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AI in forecasting & planning: 16 real deployments

Named deployments in forecasting & planning, grouped by industry.

16deployments
13in production or with results
5with a reported outcome
1halted or reversed
Nov 2, 2026last updated

CPG & Food 5 deployments

Dude Wipes

Using Confido agentic platform for deduction resolution, trade spend, forecasting, and supply-chain ops in retail sales planning

In production Sep 25, 2026 Confido Source: alleywatch.com
Daisy

Using Confido agentic platform for deduction resolution, trade spend, forecasting, and supply-chain ops in retail sales planning

In production Sep 25, 2026 Confido Source: alleywatch.com
Kettle & Fire

Using Confido agentic platform for deduction resolution, trade spend, forecasting, and supply-chain ops in retail sales planning

In production Sep 25, 2026 Confido Source: alleywatch.com
Mars

Using Confido agentic platform for deduction resolution, trade spend, forecasting, and supply-chain ops in retail sales planning

In production Sep 25, 2026 Confido Source: alleywatch.com
Unilever

Using Confido agentic platform for deduction resolution, trade spend, forecasting, and supply-chain ops in retail sales planning

In production Sep 25, 2026 Confido Source: alleywatch.com

Software & Tech 3 deployments

Google DeepMind

Operating AI weather model for hurricane track forecasting used in comparison against GFS and other physics-based models

Reported: Correctly forecast Hurricane Isaias striking the western Florida Panhandle while GFS and other physics-based models pointed toward Louisiana or Mississippi; Isaias came ashore near Destin as a Cat 2 with 100-105 mph winds

Results reported Oct 26, 2026 Source: npr.org
Google DeepMind

Deploying GraphCast AI model for hurricane and tropical-storm forecasting

In production Oct 18, 2026 GraphCast Source: ft.com
Google

Launched WeatherNext 3 AI weather model producing hourly forecasts at up to 5km resolution, integrated into Search, Maps, Gemini, and Earth Engine, with wind, cloud cover, and solar radiation forecasts to help grid operators plan renewable output

Reported: up to 60% more accurate rain predictions a day out

Results reported Sep 3, 2026 WeatherNext 3 Source: techcrunch.com

Government & Public Sector 2 deployments

NHC

Using Google DeepMind's AI weather model operationally for hurricane track forecasting, shaping forecasts around its output

Reported: Model correctly forecast Hurricane Isaias striking the western Florida Panhandle while GFS and other physics-based models pointed elsewhere; Isaias came ashore near Destin as a Cat 2 with 100-105 mph winds; NHC meteorologists called it the best performing computer model we've ever seen

Results reported Oct 26, 2026 Source: npr.org
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

Science & Research 1 deployment

WindBorne Systems

Using WeatherMesh 6 deep-learning model to forecast weather and operationally guide autonomous weather balloon fleet, including navigation into Typhoon Dolphin's eye

Reported: WeatherMesh 6 reportedly outperformed ECMWF's physics-based forecasts and steered a balloon into Typhoon Dolphin's eye in what the company calls a first for AI operational guidance of an unpowered aircraft

Results reported Oct 12, 2026 WeatherMesh 6 Source: techcrunch.com

Military 1 deployment

US Air Force

Purchasing atmospheric data from WindBorne Systems' roughly 700 AI-guided autonomous weather balloons under a contract worth up to $49M, with $1.7M already ordered

In production Oct 12, 2026 WeatherMesh 6 Source: techcrunch.com

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.

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.