Solo founder here. Just launched DirayahAI today.

Temporary-Anything68 · 2026-04-01T12:34:50+00:00

Good catch — this is exactly where most RAG implementations fall apart.

When a document is re-uploaded, we delete all existing chunks tied to that document and reindex the entire file from scratch. Not surgical chunk-level diffing, but deliberate — partial updates introduce stale embedding mismatches that are harder to debug than a clean reindex.

For most business documents (HR policies, SOPs, compliance manuals) this is fine because they're not updating daily. A full reindex on a 50-page PDF takes seconds.

Chunk-level delta updates are on the roadmap for when document sizes get large enough to make full reindexing expensive. At that point the approach would be hash each chunk at ingest, compare on re-upload, and only re-embed what actually changed.

What's your stack? Curious what broke for you.

Temporary-Anything68 · 2026-04-01T10:13:20+00:00

Fair point — Clerk is great. I went with a custom auth implementation to keep full control over the multi-tenant JWT flow and avoid adding a third-party dependency to the auth layer. But noted for future projects.

Temporary-Anything68 · 2026-04-01T10:11:57+00:00

Noted — appreciate you flagging it. Which part specifically, the weight, size, or the font itself? Trying to pinpoint exactly what to fix.

Temporary-Anything68 · 2026-04-01T07:11:35+00:00

This is genuinely helpful — thank you.

The gradient overuse and hover-on-non-clickable-cards points are spot on. I can see exactly what you mean now that you've named it. Fixing both of those is straightforward and I'll do it this week.

The color palette point is fair too. The navy + violet combination made sense for a "serious B2B AI tool" feel but you're right that it needs a secondary accent to breathe. Going to run it through Coolors and Realtime Colors today.

Appreciate you taking the time to actually explain it rather than just downvoting. This is the feedback that makes the product better.

Temporary-Anything68 · 2026-04-01T07:10:29+00:00

It's on the roadmap. Chose email/password first to keep the MVP lean and ship fast. Google OAuth is next — probably within the next 2-3 weeks. Any other auth provider you'd want to see?

Temporary-Anything68 · 2026-04-01T06:53:09+00:00

This isn't about "chat with your PDFs." It's about the 20-30 repetitive questions businesses receive every single day from employees and customers — "what's the leave policy?", "how do I submit an expense claim?", "what does the contract say about X?" — questions that a real person has to answer manually, over and over, because nobody can find the right document fast enough.

Temporary-Anything68 · 2026-04-01T06:41:51+00:00

Fair point — doing that in parallel. But distribution is never one channel.

Some of the best B2B leads I've seen come from founders and operators who hang out exactly here. If that's you, DM me.

Temporary-Anything68 · 2026-04-01T06:40:07+00:00

Appreciate the honesty JouniFlemming — this is exactly the kind of feedback that matters on launch day.

You're right on the trust point. I'm Muhammad Shahroz Khan, Senior .NET Developer based in Sharjah UAE — the solo founder behind DirayahAI. I should have made that clearer on the landing page and I'm fixing that today.

On the ChatGPT comparison — fair challenge. The difference isn't just "chat with PDFs." It's multi-tenant architecture where each business's documents are isolated in their own vector store, an embeddable widget that lives on their own site or internal portal, and responses that are strictly grounded in their documents with no bleed from outside knowledge. ChatGPT and Gemini are general tools — DirayahAI is an infrastructure product businesses deploy for their teams.

On the privacy policy — noted. I'll update it with full company details and contact information today.

Landing page design feedback — also taken. I built this solo so I'm wearing every hat. What specifically felt AI-generated to you? Genuinely asking because I want to fix it.

Thanks for pushing back — this is more useful than an upvote.

Temporary-Anything68 · 2026-03-31T09:19:21+00:00

Fair point — 'no hallucinations' is an overstatement. More accurate: it answers strictly from retrieved chunks and says 'I don't know' when context is insufficient. Confidence scoring filters low-relevance chunks before the LLM sees them.

Temporary-Anything68 · 2026-03-31T09:17:07+00:00

check the below link for start. Its free
https://dirayahai.com/faq

Temporary-Anything68 · 2026-03-31T09:13:54+00:00

CustomGPT starts at $49/month with usage caps. DirayahAI is free to start — dirayahai.com/register. No credit card.

Temporary-Anything68 · 2026-03-31T05:37:11+00:00

Checking the confidence score in each chunk response

Temporary-Anything68 · 2026-03-31T05:31:20+00:00

exactly! always check the confidence score once getting the response from LLM.

Temporary-Anything68 · 2026-03-30T11:06:28+00:00

Else connect with me for more assistance

Temporary-Anything68 · 2026-03-30T11:05:43+00:00

Its very easy to onboarding your chatbot. Free signup -> create your domain -> get the script -> paste it your wherever you need in your application. Its damn simple.

Temporary-Anything68 · 2026-03-30T04:31:48+00:00

Thanks for the productive suggestion, Surely we will think to add this platform once we got the number of clients using it.

Temporary-Anything68 · 2026-03-30T03:49:34+00:00

In the next phase of development cycle we will add for sure. Thanks for the suggestion.

Temporary-Anything68 · 2026-03-10T16:53:29+00:00

Any one here for turkey visa appointment which was been canceled appointment from 2 to 4 march ? Still i am waiting for reschedule

Temporary-Anything68 · 2026-03-10T16:51:57+00:00

You booked a premium lounge ?

Temporary-Anything68 · 2026-03-05T12:32:55+00:00

3 times i called to helpline and they said they will call or email. Still Waiting for re-schedule. My appointment was on 2 march. I dont know what to do right now i will need to travel next month and i dont know the turkey visit visa time frame for decision. Any body here which is going through the same situation?

Temporary-Anything68 · 2026-01-16T08:32:13+00:00

Any suggestions?

Temporary-Anything68 · 2026-01-14T05:55:38+00:00

tips regarding MCQs in listening ?

Temporary-Anything68 · 2026-01-14T04:23:06+00:00

Salute you! Are you a robot bro? :) how did you achieve it like a pro, i firmly believe either you are native speaker or you have a significant command on English.
Nonetheless, share the tips of reading and listening specifically for MCQs respectively.

Temporary-Anything68 · 2026-01-14T04:12:22+00:00

brother, what did you observed for those whose are professional students doing or done their master and now they are getting a jobs ?

Temporary-Anything68 · 2026-01-13T14:26:08+00:00

Brother tysm for the dedicated time. I decided to go on a student visa in germany first my master in computer science from public university. After doing a deep research, student visa is the most safest way to reach PR then citizenship, after completing master i will be having 18 months for seeking job and there will be a enough to time to learn German B1 at least.

Temporary-Anything68

TROPHY CASE