Computing

Built for

A production-grade AI chatbot platform. Multimodal, multi-channel, zero-downtime model switching. Ship in days, not quarters.

Explore the stack
WhatsAppVoice & Vision99.9% uptime
WhatsAppTelegramInstagramMessengerTikTokChatwootQwenClaudeOpenAISGLangLangfuseGrafanaPostgreSQLRedisQdrantKafkaWhatsAppTelegramInstagramMessengerTikTokChatwootQwenClaudeOpenAISGLangLangfuseGrafanaPostgreSQLRedisQdrantKafka

Live demo

Voice note in.
Verified receipt out.

Real conversations, not mock screens. The bot transcribes the voice note with Whisper, parses the QRIS with PaddleOCR + vision, and writes back in a voice that sounds like a human on the other end of the line.

  • Voice note transcription (Faster-Whisper v3)
  • QRIS & receipt OCR (PaddleOCR + Qwen vision)
  • Image understanding + intent routing

ONEXVIBES AI

online · typically replies instantly

0:12

“Transfer 100rb ke Budi, QRIS di foto kedua”

14:02
QRISNMID 1234
MerchantBudi Santoso
AmountRp 100.000
BankBCA · Dynamic
14:02

Oke kak, QRIS Rp 100.000 untuk Budi Santoso terdeteksi. Konfirmasi transfer ya?

14:02

Capabilities

Everything a modern chatbot needs,already wired together.

22 layers, 195+ components. Opinionated where it matters, swappable everywhere else.

Multi-channel out of the box

WhatsApp, Telegram, Instagram, Facebook, and your web widget — one message bus, one memory, one persona.

Voice, vision & documents

Transcribe voice notes, read receipts, decode QRIS, understand stickers. Users talk how they want.

Zero-downtime model swap

Ship a new model without dropping a session. Gradual traffic shift, automatic rollback, live metrics.

Model-agnostic brain

Swap Qwen for Claude, Llama, or any OpenAI-compatible endpoint. Persona, tools, and flows stay put.

Enterprise-grade security

Cloudflare WAF, field-level encryption, KYC/AML ready, full audit trail. Built for regulated industries.

Observability from day one

Langfuse traces, Grafana dashboards, cost per tenant, token per conversation. You see what the bot sees.

Human-like by design

Persona consistency, typing delays, message chunking, sentiment-aware replies. Users forget it's a bot.

Function calling that ships

Connect to payments, CRM, balances, promotions. The model decides which tool; you write the TypeScript.

OCR tuned for Indonesia

Bank slips, QRIS, e-wallet receipts — parsed with PaddleOCR + vision, not guessed.

How it works

Three steps to a chatbot you'd actually ship.

01

Plug your channels

Connect WhatsApp, Telegram, Instagram, or drop the web widget. A unified inbox, one message schema.

WhatsAppTelegramChatwoot
02

Define persona & tools

Write your system prompt. Declare function-calling tools — balance checks, payments, CRM lookups. Typed.

TypeScriptNode.jsXState
03

Pick a brain, ship it

Qwen 3.6 on your GPU, Claude on cloud — toggle from the panel. Zero downtime, automatic fallback chain.

QwenClaudeSGLangLangfuse
0layers

Full production stack, end to end

0+components

Pre-wired, priority-tiered

0media types

Text, voice, vision, sticker, QR…

0.0%uptime

Warm standby & auto failover

The stack

Boring tech where it should be boring.Sharp where it matters.

AI Stack

  • Qwen 3.6-35B-A3B FP8
  • SGLang 0.5.10
  • Faster-Whisper v3
  • BGE-M3 + Reranker
  • NeMo Guardrails
  • LiteLLM

Backend

  • Node.js + Fastify
  • TypeScript
  • XState
  • BullMQ
  • PostgreSQL 16
  • Redis Cluster
  • Qdrant
  • Kafka
  • MinIO

Channels & CX

  • Evolution API (WA)
  • Telegram Bot API
  • Instagram DM
  • Facebook Messenger
  • Chatwoot
  • n8n

Multimodal

  • Sharp + ImageMagick
  • PaddleOCR
  • ZXing
  • FFmpeg + RNNoise
  • Silero VAD
  • ClamAV

Security & Ops

  • Cloudflare WAF
  • HashiCorp Vault
  • Keycloak
  • Langfuse
  • Prometheus
  • Grafana
  • Docker

Compliance

  • KYC (Sumsub)
  • AML monitoring
  • GDPR toolkit
  • Immutable audit log
  • Self-exclusion
  • Usage limits

FAQ

The questions every team asks.

Do I need my own GPU?

No — the stack runs on cloud APIs (Claude, GPT) out of the box. If you want on-prem control and lower per-token cost at scale, an RTX PRO 6000 or H100 slot is plenty.

Which channels are supported today?

WhatsApp (Evolution API + WABA), Telegram, Instagram & Facebook DM (Meta Graph), embeddable web widget, email, and SMS OTP. TikTok DM is behind a feature flag.

Can I swap the model without losing context?

Yes. Conversation history, memory tiers, tool definitions, persona, and XState flows are model-agnostic. The 'brain' is the only external thing — flip the switch, traffic shifts gradually.

Is this compliant for regulated industries?

The Compliance layer ships KYC (Sumsub), AML monitoring, jurisdiction gating, self-exclusion, and immutable audit logs. You still need your own license — we don't sell one.

How fast can I ship?

Pilot on a single channel: 1–2 weeks. Full production with multimodal + admin panel: 4–8 weeks depending on your business integrations.

What about my existing cPanel site?

Everything non-AI runs in Docker on Server 1 alongside cPanel. Your website keeps its slot. The GPU work lives on Server 2, reachable only on a private network.

Stop gluing libraries.Start shipping conversations.

A pragmatic, opinionated AI chatbot stack — ready for your first pilot this month.

Start a pilot