OranAi-Ltd/oransim

Health v2 · maintenance only

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Adoption not part of the score

1073 stars · 133 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Oransim is an open-source causal digital twin engine for marketing, simulating a large virtual consumer society with LLM-backed personas to predict campaign ROI and run counterfactual what-if analyses before spending budget. The public repo runs the same causal engine on a demo corpus, with licensed access to larger proprietary creator and consumer datasets offered commercially.

Use cases

• predict marketing campaign roi before spending
• simulate consumer response to ad creatives
• run counterfactual what-if analysis on marketing decisions
• model an agent-based virtual consumer society
• audit causal logic behind marketing predictions
• test campaign strategies against simulated personas
• estimate creator marketing impact on social platforms

When to choose

• you want to forecast campaign outcomes and ROI before committing budget
• you need transparent, auditable causal simulation logic rather than a black-box model
• you work with Chinese social platforms like Xiaohongshu and want creator/note-level analysis
• you want an open-source engine you can extend with your own data

When to avoid

• you need production-grade licensed data on millions of creators, which requires commercial access
• you expect a polished end-user GUI product rather than a Python engine
• your marketing channels are unrelated to the platforms covered by the demo corpus
• you need guaranteed prediction accuracy for small-sample or novel markets

Facets

library · maturity active

simulation machine-learning agent-framework data-science analytics artificial-intelligence machine-learning analytics simulation data-science python cross-platform cli digital-twin causal-inference marketing-analytics agent-based-simulation counterfactual-reasoning llm-personas roi-prediction campaign-simulation social-media-analytics xiaohongshu marketing

Member repositories

For agents

markdown · JSON · MCP: product_card(name="OranAi-Ltd/oransim")