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How AI Search in Vyneron Actually Works

Vyneron Team·

Two weeks ago I needed the receipt for a deposit on a rented car. I knew I'd taken a photo of it when I picked the car up — but I had no idea whether I'd dropped that photo into a note, attached it to a task, or just sent it to the Telegram bot with no caption.

I opened Vyneron, typed find the rental car deposit receipt, and hit enter.

Three results came back. The first was a note from six weeks earlier — title "Hertz", a single photo attached, no description. The OCR text from the photo, which I never wrote and never tagged, was what matched the query. I needed the photo, not the words; I just needed something to remember it by.

The whole exchange took maybe four seconds.

TL;DR: Vyneron's AI search reads across everything you've saved — typed notes, attached photos and PDFs, voice transcripts, and recurring task settings — in any of six languages. Ask it where something is, in plain English (or Turkish, or German), and it pulls the matching item from wherever you dropped it, on web or in Telegram.

How it actually works

The search box on the web and the bot's reply to "where's that…" in Telegram both run the same query. Vyneron reads across five places at once.

What it reads. Your notes — title, body, tags, and the OCR text from any photo or PDF you attached to them. Your files. Your tasks — title, description, and attachments. Your recurring routines — their name and schedule, so when does rent payment repeat surfaces the routine itself, not just any note that mentions rent. Voice messages you sent to the Telegram bot, which are transcribed when they arrive; the transcript is what gets matched.

How it matches. The query is parsed as a natural-language sentence, not a keyword set. find the photo I took of the dentist's parking sticker is a real query, not an AND ("photo" "dentist" "parking" "sticker") reduction. Results are ranked by how closely each candidate matches and how recently it was saved — a six-week-old photo can still surface ahead of a fresh unrelated note when the query is specific.

What it doesn't search. Archived items, anything you've deleted, and Telegram messages you sent the bot but never saved as a note or task. If you want it findable, save it. That's the contract.

Five things you can ask

find the … — text and tag notes

Type something like find last month's invoices into the search box. Vyneron matches against note titles, body text, and tags. You don't need to remember the exact word you used — invoices finds notes you titled Receipts April, because the body text matches too.

If you saved the note in another language, no problem (more on that in a second). If you only remember a single odd word from the body, that's enough — the ranking gives weight to rare matches over common ones, so Tractor Supply finds the right receipt before any of your other April spending notes.

find that photo of … — files and OCR

Ask find that photo of the Honda service receipt. Or, like I did, find the rental car deposit receipt. Vyneron reads the OCR text from every attached image and PDF — and ranks those matches alongside text notes, so the receipt you photographed but never described still surfaces.

This is the path most retrieval tools miss. The receipt I needed for the Hertz deposit had no title, no body, no tag. It was a photo. The OCR was what saved me.

what did I say about … — voice transcripts

When you send a voice message to the Telegram bot, it's transcribed on arrival — see how Telegram became my productivity hub. The transcript is stored alongside the original audio.

Later, what did I say about the sponsor meeting matches against that transcript. You don't have to remember whether you typed the note, dictated it, or just rambled into the mic at a stoplight. The text is searchable either way, and the result links you back to the original voice message in case you want to listen.

when does … repeat? — recurring task settings

Recurring routines aren't just searchable by name. Ask when does rent payment repeat and Vyneron surfaces the routine with its frequency, next fire date, and whether it skips weekends or public holidays in your country. For founders running fifteen recurring obligations across personal life and business, show me my monthly routines is a faster path than scrolling the routine list.

The same applies to holiday-aware routines specifically — see also the /holidays surface for the calendar logic itself.

Cross-language: ask in any of six languages

Vyneron is shipped in TR, EN, DE, FR, ES, and RU — and the search treats those languages as one index. Type makbuzun fotoğrafını bul and it finds the note you titled Receipts April in English. Type factura del mes pasado and it finds the same note again.

Most retrieval tools assume the query language and the content language match. Vyneron doesn't. The query is matched semantically across the indexed text, so a Turkish prompt can pull an English photo caption, and a French prompt can pull a German voice transcript. This matters most when you live in one language at home, work in another at your desk, and read receipts in a third.

Same search, two doors: web and Telegram

The web search box and the Telegram bot's where's that… query return identical matches. There's no separate Telegram search and web search; they're the same call to the same backend, just from different doors.

In practice, this means you can do what I do most days: capture from Telegram in the moment, and retrieve from the web at the desk an hour later — see the five ways to capture without opening an app for what that looks like. Or capture at the desk, retrieve from your pocket while standing in line at the post office, when you suddenly need to know whether you uploaded the form already. Either direction, the same items surface. Managing tasks from Telegram covers the bot side in detail.

BYOK: your queries, your key

Search runs the same on either AI plan, but if you've connected your own Gemini, OpenAI, or Groq API key — see bring your own API key — every search query is inferred against that key, not against a shared Vyneron account. Your queries cost you provider rates with no markup, and you can run as many as you like.

The data you're searching across still lives in Vyneron's database — only the AI inference is yours. That distinction matters: BYOK doesn't move your notes off our servers, it just keeps the AI calls private to your provider account.

Try it

Three doors, pick whichever is closest right now:

  • Sign up on the web — seven-day free trial, no card needed: vyneron.com.
  • Try the Telegram bot — message @VyneronAIBot, no signup, capture-and-search from the chat: t.me/VyneronAIBot.
  • Bring your own API key — already a user, want unlimited search? Set up BYOK in three minutes.

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