Glitch Executor Labs is one builder shipping AI products across three domains: Trade (trading), Edge (betting), and Grow (digital marketing).
An independent AI lab based in Toronto. One builder, three product domains: Glitch Trade for trading, Glitch Edge for betting and sports intelligence, and Glitch Grow for digital marketing.
- 🐍 Snake-themed trading ensemble — Ouroboros is the live multi-bot flagship; earlier standalone bots (Indian King Cobra, Terciopelo, Viper, Mamba, etc.) ran in early production and are now disabled. Fine-tuned models + backtested bots available on request.
- 🎙️ Voice AI in production — bilingual Hindi/English COD confirmation agent, live today
- 🏏 AI betting bots ready for Cloudbet — IPL/PSL cricket + NBA pregame engines, both production-ready and locked. Available for sale or programmatic deployment via Cloudbet; custom builds for other sports/markets on request.
- 💸 Ad optimization — Meta × Amazon × Shopify cross-platform attribution
- 🧠 MCP servers — first-class LLM tool integrations across our stack
Languages & Runtime
AI / ML / Voice
E-commerce & Ads
Trading
Infrastructure
Frontend
| Project | What it does | Status |
|---|---|---|
| glitch-grow-cod-confirm | Voice AI (LiveKit + Sarvam Bulbul v3 + GPT-4o-mini) that calls Indian Shopify customers to confirm COD orders and cut RTO rates. Bilingual Hindi/English. | 🟢 Live |
| glitch-grow-ai-ads-agent | AI ads agent — cross-store ROAS insights, Shopify ↔ Meta tracking reconciliation, HITL-gated campaign management via Telegram. LangGraph + pgvector memory. | 🟢 Live |
| glitch-grow-ai-social-media-agent | AI social media agent — short-form video, multi-brand content ops, ORM with hard guardrails. | 🟢 Live |
| glitch-grow-ai-seo-agent | AI SEO agent — automated audit, structured-data injection, on-page optimisation. Public Shopify App Store listing. | 🟢 Live |
| glitch-trade-ouroboros-snake-strategy | Flagship multi-bot trading ensemble — Oracle coordination, portfolio-aware risk, broker-portable (cTrader / MT5 / IB). The only Glitch Trade strategy currently live. | 🟢 Active |
| glitch-trade-core | Umbrella trading architecture — shared modules, Oracle coordination, broker abstraction across cTrader / MT5 / IB. | 🟢 Active |
| glitch-edge-betting-core | Shared odds, pricing, staking, and typed decision primitives. Powers the Glitch Edge cricket + NBA betting bots (private — available for sale, see below). | 🟢 Active |
The product code is open; the fine-tuned models, locked bots, and tuned playbooks are not. That's our moat. If any of the below fits your need, reach out at support@glitchexecutor.com.
Two production-ready bots, source private and locked:
- 🏏 Cricket bot — IPL & PSL, ball-by-ball live model, scenario modeling, paper-first promoted to live.
- 🏀 NBA bot — pregame intelligence, market mapping, pricing, lineup-context aware.
Both can be deployed for programmatic betting via Cloudbet (or any sportsbook with a similar API). Available for sale as standalone agents, or as a managed deployment. Custom builds for other sports or any AI betting request — just ask.
The trading core and the live Ouroboros strategy are public. Underneath:
- Indian King Cobra, Terciopelo, and several other earlier standalone bots ran in early production and are disabled today — only Ouroboros is live.
- Backtest archives, fine-tuned model weights, and tuned per-market parameters for those bots are private. If you want a specific bot — or a bot built around your own data — we can hand off the trained artefacts under a licence, or build to spec.
- 🎯 Meta → Amazon attribution bridge — 60% of our Meta ad spend drives Amazon purchases invisible to Shopify pixel. We're piping Amazon Seller Central orders into Meta CAPI to recover the hidden conversions.
- 🗣️ Multi-tenant Priya — voice agent going from one store to many, with per-shop prompts, voices, and languages driven by Shopify metafields.
- 🧠 AI ensemble for ad optimization — same 8-model brain pattern as our trading ensemble, applied to Meta/Amazon campaign decisions instead of trade signals.
- 🤖 More MCP servers — Amazon Ads, Meta Ads, cTrader, Shopify, all natively callable from Claude/Cursor.
Based in Toronto 🍁 · Building in the open · Most infrastructure stays private — the genuinely novel work ships open-source.



