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AI in forecasting & planning: 5 real deployments

Named deployments in forecasting & planning, grouped by industry.

5deployments
2in production or with results
1with a reported outcome
1halted or reversed
Aug 30, 2026last updated

Banking & Finance 1 deployment

Situational Awareness

AI-focused hedge fund that concentrated bets on AI stocks using borrowed capital, peaking above $30B in assets before losing 67% of portfolio value in July and selling most public holdings to Citadel

Reported: lost 67% of portfolio value in July before selling most public holdings to Citadel

Halted / reversed Aug 24, 2026 Forecasting and risk models Source: kfgo.com

Insurance 1 deployment

Fathom and Verisk

Insurance risk modelers Fathom and Verisk use AI diffusion models to synthesize realistic disaster scenarios at scale for catastrophe risk assessment and re/insurance pricing, bypassing the initial-condition data requirements of physics-based modeling.

Government & Public Sector 1 deployment

Government of Tanzania

Tanzania integrated AI into its national disaster-management infrastructure to predict climate disasters, shifting a government of 65 million from reactive relief to prediction.

In production May 18, 2026 Forecasting and risk models Source: iAfrica

Nonprofit 1 deployment

Gates Foundation (Institute for Disease Modeling)

Anthropic and the Gates Foundation launched a four-year $200M partnership putting Claude into global health, agriculture and learning, with the Institute for Disease Modeling integrating Claude into existing disease-forecasting workflows; first targets are polio, HPV and pre-eclampsia.

Announced May 14, 2026 Claude Public services and humanitarian Source: Anthropic

Automotive 1 deployment

TVS Motors, Wells Vehicle Electronics

TVS Motors and Wells Vehicle Electronics are among 10+ beta customers running Amazon Connect Decisions, AWS's agentic supply chain product whose AI teammates detect invisible inventory patterns and make planning calculations autonomously, since late 2025.

Pilot Apr 28, 2026 Amazon Connect Decisions Forecasting and risk models Source: Supply Chain Dive

Every entry names the organisation and links its source. Outcome figures are quoted as reported, never estimated. Vendor announcements without a named customer are excluded. Halted and reversed deployments are kept on purpose.