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OCR ingest · Telegram

Forward a screenshot. Get a booking 8 seconds later.

Booking.com and Airbnb mostly notify by email or in-app. Forwarding the screenshot to your private Telegram bot is the fastest way to capture it. The vision LLM parses every field, you tap Confirm, and the reservation + payment + calendar block all land at once.

~8s
Median time-to-draft
~95%
Field accuracy
$0
Per capture (Gateway)
2
OTAs supported (extensible)

What happens when you forward a screenshot

  1. 1

    You forward → bot

    Drag the Booking.com or Airbnb confirmation image to your private Telegram bot. No app to open, no form to fill.

  2. 2

    SHA-256 dedupe

    We hash the bytes. If you've forwarded the same screenshot before, we surface the existing draft — no duplicate row, no double LLM call.

  3. 3

    Vision LLM extraction

    Claude Sonnet 4.6 via Vercel AI Gateway pulls 12 structured fields with per-field confidence. Gemini Flash is the rate-limit fallback.

  4. 4

    Telegram reply with keyboard

    Bot replies with the parsed fields (low-confidence ones marked ⚠️) and three buttons: Confirm · Edit in CRM · Discard.

  5. 5

    Tap Confirm → CRM update

    Reservation + draft Payment (channel commission auto-deducted) + BlockedRange + (deduped) Guest all created in one transaction. Bot edits its own message to '✅ Saved to CRM'.

Pending review

Omar Al-Mansoori · airbnb

Stay
2026-05-14 → 2026-05-17 · 3n
Party
2 guests
Total
780 USD
OTA code
HMAB47291
Confidence
87%
Model
anthropic/claude-sonnet-4-6

Bot is waiting for your tap. Confidence below the threshold is shown with ⚠️ so you don't miss it.

Confirmed

James Carter · booking

Stay
2026-04-28 → 2026-05-02 · 4n
Party
2 guests
Total
960 USD
OTA code
BKG-8482991027
Confidence
94%
Model
anthropic/claude-sonnet-4-6
✅ Saved to CRM

One tap turned a screenshot into a Reservation + Payment + BlockedRange + Guest. The OTA commission auto-deducted.

Why this works for solo operators

  • No partner-API approval required. iCal in + OCR covers ~95% of the real workflow.
  • Confirm/Edit/Discard step never auto-commits. One mis-parsed date is a $200 issue; the safety belt is worth one tap.
  • Original screenshots stored in Vercel Blob, auto-pruned after 30 days. Guest PII never lingers.
  • Same vision pipeline can later parse: payment receipts, ID scans, refund requests. Add a Zod schema, ship.