have HOT systems for this if anyone is interested), car dealerships, gyms, agencies, home services, whatever

The idea is basically:

A WhatsApp stops being an inbox and starts being a 24/7 5-lingual employee

And YES, I am currently in the slightly unhinged phase where I am trying to get actual businesses to let me try around with this in production without them paying for the service anything during the 1st week

So I am posting this here instead of doing the usual LinkedIn corporate NPC BS

If you run a business where WhatsApp is a major part of sales/customer service, I’m genuinely interested in seeing whether Layla can handle your use case

Worst case: it breaks and I fix it instantly with nothing for you to lose

Best case: we accidentally replace half your front desk repetitive work and capture/score any lead in matter of seconds

thanks for reading and i am looking out for your thoughts here, anything can help 🙏

so I have been building this thing called Layla

The original idea was pretty simple:

even dry cleaning/cafeteria businesses in UAE operate on WhatsApp

And then someone on the payroll sits there all day wasting his own time on:

“Price?”

“Are you open?”

“Do you have this?”

“Can I book tomorrow?”

“Do you accept insurance?”

“Send location”

“Hello???”

Then the lead get lost because nobody replied in that 2 min usual bracket

So I thought:

let me try to build this basic chatbot .... 6 months later

Layla.

Its NOT one of those ""hello 👋 I am🤖 your 🤖 AI 🤖 assistant 🤖"" bots the kind that gives you a cookie recipe when you ask if they're open after Friday prayer

i know you think it is but genuinely Layla can actually hold a conversation, understand what the person wants and his intentions from the chat pattern, pull information from the business knowledge base, handle voice notes, collect customer details, send short/long term reminders, follow up with people who ghosted or stopped replying and flag hot leads for the owner so he can contact them later by phone or give them a nudge to take action and it also quietly ranks who's worth calling back so he is not just spamming calls or guessing

NOTE: (BTW IT WORKS IN 5 LANGUAGES AS WELL, Arabic, English, Russian, Hindi, Urdu)

I originally built it for a dental clinic in jumeirah my friend knew a dude who worked there, where it can handle stuff like treatment questions, prices, insurance, appointment requests, reminders, and lead recovery

But I Knew the same concept works for basically any UAE business that makes its money on WhatsApp

Clinics, salons, real estate(i have HOT systems for this if anyone is interested), car dealerships, gyms, agencies, home services, whatever

The idea is basically:

A WhatsApp stops being an inbox and starts being a 24/7 5-lingual employee

And YES, I am currently in the slightly unhinged phase where I am trying to get actual businesses to let me try around with this in production without them paying for the service anything during the 1st week

So I am posting this here instead of doing the usual LinkedIn corporate NPC BS

If you run a business in the UAE where WhatsApp is a major part of sales/customer service, I’m genuinely interested in seeing whether Layla can handle your use case

Worst case: it breaks and I fix it instantly with nothing for you to lose

Best case: we accidentally replace half your front desk repetitive work and capture/score any lead in matter of seconds

thanks for reading and i am looking out for your thoughts here, anything can help 🙏

https://preview.redd.it/yk68u2a492kh1.png?width=1805&format=png&auto=webp&s=9348edf73629548e71c24c2aba94644b109680ed

https://preview.redd.it/s76gl3a492kh1.png?width=1835&format=png&auto=webp&s=67e4270c08aad82892040016e4a83e81d2d7d62a

so I have been building this thing called Layla

The original idea was pretty simple:

even dry cleaning/cafeteria businesses in UAE operate on WhatsApp

And then someone on the payroll sits there all day wasting his own time on:

“Price?”

“Are you open?”

“Do you have this?”

“Can I book tomorrow?”

“Do you accept insurance?”

“Send location”

“Hello???”

Then the lead get lost because nobody replied in that 2 min usual bracket

So I thought:

let me try to build this basic chatbot .... 6 months later

Layla.

Its NOT one of those ""hello 👋 I am🤖 your 🤖 AI 🤖 assistant 🤖"" bots the kind that gives you a cookie recipe when you ask if they're open after Friday prayer

i know you think it is but genuinely Layla can actually hold a conversation, understand what the person wants and his intentions from the chat pattern, pull information from the business knowledge base, handle voice notes, collect customer details, send short/long term reminders, follow up with people who ghosted or stopped replying and flag hot leads for the owner so he can contact them later by phone or give them a nudge to take action and it also quietly ranks who's worth calling back so he is not just spamming calls or guessing

NOTE: (BTW IT WORKS IN 5 LANGUAGES AS WELL, Arabic, English, Russian, Hindi, Urdu)

I originally built it for a dental clinic in jumeirah my friend knew a dude who worked there, where it can handle stuff like treatment questions, prices, insurance, appointment requests, reminders, and lead recovery

But I Knew the same concept works for basically any UAE business that makes its money on WhatsApp

Clinics, salons, real estate(i have HOT systems for this if anyone is interested), car dealerships, gyms, agencies, home services, whatever

The idea is basically:

A WhatsApp stops being an inbox and starts being a 24/7 5-lingual employee

And YES, I am currently in the slightly unhinged phase where I am trying to get actual businesses to let me try around with this in production without them paying for the service anything during the 1st week

So I am posting this here instead of doing the usual LinkedIn corporate NPC BS

If you run a business in the UAE where WhatsApp is a major part of sales/customer service, I’m genuinely interested in seeing whether Layla can handle your use case

Worst case: it breaks and I fix it instantly with nothing for you to lose

Best case: we accidentally replace half your front desk repetitive work and capture/score any lead in matter of seconds

thanks for reading and i am looking out for your thoughts here, anything can help 🙏

https://preview.redd.it/ulm98cga82kh1.png?width=1805&format=png&auto=webp&s=82952edb866a1704e95bbd05ab2240b7ad70d8e5

https://preview.redd.it/4zk4pcga82kh1.png?width=1835&format=png&auto=webp&s=9053f556b2a4472f08eaa8857202904935a1ae00

so I have been building this thing called Layla

The original idea was pretty simple:

even dry cleaning/cafeteria businesses in UAE operate on WhatsApp

And then someone on the payroll sits there all day wasting his own time on:

“Price?”

“Are you open?”

“Do you have this?”

“Can I book tomorrow?”

“Do you accept insurance?”

“Send location”

“Hello???”

Then the lead get lost because nobody replied in that 2 min usual bracket

So I thought:

let me try to build this basic chatbot .... 6 months later

Layla.

Its NOT one of those ""hello 👋 I am🤖 your 🤖 AI 🤖 assistant 🤖"" bots the kind that gives you a cookie recipe when you ask if they're open after Friday prayer

i know you think it is but genuinely Layla can actually hold a conversation, understand what the person wants and his intentions from the chat pattern, pull information from the business knowledge base, handle voice notes, collect customer details, send short/long term reminders, follow up with people who ghosted or stopped replying and flag hot leads for the owner so he can contact them later by phone or give them a nudge to take action and it also quietly ranks who's worth calling back so he is not just spamming calls or guessing

NOTE: (BTW IT WORKS IN 5 LANGUAGES AS WELL, Arabic, English, Russian, Hindi, Urdu)

I originally built it for a dental clinic in jumeirah my friend knew a dude who worked there, where it can handle stuff like treatment questions, prices, insurance, appointment requests, reminders, and lead recovery

But I Knew the same concept works for basically any UAE business that makes its money on WhatsApp

Clinics, salons, real estate(i have HOT systems for this if anyone is interested), car dealerships, gyms, agencies, home services, whatever

The idea is basically:

A WhatsApp stops being an inbox and starts being a 24/7 5-lingual employee

And YES, I am currently in the slightly unhinged phase where I am trying to get actual businesses to let me try around with this in production without them paying for the service anything during the 1st week

So I am posting this here instead of doing the usual LinkedIn corporate NPC BS

If you run a business in the UAE where WhatsApp is a major part of sales/customer service, I’m genuinely interested in seeing whether Layla can handle your use case

Worst case: it breaks and I fix it instantly with nothing for you to lose

Best case: we accidentally replace half your front desk repetitive work and capture/score any lead in matter of seconds

thanks for reading and i am looking out for your thoughts here, anything can help 🙏

https://preview.redd.it/i0acyw4x72kh1.png?width=1805&format=png&auto=webp&s=013c73cf5670dc989c2c5bff3b514c110a6d03bd

https://preview.redd.it/qtyqmw4x72kh1.png?width=1835&format=png&auto=webp&s=5d6fd38b887ceb7edff662b7841d6796a73a8b06

so I have been building this thing called Layla

The original idea was pretty simple:

even dry cleaning/cafeteria businesses in UAE operate on WhatsApp

And then someone on the payroll sits there all day wasting his own time on:

“Price?”

“Are you open?”

“Do you have this?”

“Can I book tomorrow?”

“Do you accept insurance?”

“Send location”

“Hello???”

Then the lead get lost because nobody replied in that 2 min usual bracket

So I thought:

let me try to build this basic chatbot .... 6 months later

Layla.

Its NOT one of those ""hello 👋 I am🤖 your 🤖 AI 🤖 assistant 🤖"" bots the kind that gives you a cookie recipe when you ask if they're open after Friday prayer

i know you think it is but genuinely Layla can actually hold a conversation, understand what the person wants and his intentions from the chat pattern, pull information from the business knowledge base, handle voice notes, collect customer details, send short/long term reminders, follow up with people who ghosted or stopped replying and flag hot leads for the owner so he can contact them later by phone or give them a nudge to take action and it also quietly ranks who's worth calling back so he is not just spamming calls or guessing

NOTE: (BTW IT WORKS IN 5 LANGUAGES AS WELL, Arabic, English, Russian, Hindi, Urdu)

I originally built it for a dental clinic in jumeirah my friend knew a dude who worked there, where it can handle stuff like treatment questions, prices, insurance, appointment requests, reminders, and lead recovery

But I Knew the same concept works for basically any UAE business that makes its money on WhatsApp

Clinics, salons, real estate(i have HOT systems for this if anyone is interested), car dealerships, gyms, agencies, home services, whatever

The idea is basically:

A WhatsApp stops being an inbox and starts being a 24/7 5-lingual employee

And YES, I am currently in the slightly unhinged phase where I am trying to get actual businesses to let me try around with this in production without them paying for the service anything during the 1st week

So I am posting this here instead of doing the usual LinkedIn corporate NPC BS

If you run a business in the UAE where WhatsApp is a major part of sales/customer service, I’m genuinely interested in seeing whether Layla can handle your use case

Worst case: it breaks and I fix it instantly with nothing for you to lose

Best case: we accidentally replace half your front desk repetitive work and capture/score any lead in matter of seconds

thanks for reading and i am looking out for your thoughts here, anything can help 🙏

https://preview.redd.it/jljje6kk72kh1.png?width=1805&format=png&auto=webp&s=c874be771ec55865a4e26f1a01d4644019c78091

https://preview.redd.it/gbbnmskk72kh1.png?width=1835&format=png&auto=webp&s=57bee8acc87f16234f70a314314b185fdc03a1fc

so I have been building this thing called Layla

The original idea was pretty simple:

even dry cleaning/cafeteria businesses in UAE operate on WhatsApp

And then someone on the payroll sits there all day wasting his own time on:

“Price?”

“Are you open?”

“Do you have this?”

“Can I book tomorrow?”

“Do you accept insurance?”

“Send location”

“Hello???”

Then the lead get lost because nobody replied in that 2 min usual bracket

So I thought:

let me try to build this basic chatbot .... 6 months later

Layla.

Its NOT one of those ""hello 👋 I am🤖 your 🤖 AI 🤖 assistant 🤖"" bots the kind that gives you a cookie recipe when you ask if they're open after Friday prayer

i know you think it is but genuinely Layla can actually hold a conversation, understand what the person wants and his intentions from the chat pattern, pull information from the business knowledge base, handle voice notes, collect customer details, send short/long term reminders, follow up with people who ghosted or stopped replying and flag hot leads for the owner so he can contact them later by phone or give them a nudge to take action and it also quietly ranks who's worth calling back so he is not just spamming calls or guessing

NOTE: (BTW IT WORKS IN 5 LANGUAGES AS WELL, Arabic, English, Russian, Hindi, Urdu)

I originally built it for a dental clinic in jumeirah my friend knew a dude who worked there, where it can handle stuff like treatment questions, prices, insurance, appointment requests, reminders, and lead recovery

But I Knew the same concept works for basically any UAE business that makes its money on WhatsApp

Clinics, salons, real estate(i have HOT systems for this if anyone is interested), car dealerships, gyms, agencies, home services, whatever

The idea is basically:

A WhatsApp stops being an inbox and starts being a 24/7 5-lingual employee

And YES, I am currently in the slightly unhinged phase where I am trying to get actual businesses to let me try around with this in production without them paying for the service anything during the 1st week

So I am posting this here instead of doing the usual LinkedIn corporate NPC BS

If you run a business in the UAE where WhatsApp is a major part of sales/customer service, I’m genuinely interested in seeing whether Layla can handle your use case

Worst case: it breaks and I fix it instantly with nothing for you to lose

Best case: we accidentally replace half your front desk repetitive work and capture/score any lead in matter of seconds

thanks for reading and i am looking out for your thoughts here, anything can help 🙏

https://preview.redd.it/uhec9du972kh1.png?width=1805&format=png&auto=webp&s=46b054bd6382c672b5da52dda08ca6f2acce6a12

https://preview.redd.it/n5ri3cu972kh1.png?width=1835&format=png&auto=webp&s=c15cb4e1c0ecf53e19fcc03c89b34227ee1c3b0f

Hey everyone,

I don't usually make posts on Reddit, but honestly, I'm at a point where I don't really know what else to do.

I'm 22, Arab, raised in the UAE, and I've been looking for work for the past few months. I've applied to more jobs than I can count. Most of them never reply, and the few interviews I got either went nowhere or turned out to be scams.

I dropped out of Computer Engineering a couple of years ago. After that, I decided to focus on teaching myself AI and workflow automation because I genuinely enjoy building things and solving problems.

Over the last year, I've spent most of my time learning how businesses work and how AI can actually help them save time and improve their operations.

The easiest way to explain what I do:

I help businesses automate repetitive work.

If a company has employees spending hours every day answering the same customer questions, following up with leads, booking appointments, moving information between different systems, creating reports, or doing repetitive admin work, I build systems that handle those tasks automatically.

For example:

• An AI assistant that can reply to customers 24/7, answer questions using the company's own information, qualify leads, and book appointments.
• Automated workflows that connect different apps together so employees don't have to manually copy and paste information.
• Reporting systems that collect business data and send useful summaries to managers automatically.

One of the projects I'm most proud of was building an AI receptionist for dental clinics. It could answer patient questions, book and reschedule appointments, search the clinic's knowledge base, send reminders, organize conversations, and generate daily reports for the clinic owner.

I built the whole system myself, from the workflow design to the AI logic and integrations.

The main tools I've worked with are n8n, AI agents, RAG systems, APIs, WhatsApp automation, Google Workspace, and vector databases.

I'm not going to pretend I'm an expert or that I know everything. I still have a lot to learn. But whenever I don't know something, I spend the time figuring it out. That's how I've learned everything so far.

The hardest part right now is that every job wants experience, but it's difficult to get experience when nobody gives you the first opportunity.

I'm not looking for a senior position or a crazy salary. I'm looking for somewhere I can contribute, learn, and prove myself.

I'm interested in opportunities related to:

• AI Automation
• AI Implementation
• Workflow Automation
• Operations
• Internal Tools
• Process Improvement
• Junior Solutions / Technical roles

If you work at a startup, own a business, or know someone who could use these skills, I would genuinely appreciate any advice, referral, or introduction.

Even if you don't have an opportunity, any advice on where I should be looking would mean a lot.

I'm happy to share my CV, portfolio, or show the projects I've built.

Thanks for taking the time to read this. I really appreciate it.

(And if you think someone might benefit from seeing this post, even an upvote would help it reach the right person.)

Hey everyone,

I don't usually make posts on Reddit, but honestly, I'm at a point where I don't really know what else to do.

I'm 22, Arab, born and raised in the UAE, and I've been looking for work for the past few months. I've applied to more jobs than I can count. Most of them never reply, and the few interviews I got either went nowhere or turned out to be scams.

I dropped out of Computer Engineering a couple of years ago. After that, I decided to focus on teaching myself AI and workflow automation because I genuinely enjoy building things and solving problems.

Over the last year, I've spent most of my time learning how businesses work and how AI can actually help them save time and improve their operations.

The easiest way to explain what I do:

I help businesses automate repetitive work.

If a company has employees spending hours every day answering the same customer questions, following up with leads, booking appointments, moving information between different systems, creating reports, or doing repetitive admin work, I build systems that handle those tasks automatically.

For example:

• An AI assistant that can reply to customers 24/7, answer questions using the company's own information, qualify leads, and book appointments.
• Automated workflows that connect different apps together so employees don't have to manually copy and paste information.
• Reporting systems that collect business data and send useful summaries to managers automatically.

One of the projects I'm most proud of was building an AI receptionist for dental clinics. It could answer patient questions, book and reschedule appointments, search the clinic's knowledge base, send reminders, organize conversations, and generate daily reports for the clinic owner.

I built the whole system myself, from the workflow design to the AI logic and integrations.

The main tools I've worked with are n8n, AI agents, RAG systems, APIs, WhatsApp automation, Google Workspace, and vector databases.

I'm not going to pretend I'm an expert or that I know everything. I still have a lot to learn. But whenever I don't know something, I spend the time figuring it out. That's how I've learned everything so far.

The hardest part right now is that every job wants experience, but it's difficult to get experience when nobody gives you the first opportunity.

I'm not looking for a senior position or a crazy salary. I'm looking for somewhere I can contribute, learn, and prove myself.

I'm interested in opportunities related to:

• AI Automation
• AI Implementation
• Workflow Automation
• Operations
• Internal Tools
• Process Improvement
• Junior Solutions / Technical roles

If you work at a startup, own a business, or know someone who could use these skills, I would genuinely appreciate any advice, referral, or introduction.

Even if you don't have an opportunity, any advice on where I should be looking would mean a lot.

I'm happy to share my CV, portfolio, or show the projects I've built.

Thanks for taking the time to read this. I really appreciate it.

(And if you think someone might benefit from seeing this post, even an upvote would help it reach the right person.)

Hey everyone,

I don't usually make posts on Reddit, but honestly, I'm at a point where I don't really know what else to do.

I'm 22, Arab, born and raised in the UAE, and I've been looking for work for the past few months. I've applied to more jobs than I can count. Most of them never reply, and the few interviews I got either went nowhere or turned out to be scams.

I dropped out of Computer Engineering a couple of years ago. After that, I decided to focus on teaching myself AI and workflow automation because I genuinely enjoy building things and solving problems.

Over the last year, I've spent most of my time learning how businesses work and how AI can actually help them save time and improve their operations.

The easiest way to explain what I do:

I help businesses automate repetitive work.

If a company has employees spending hours every day answering the same customer questions, following up with leads, booking appointments, moving information between different systems, creating reports, or doing repetitive admin work, I build systems that handle those tasks automatically.

For example:

• An AI assistant that can reply to customers 24/7, answer questions using the company's own information, qualify leads, and book appointments.
• Automated workflows that connect different apps together so employees don't have to manually copy and paste information.
• Reporting systems that collect business data and send useful summaries to managers automatically.

One of the projects I'm most proud of was building an end to end high quality AI receptionist for dental clinics. It could answer patient questions, book and reschedule appointments, search the clinic's knowledge base, send reminders, organize conversations, and generate daily reports for the clinic owner.

I built the whole system myself, from the workflow design to the AI logic and integrations.

The tools I've worked with are n8n, LangChain, agents, RAG systems, APIs, WhatsApp/Instagram automation, Google Workspace, vector databases and more...

I'm not going to pretend I'm an expert or that I know everything. I still have a lot to learn. But whenever I don't know something, I spend the time figuring it out. That's how I've learned everything so far.

The hardest part right now is that every job wants experience, but it's difficult to get experience when nobody gives you the first opportunity.

I'm not looking for a senior position or something fancy, I'm looking for somewhere I can contribute, learn, and prove myself.

I'm interested in opportunities related to:

• AI Automation
• AI Implementation
• Workflow Automation
• Operations
• Internal Tools
• Process Improvement
• Junior Solutions / Technical roles

If you work at a startup, own a business, or know someone who could use these skills, I would genuinely appreciate any advice, referral, or introduction.

Even if you don't have an opportunity, any advice on where I should be looking would mean a lot.

I'm happy to share my CV, portfolio, or show the projects I've built.

Thanks for taking the time to read this. I really appreciate it.

(And if you think someone might benefit from seeing this post, even an upvote would help it reach the right person.)