RAND Forecasting Initiative

randforecastinginitiative.org

The RAND Forecasting Initiative (RFI) is a crowdsourced forecasting platform operated by the RAND Corporation to enhance decision-making for U.S. government policymakers, intelligence communities, and warfighters. It aggregates diverse insights from a global community of analysts and external forecasters to provide probabilistic assessments on complex geopolitical and security issues. The initiative aims to augment traditional analytical techniques through collective intelligence and structured prediction markets.

LLM mention score The LLM mention score is the total number of mentions of this brand in different LLM chatbots, normalized to the scale from 0 to 100. You can get actual, non-normalized numbers via the LLM Mention API from DataForSEO.

Normalized 0–100 · last 8 weeks

DataForSEO API

Get LLM mention data of any company via DataForSEO API

Get access to the structured data on keyword, brand, and website mentions in LLMs, including metrics like AI search volume, impressions, and mentions count. 

How to get LLM mention data →
// Fetch RAND Forecasting Initiative mentions
POST v3/ai_optimization/llm_mentions/search/live
[
    {
        "target": [
            {
                "keyword": "RAND Forecasting Initiative",
                "search_scope": ["any"]
            }
        ],
        "platform": "chat_gpt",
        "order_by" : ["ai_search_volume,desc"]
    }
]