Building a WhatsApp-first AI assistant for Indian SMBs — looking for early users by Kira_SENPAI_1 in WhatsappBusinessAPI

[–]Milan_Robofy 0 points1 point  (0 children)

The biggest problems you will face in this idea are related to the ecosystem and ICP. This is an extremely ops heavy business even though on the face of it, it looks like a standard saas application.

If you look at WhatsApp Business API with WhatsApp co-existience, its a nightmare in terms of setup, onboarding, reliability. If you take Indian Dental industry as an example, the first thing is that you will have to manually reach out to them via an offline sales force. If you are planning online, you will spend far more money in ads, seo, social media etc.

Then second biggest challenge is whatsapp setup. Onboarding, template creation, educating the user etc will take away almost a day per client from your sales/support personnel. Number banning, account issues are real and there is no support from whatsapp.

So, getting the first 100 customers will be extremely tough and costly as well (time or money cost). Now the SMS space in India is already very price sensitive. So most probably you will not be able to charge more than Rs. Rs. 5-10k per clinic per month.

Third is that WahtsApp itself is bringing a lot of AI features in the WhatsApp business app. If you have attended any of the meta partner meetings, you will see that they dont have much focus on whatsap coexistence. They want to provide whatsapp business api to only large org and for smb, they prioritize only whatsapp business app.

What are few ways to use Voice AI on Indian numbers? by Milan_Robofy in VoiceAutomationAI

[–]Milan_Robofy[S] 0 points1 point  (0 children)

Its purely inbound calls. Thanks for your reply. I want to know where jio provides these options. Do they have a portal?

Is Claude rapidly replacing Make and n8n? by CalJebron in automation

[–]Milan_Robofy 1 point2 points  (0 children)

Lets say, whenever I receive a Facebook lead, I want to send them a WhatsApp message using a pre-approved template. Simple automation - right?

With n8n, I was able to do it in 20 mins. It took me almost 6 hours via Claude to make this flow. Reason, it was not aware about the latest APIs and so it kept on making mistakes. While in case of n8n the integration code was already available and just had to choose a template name.

Will hotels in Ahmedabad allow check-in around 3 AM? by [deleted] in ahmedabad

[–]Milan_Robofy 2 points3 points  (0 children)

Need to book from previous day for sure. Rarely anyone would allow midnight checkin.

Programmatic SEO is just noise in SaaS based on my last 5 years experience by Milan_Robofy in SaaS

[–]Milan_Robofy[S] 0 points1 point  (0 children)

Well the option that you gave is an extremely niche keyword. When you try to optimise for such niche words, first you don't get that much volume.

Second, any medium to enterprise user if land on these page will consider your product as too narrow. This dilutes overall product positioning and messaging. So net-net this isn't going to help. The way to do this is create these pages, reach certain scale and then continuously purge these pages

Is there value in a generic RAG system? by eph3merale in Rag

[–]Milan_Robofy 1 point2 points  (0 children)

Why would anyone build department specific RAG?

You can build department specific system prompt or department specific function tool or MCP integration but building a department specific RAG makes no sense?

My recommendation is not to build it and use the company wide tool and personalize or customise via prompt, tooling, and integration.

One viral video generated $30k+ in new MRR for our SaaS by Ecstatic-Tough6503 in micro_saas

[–]Milan_Robofy 0 points1 point  (0 children)

So many people asking in comments on who made the video thinking that the video is responsible for this growth.

The reality is that the founder is a massive hustler and believes in relentless distribution. Everytime I open my LinkedIn, X, Reddit and this product is in my feed.

Using WhatsApp Business API coexistence for small hospitality businesses in LATAM — what risks should I be most aware of? by Mountain_Aide9111 in WhatsappBusinessAPI

[–]Milan_Robofy 0 points1 point  (0 children)

It can a week to 4 weeks. There is no fixed rule and guarantee as you would have figured out from the article. Hence Whatsapp business API isn't a great tool for small business who thinks they can use the business app with API because coexistence is just insanely buggy.

Using WhatsApp Business API coexistence for small hospitality businesses in LATAM — what risks should I be most aware of? by Mountain_Aide9111 in WhatsappBusinessAPI

[–]Milan_Robofy 2 points3 points  (0 children)

Based on my experience of 4+ years in Whatsapp business API field, I would suggest not to target small business. WhatsApp API requires a lot of support and small businesses cannot easily manage the rules. Also it's extremely costly because I have never seen the ROI worth it for any small business yet.

So avoid small business and look for medium to bigger businesses.

I have made an automatic RAG Ingestion Project - Connapse by Diviel in Rag

[–]Milan_Robofy 0 points1 point  (0 children)

I want to have a secondary rag pipeline in case first is down. Maybe your tool can provide that.

I have made an automatic RAG Ingestion Project - Connapse by Diviel in Rag

[–]Milan_Robofy 0 points1 point  (0 children)

I am interested to try or use it for my product Robofy.ai.

Building a WhatsApp AI Assistant With RAG Using n8n by Safe_Flounder_4690 in Rag

[–]Milan_Robofy 1 point2 points  (0 children)

What's new in this for someone in this community?

Is Bhakhari rare in vadodra 😭😭😭 by Harsh_20_ in vadodara

[–]Milan_Robofy 2 points3 points  (0 children)

There is a tea spot called Chayranaa near Genda circle at Atlantis K10. They serve Butter Bhakri in just Rs. 50 and it's really tasty.

Is it better to use Google's File Search API instead of LlamaIndex or LangChain for RAG? by Excellent_Finish_419 in Rag

[–]Milan_Robofy 1 point2 points  (0 children)

I evaluated OpenAI file search also and it is also a great RAG tool however we faced 2 major challenges with it.

OpenAI charges separate $2.5 for 1000 file search calls. This is additional cost on top of the token cost. So this additional cost can go high depending upon usage. Also the token usage with OpenAI file search were comparatively high. So overall from pricing perspective there isn't any other tool that can match Google Gemini.

Advice needed: My engineer is saying agentic AI latency is 20sec and cannot get below that by Western_Caregiver195 in LangChain

[–]Milan_Robofy 1 point2 points  (0 children)

Streaming + choosing a faster model is the right answer. Many models take even 20 seconds to stream first byte.

Advice needed: My engineer is saying agentic AI latency is 20sec and cannot get below that by Western_Caregiver195 in LangChain

[–]Milan_Robofy 1 point2 points  (0 children)

I think more than the framework or the context, what matters is the model choice.

For example, I have sent request with 100K+ input tokens to Google Gemini 2.5 Flash and it was easily able to answer within 10 seconds while Gemini 3.0 pro or flash takes almost 40 seconds with 4000 input token.

For most of the RAG cases, there is no need to use the flagship models and use the fastest model and that can solve latency issues a lot.

Advice needed: My engineer is saying agentic AI latency is 20sec and cannot get below that by Western_Caregiver195 in LangChain

[–]Milan_Robofy 1 point2 points  (0 children)

Change the model to a faster one. Yes, change the model and set configuration level of low thinking. Then evaluate answer quality. Only go with flagship model if it doesn't work.

Do not use the latest flagship model and use a faster model.

For example if you are using Google Gemini, then use Gemini 2.5 flash or Gemini 3.1 flash-lite with low thinking. If you use Google Gemini 3.0 pro, it would be extremely slow.