OranAi-Ltd/oransim

Predict your next campaign's ROI before spending a dollar.

🇬🇧 English · 🇨🇳 中文

Causal simulation for enterprise growth teams.Audit the engine, license the data.

For enterprise CMOs — predict your next campaign's ROI before spending: 3M+ indexed 小红书 notes · 10,000+ KOLs · 20,000+ KOCs · 100,000+ consumer panel, refreshed daily via licensed platform APIs. Counterfactual reasoning engine running on a 1M+ virtual consumer society with LLM-backed soul personas reading your actual creatives. Transparent causal logic, open-sourced so you can audit it before licensing data access.

The OSS repo you're reading is the same causal engine running on a 21k-note demo corpus — try it, audit the mechanism end-to-end, then contact cto@orannai.com for Enterprise data access.

Who we are

OranAI Ltd. (橙果视界（深圳）科技有限公司) — a Shenzhen-based AI marketing company founded May 2024, closed a multi-million-dollar angel+ round led by Cloud Angels Fund, with participation from Leaguer Venture Capital and Jinshajiang United Capital. We co-operate the Tencent Cloud × OranAI AIGC Design Lab, run our in-house multimodal matrix (Oran-VL 7B / Oran-XVL 72B) behind three products — PhotoG (creative agent) · DataG (insight engine) · VoyaAI (strategy co-pilot) — and serve 70+ enterprise clients across beauty, FMCG, consumer electronics, and DTC outbound — including Timekettle and Hyundai Motor (Pharos IV Best Prize), with 2025 revenue crossing RMB 20M.

Oransim is the causal engine inside that stack. When a CMO using OranAI asks "what if we swapped KOL A for B on day 3 of this campaign?" — the do()-operator, the per-arm counterfactual heads, and the 14-day Hawkes rollout that answer the question all live in this repository. We open-sourced it under Apache-2.0 so enterprise buyers can audit the reasoning end-to-end — trust the engine, then license the data panel.

As featured in: PR Newswire · 亿邦动力 · 新浪科技 · 腾讯新闻 · DoNews

What it solves

Three campaign decisions that break traditional tools but collapse to one Oransim workflow:

1. Pre-launch · 上线前算账

*"I have 4 creative videos × 3 KOL shortlist