ML/AI/LLM
120363422602038858@g.us
group
7 members
1,215 messages stored
🔎 Ask about ML/AI/LLM
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7/18/2026, 2:58:15 PMEmonKarungi
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7/18/2026, 2:58:09 PMEmonMereko dukh hua Aapko Aisa laga, aap dm Kare mein waha aapki madad Karuna
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7/18/2026, 2:57:44 PMEmonNo not sorry like we were giving an encouragement like
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7/18/2026, 2:56:59 PMSiddhant Jainno need to say sorry. Just tell the person to dm
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7/18/2026, 2:55:49 PMEmonKi I am sorry to hear this xyz aap and then tell them to dm
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7/18/2026, 2:55:00 PMEmonJisme person needed help or was complaining
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7/18/2026, 2:54:49 PMEmonHar comment mein we were doing that
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7/18/2026, 2:54:40 PMEmonOriginally toh
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7/18/2026, 2:54:28 PMSiddhant Jainin these cases we can ask the person to dm us with their concern or share more in dm etc.
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7/18/2026, 2:54:20 PMSiddhant Jainand share how the new bot will respond
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7/18/2026, 2:54:19 PMEmonOkay
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7/18/2026, 2:54:10 PMSiddhant Jainplease share what behavior ull change before making it live
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7/18/2026, 2:53:45 PMEmonWorking on this
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7/18/2026, 2:53:40 PMEmonBut we do need to reply to negatives hence it was not a fix
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7/18/2026, 2:53:25 PMEmonI was originally not replying to all negative because of this, llm was giving bad results
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7/18/2026, 2:52:19 PMSiddhant Jainbot seems to not be handling any complaints/negative statements
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7/18/2026, 2:50:16 PMEmonFixing
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7/18/2026, 2:49:54 PMEmonYe llm Kaise answer kar Raha hai
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7/18/2026, 2:49:41 PMSiddhant Jainhttps://beyond-chats.netlify.app/drpriyankamaurya.com/instagram?reply=replied
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7/18/2026, 2:49:13 PMSiddhant Jain🖼<media>
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7/18/2026, 2:49:12 PMSiddhant Jain🖼@54125194641609
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7/16/2026, 10:31:48 PMEmonthis was probably the fastest i have shipped a feature, and i liked working on this thank you
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7/16/2026, 10:31:18 PMEmonhttps://gitlab.com/Pankaj-Baranwal/chatgpt3_backend/-/merge_requests/1480 MR for staging
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7/16/2026, 10:28:12 PMEmonthis is the link to docs for how to set this up on prod
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7/16/2026, 10:27:51 PMEmonhttps://docs.google.com/document/d/13rtdNDT0FNnmnBFgLezbd6B12Rg0C1dd71KTnN5Bsws/edit?usp=sharing
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7/16/2026, 10:24:51 PMEmoni have shown how adding data to support tickets add data to the bug sheet too in the video
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7/16/2026, 10:23:53 PMEmon📎the bug sheet syncing with support tickets
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7/16/2026, 12:45:29 PMEmonAlright
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7/16/2026, 12:15:49 PMSiddhant Jain🖼<media>
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7/16/2026, 12:12:43 PMSiddhant Jainthese numbers are too high
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7/16/2026, 12:12:37 PMSiddhant Jain🖼<media>
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7/16/2026, 12:12:37 PMSiddhant Jain🖼<media>
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7/16/2026, 12:12:25 PMSiddhant Jain@54125194641609 lets only have 2 main goals for this sprint. To reduce vector search latency by half in the first few days and to reduce answer generation latencies by half in the next.
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7/15/2026, 9:05:46 PMEmonill do it
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7/15/2026, 9:05:43 PMEmonthere were no details i thought might be a glitch
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7/15/2026, 9:04:50 PMEmoni thought this was a glitch
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7/15/2026, 9:04:24 PMSiddhant Jainright?
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7/15/2026, 9:04:22 PMSiddhant Jain🖼@54125194641609 this task is still remaining
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7/15/2026, 8:36:12 PMEmonoutput on elefant is smaller than ivf india
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7/15/2026, 8:35:49 PMEmonbut the llm replies faster as they are simple answers
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7/15/2026, 8:35:24 PMEmondue to added instructions
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7/15/2026, 8:35:18 PMEmonelefant has larger prompts
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7/15/2026, 8:34:54 PMSiddhant Jaini mean on average length of final prompt of elefant vs other orgs
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7/15/2026, 8:30:16 PMEmonfor uncertain
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7/15/2026, 8:30:09 PMEmonbut rest are at 80k and the largest is 109k
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7/15/2026, 8:29:49 PMEmongeneral and pre sale are smaller about 50k chars
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7/15/2026, 8:27:12 PMEmongive me a minute
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7/15/2026, 8:26:26 PMEmoncould not effectively measure this, prompt comes from the db
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7/15/2026, 8:25:58 PMSiddhant Jainhow much does the prompt length reduce?
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7/15/2026, 8:25:35 PMEmon14% faster about 2000 ms faster on average on the new flow without retrieval setup than ivf
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7/15/2026, 8:24:49 PMSiddhant Jainhow much faster?
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7/15/2026, 8:22:20 PMEmonyes elefant's prompt classification speeds up the process even more
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7/15/2026, 8:22:00 PMEmonhttps://app.notion.com/p/Elefant-Classifier-39ea4e78beb980b7b9ecfaec66e9d508?source=copy_link
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7/15/2026, 5:27:23 PMEmonelefant test for chats if elefant's prompt is faster than other org move towards elefant's prompt architecture agreed upon optimization: Language detection create the link between support tickets and the bug sheet
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7/15/2026, 5:26:53 PMSiddhant Jain- UI issue when adding a support ticket as regression case: critical bug vs realtime check yes/no; 500 error in /draft - dev/staging -> if new chat is clicked on embed then it really should create a new chat - analyze trace of elefant vs other orgs. If elefant's send_message is faster than other orgs then we move other orgs to its architecture
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7/15/2026, 4:38:15 PMSiddhant Jainin waiting room
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7/15/2026, 4:37:38 PMEmonhttp://meet.google.com/cec-nozs-dew
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7/15/2026, 4:33:21 PMEmonOkay
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7/15/2026, 4:33:14 PMSiddhant Jainmake one
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7/15/2026, 4:32:23 PMEmonOne
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7/15/2026, 4:32:22 PMEmonMeet link? Or should I make on
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7/15/2026, 4:32:12 PMEmon@111561876209776
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7/15/2026, 2:21:15 PMEmonLet’s connect 4:30, I just woke up
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7/15/2026, 2:19:30 PMSiddhant Jainor 4:30
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7/15/2026, 2:18:36 PMSiddhant Jaincan we connect at 3?
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7/15/2026, 2:18:02 PMEmon@111561876209776
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7/15/2026, 2:16:32 PMEmonOn dr Priyanka regex rules are setup to not reply if the user’s latest message is an Instagram reel, but that is only for Instagram DMs
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7/15/2026, 12:11:19 PMPankaj BaranwalAnd not use any AI tokens
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7/15/2026, 12:11:14 PMPankaj BaranwalIdeally, it should not respond at all
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7/15/2026, 12:11:10 PMPankaj Baranwal🖼@54125194641609 / @111561876209776 How will our chatbot respond to these msgs?
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7/14/2026, 9:00:17 PMEmoncan we connect either today or tomorrow to discuss these results? @111561876209776
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7/14/2026, 8:59:50 PMEmontest flow result
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7/14/2026, 8:59:44 PMEmonhttps://docs.google.com/spreadsheets/d/1drnTrCfGj_7ME1oyi_NFSBSADnB3hWfui5Evcxbic_E/edit?usp=sharing
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7/14/2026, 8:59:31 PMEmonoriginal flow results
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7/14/2026, 8:59:20 PMEmonhttps://docs.google.com/spreadsheets/d/1ZWdt60cgBljB5tynAfatdaiZnKe2GRqMNJJgTKRYDHQ/edit?usp=sharing
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7/14/2026, 8:59:07 PMEmonthis has my research report for the video bot and beyond chats node comparison
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7/14/2026, 8:58:34 PMEmonhttps://app.notion.com/p/Research-Results-39da4e78beb980608b42dc2fbf40942d?source=copy_link
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7/14/2026, 6:49:55 PMEmonwe should only keep the user's info such as name and email etc, rest should be a blank slate
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7/14/2026, 6:18:27 PMEmonfixed
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7/14/2026, 6:18:08 PMEmonwe should not send chat history from previous chat if user is starting a new chat
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7/14/2026, 6:17:30 PMEmon🖼this is a new chat
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7/14/2026, 6:17:16 PMEmonafter conversation is restarted bot is still fed the data from the previous conversation as conversation history
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7/14/2026, 6:16:50 PMEmon🖼<media>
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7/14/2026, 6:16:46 PMEmon@111561876209776
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7/14/2026, 4:51:52 PMSiddhant Jainone conversation is not enough for testing. I need you to gather questions/conversations of startup founders from reddit AMAs/other forums and then test the bot on it
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7/14/2026, 4:31:47 PMEmonChecking
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7/14/2026, 4:31:02 PMEmonI was doing it from a tier 2/3 city founder pov
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7/14/2026, 3:42:37 PMSiddhant Jain@54125194641609 what was the user persona that you used for testing?
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7/14/2026, 3:40:21 PMSiddhant Jain🖼should have been hyperlinked
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7/14/2026, 3:32:12 PMSiddhant Jain🖼<media>
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7/14/2026, 3:26:38 PMSiddhant Jainyou can build a shareable link to the chatbot this way: https://integration.beyondchats.com/demo/start-up-mentors-6a54dd503602d/startupmentors.in
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7/14/2026, 3:20:32 PMEmonOkay
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7/14/2026, 3:19:58 PMSiddhant Jainthat is not needed for god users
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7/14/2026, 2:00:58 PMEmoni have added task details
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7/14/2026, 1:01:41 PMEmonLemme check if they are even visible on my product view or not
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7/14/2026, 12:58:03 PMSiddhant Jain@54125194641609 fill task updates column: - The best medical care chatbot should be able to respond any medical question. Dont keep it restricted to RAG. - We need a chatbot for startupmentors.in Trained on their website data.
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7/14/2026, 12:05:43 PMEmon“node_prompt” org prompt are very vague
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7/14/2026, 12:05:06 PMEmon+ a small tooltip to tell what this section of the prompt is supposed to do and how it will affect the overall prompt
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7/14/2026, 12:04:10 PMEmonSpent a lot of time on this for medical appraisals, best medical care and SUM
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7/14/2026, 12:03:24 PMEmonMacros such as {{sales intent}} we should be able to edit them too per org, or atleast rather than just showing macro in the editor we should show what that macro would be adding to that section
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7/14/2026, 12:02:08 PMEmonOn the same container I feel color coded sections would be much easier to distinguish between from
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7/14/2026, 12:01:39 PMEmonOn the right side container where the entire prompt is visible, clicking on a section should either directly open that section’s editor or let me edit there only
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7/14/2026, 12:00:21 PMEmonMe too
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7/14/2026, 12:00:17 PMSiddhant Jaini find it very overwhelming
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7/14/2026, 12:00:02 PMSiddhant Jain@54125194641609 any suggestions for UI/UX of prompt engineering page? since you have used it alot now
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7/14/2026, 11:59:25 AMEmonYes this would be very helpful
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7/14/2026, 11:59:10 AMSiddhant Jainokay. will be adding lead scoring prompt to the dashboard as well in the next sprint
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7/14/2026, 11:59:05 AMEmonAnd is that the repo where we directly talk to the database without any pre or post processing?
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7/14/2026, 11:58:36 AMEmon@102095734710467 can you add me as a collaborator on beyondchats-answer-engine ?
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7/14/2026, 11:48:50 AMEmonBut classifying that this behaviour should be high/low/medium gives better results than a prompt like if user is asking about price but not contact or if user is only asking about contact
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7/14/2026, 11:47:30 AMEmonDepends org to org
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7/14/2026, 11:47:14 AMSiddhant Jainis there a fixed structure of the rubric?
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7/14/2026, 11:38:55 AMEmonI did this during dr Priyanka and here
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7/14/2026, 11:38:45 AMEmonI feel like making a clear rubric (non contradictory) improves the lead scoring much more than it is
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7/14/2026, 11:38:04 AMEmonOh
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7/14/2026, 11:37:41 AMSiddhant Jainno just showing the input. Not your task, am just sharing my thoughts
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7/14/2026, 11:37:23 AMEmon??
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7/14/2026, 11:37:20 AMEmonLike reasoning for low high or medium
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7/14/2026, 11:35:53 AMSiddhant Jainoh okay. we need better visibility on dashboard for what exactly was used to generate the LLM outcomes
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7/14/2026, 11:33:27 AMEmon@111561876209776
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7/14/2026, 11:33:21 AMEmon.
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7/14/2026, 1:08:10 AMEmonhigh
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7/14/2026, 1:08:07 AMEmonthis specific chat gave higg
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7/14/2026, 1:07:58 AMEmon{ "personal_info": { "phone": null, "email": "Khejihad@yahoo.com", "name": "Kheedeer Jiihaad", "location": "Mauritius", "age": null }, "main_topics": [ "IVF Treatment" ], "pain_points": "Payment for the consultation failed initially. The user is not receiving email updates regarding the treatment progress. User's wife is experiencing gas and bloating post-procedure.", "lead_score": "HIGH", "service_interested_in": [ "IVF", "Consultations", "Egg/Embryo Freezing" ] }
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7/13/2026, 9:49:16 PMEmonHIGH — at, or clearly committed to, the consultation end state: - A consultation / Zoom / video call or appointment is booked, scheduled, or already attended. - Consultation fee paid, OR explicit commitment to book one ("want to consult with Dr Malpani", "schedule my consultation", "I want to proceed/book"). - Concrete consultation-readiness: a named treatment (IVF/ICSI/egg or embryo freezing/PGD) PLUS a clear next step toward consulting (timeline, travel-to-clinic plan, or explicit request to be contacted to set it up). MEDIUM — a genuine new prospect, not yet committed to a cons…
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7/13/2026, 9:49:14 PMEmonscoring rubric:
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7/13/2026, 9:48:51 PMEmonthese are of the recent 50 chats i extracted from using our god dev tools
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7/13/2026, 9:48:26 PMEmonivf india lead scoring on the dynamic lead scoring prompt
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7/13/2026, 9:48:11 PMEmonhttps://docs.google.com/spreadsheets/d/1dRPaa_rznt_hq7vUkwwCgGHfLnacV5v99mMQdA5aZUo/edit?usp=sharing
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7/13/2026, 7:12:38 PMEmonwhat is your email? i will add you to org team
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7/13/2026, 7:12:04 PMEmon@111561876209776
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7/13/2026, 7:10:50 PMEmoncan you test i have setup the org
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7/13/2026, 6:10:18 PMEmonI’ll set it up through the dashboard then
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7/13/2026, 6:10:06 PMEmonDid it last time through merge I forgot I had god options
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7/13/2026, 6:09:34 PMSiddhant Jainu could have setup the org via dashboard itself
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7/13/2026, 6:08:39 PMEmonforgot to add my email 🥲
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7/13/2026, 6:08:22 PMEmonmerge it there and send the link to access that
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7/13/2026, 6:07:51 PMEmonphp artisan org:provision-startupmentors --dry-run # preview first php artisan org:provision-startupmentors
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7/13/2026, 6:07:49 PMEmoncreated a merge on the prod
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7/13/2026, 5:25:54 PMEmonCreating the prompts
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7/13/2026, 5:25:40 PMSiddhant Jain@54125194641609 hows the progress?
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7/13/2026, 4:05:32 PMEmonmoving over to setting up the org
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7/13/2026, 4:05:19 PMEmoni went through the content myself too and fixed some wrong transcriptions
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7/13/2026, 4:05:01 PMEmonthis is the csv data with the transripted content
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7/13/2026, 4:04:41 PMEmonhttps://docs.google.com/spreadsheets/d/1sGRKUIGPm1WWhm2p1BD_E8M2avpU_E7Degz6R5hpeDc/edit?usp=sharing
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7/13/2026, 2:15:56 PMEmonalright
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7/13/2026, 2:15:53 PMEmonyes i saw
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7/13/2026, 2:14:56 PMSiddhant Jainonly the resources ones, they are under 2 mins
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7/13/2026, 2:14:35 PMEmonalright
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7/13/2026, 2:14:30 PMSiddhant Jaincorrected this in task details
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7/13/2026, 2:14:24 PMSiddhant Jainwait, the resources page is https://startupmentors.in/resources/ and not https://startupmentors.in/podcasts
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7/13/2026, 2:13:43 PMSiddhant Jainemon ive added exact URLs to pages
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7/13/2026, 2:12:11 PMEmonit will have huge transcripts
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7/13/2026, 2:12:03 PMEmonthese yt videos are like 1 hr long each
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7/13/2026, 2:11:49 PMEmontranscripts on videos?
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7/13/2026, 2:11:23 PMSiddhant Jainhave this setup on prod directly
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7/13/2026, 2:09:17 PMEmonokay
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7/13/2026, 2:08:45 PMSiddhant Jain@54125194641609
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7/13/2026, 2:08:38 PMSiddhant Jain🖼please see to this task on priority:
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7/13/2026, 2:07:37 PMSiddhant Jainyes its yours only. Its in the task updates
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7/13/2026, 1:50:43 PMEmoni do not have access to this
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7/13/2026, 1:50:24 PMEmonthis is my my csv?
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7/13/2026, 12:25:22 PMEmonAlright
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7/13/2026, 12:24:55 PMSiddhant Jainexpecting the sheet to answer how the new prompt is fixing all lead scoring related bugs for ivfindia
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7/13/2026, 12:24:54 PMEmonFor Della and elefant on priority
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7/13/2026, 12:24:46 PMEmonYes we wanted custom scoring form
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7/13/2026, 12:24:02 PMSiddhant Jainalso, i dont have enough confidence in making custom lead scoring for ivfindia live. Can you please share the analysis sheet? https://docs.google.com/spreadsheets/d/1qrlpr4DsB6H4xSH0Qji0W0NEHJnTTubQ21PCLIw-a38/edit?gid=967869485#gid=967869485 this one only has runs for della resorts and elefant
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7/13/2026, 12:20:42 PMEmonAlright
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7/13/2026, 11:58:52 AMSiddhant Jain@54125194641609 hey can you run this via the new lead scoring prompt u had developed for ivfindia and tell me the output
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7/13/2026, 11:58:33 AMSiddhant JainHow is this low intent?
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7/13/2026, 11:58:33 AMSiddhant Jain🖼https://beyond-chats.netlify.app/ivfindia.com/leads?page=1&show_ai_analysis=111395
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7/11/2026, 6:08:42 PMEmonupdated the bot's behaviour for this
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7/11/2026, 3:28:12 PMEmonalright
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7/11/2026, 3:18:00 PMPankaj BaranwalThe counter-question is not at all relevant. Will not help improve user engagement. Chatbot needs to ask better questions please - ex: try to understand user’s situation better / is user facing any issues that led them to come here, etc
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7/11/2026, 3:13:56 PMEmonupdated the guardrail
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7/11/2026, 2:18:10 PMEmonBut it used guardrail 2, interesting
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7/11/2026, 2:17:05 PMEmon🖼<media>
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7/11/2026, 2:16:49 PMEmonIt starts from however
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7/11/2026, 2:16:43 PMEmonI feel iss response mein bot ne aadha reply Diya hai
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7/11/2026, 2:14:01 PMEmonAagya
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7/11/2026, 2:11:29 PMSiddhant Jaincan you refresh
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7/11/2026, 1:43:28 PMEmonThis org disappeared from my dashboard
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7/11/2026, 11:48:00 AMSiddhant Jain🖼these guardrails still exist on prod
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7/11/2026, 11:47:33 AMSiddhant Jainare the changes not live on prod?
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7/11/2026, 11:45:40 AMSiddhant Jain🖼@54125194641609 the best medical care chatbot still cannot answer all medical questions:
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7/10/2026, 6:01:12 PMEmonAll fixed only flirt phased as praise slips
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7/10/2026, 6:00:42 PMEmon🖼<media>
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7/10/2026, 6:00:41 PMEmon🖼<media>
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7/10/2026, 5:41:45 PMEmonon it
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7/10/2026, 5:40:03 PMSiddhant Jain@54125194641609
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7/10/2026, 5:40:00 PMSiddhant Jain🖼@111561876209776 are these fixed for Dr. Priyanks?
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7/10/2026, 2:08:44 PMEmonSent inv on GitHub
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7/10/2026, 1:34:25 PMEmonOkay
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7/10/2026, 1:34:09 PMSiddhant Jainthis is medical appraisals
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7/10/2026, 1:30:07 PMEmonWhich org is this?
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7/10/2026, 1:28:07 PMSiddhant Jainupdated the link
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7/10/2026, 1:25:22 PMEmonDon’t have access to the file in task details
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7/10/2026, 1:25:11 PMEmon🖼<media>
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7/10/2026, 1:21:36 PMEmonOkay
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7/10/2026, 1:21:11 PMSiddhant Jain@54125194641609 I will delegated an urgent bug fix with ETA as today. please check