THE POSSIBILITIES, MADE PRACTICAL
Find your next
way forward.
Start with the work you want to improve.
Explore where AI could make a difference.
THE USE CASE LIBRARY
What could work
for your business?
Choose an industry. Explore a process.
Or start with a word that matters to you.
536 use cases to explore
IDEAS FOR YOUR NEXT CHAPTERForecast demand and plan delivery
AI can estimate demand based on order history and plan delivery based on addresses, timing, and available transport. The result is a demand forecast and a proposed route plan. The dispatcher checks the restrictions and adjusts the plan before transmitting it to the drivers.
Explore the metadata
- AI capability
- Forecasting · Optimization & planning
- Input data
- Task-dependent data
- Output
- Forecast · Plan or schedule
Forecast demand and sales
The model estimates the future volume of demand for goods or services based on available history and related factors. When available, seasonality, weather, market conditions and consumer behavior are taken into account. The forecast is used to plan production, purchases and sales; it does not in itself automatically place an order.
Explore the metadata
- AI capability
- Forecasting · Optimization & planning · Perception & recognition
- Input data
- Structured & accounting data
- Output
- Forecast
Forecast delivery time
The algorithm calculates the expected delivery time of a specific product item to the selected warehouse. The resulting assessment is used in procurement planning and coordination of deadlines. The result is a forecast of delivery duration, not a constructed route, a placed purchase, or a guaranteed arrival date. The assessment is tied to a specific position and final warehouse.
Explore the metadata
- AI capability
- Forecasting
- Input data
- Structured & accounting data
- Output
- Forecast
Forecast transport demand for resource allocation
The model estimates future passenger or freight flows based on available observations and external factors. The forecast is used to adjust schedules or advance placement of rolling stock. The result links demand estimation to transport capacity planning, as opposed to a separate calculation of future traffic volume.
Explore the metadata
- AI capability
- Forecasting · Optimization & planning
- Input data
- Structured & accounting data · Maps & geospatial data
- Output
- Forecast · Plan or schedule
Forecast the yield and condition of crops
The model combines available information about crops, weather, soil and equipment operation to assess yields and cultivation risks. When available, satellite observations and sensor readings are used. The result helps to take into account the condition of crops and the expected effect of agrotechnical actions in further planning. The observed conditions are considered in conjunction with the expected result of cultivation.
Explore the metadata
- AI capability
- Anomaly detection · Forecasting · Optimization & planning · Perception & recognition · Reasoning & analysis
- Input data
- Equipment & sensor data · Maps & geospatial data · Structured & accounting data
- Output
- Forecast · Assessment or feedback
Predict customer departure and need for contact
The model analyzes available information about client actions and estimates the likelihood of leaving or changing behavior. The result helps you highlight contacts for retention and select further offers. In some scenarios, the forecast is supplemented with renewal reminders and an assessment of the appropriate amount of support. Assessment separates expected future behavior from current status.
Explore the metadata
- AI capability
- Forecasting · Recommendations & personalization · Workflow execution
- Input data
- Structured & accounting data
- Output
- Forecast · Answer or recommendation
Design a development concept
AI helps create digital concept options for development and planning solutions for residential areas. Used at the project development stage to formulate and consider alternatives. The result is a design version of the area that architects and other specialists can evaluate and modify according to requirements.
Explore the metadata
- AI capability
- Design & discovery
- Input data
- Drawings & design models
- Output
- Design proposal
Design the placement and design of wells
AI analyzes hydrodynamic calculations and geological, physical, technical and economic parameters. Determines options for the number and design of wells and prepares options for further modeling. The result is design solutions for comparison by specialists when planning field development.
Explore the metadata
- AI capability
- Design & discovery · Simulation & digital twins
- Input data
- Scientific & experimental data · Structured & accounting data · Drawings & design models
- Output
- Design proposal
Design protein and vaccine structures
AI helps identify and modify the molecular structure of protein entities, antibodies and vaccine candidates. Used to search for structure options and evaluate directions for further development. The work product is molecular variants for scientific testing, not confirmation of the effectiveness or safety of a future medical product.
Explore the metadata
- AI capability
- Design & discovery · Reasoning & analysis
- Input data
- Scientific & experimental data
- Output
- Design proposal
Minutes of meetings
AI converts the meeting recording into text and highlights the main discussions, decisions and instructions. Forms a protocol or short summary, and if information is available, records those responsible and deadlines. Participants receive a working document to restore agreements; names, wording of solutions, and distribution of tasks should be checked before use.
Explore the metadata
- AI capability
- Content generation · Document processing · Reasoning & analysis · Speech processing
- Input data
- Audio & speech · Video
- Output
- Report or summary · Structured record
Customer profiles for re-contact
AI examines available customer records, correspondence and conversations to build profiles of inactive customers before re-engaging. Helps highlight unwanted contacts and take into account negative reactions to communication. The result supports the choice of the reactivation scenario, but requires compliance with restrictions on the use of personal data and respect for the refusal of further communication.
Explore the metadata
- AI capability
- Reasoning & analysis · Workflow execution
- Input data
- Structured & accounting data · Text & messages · Audio & speech
- Output
- Assessment or feedback · Structured record
Publications for social networks
AI composes posts on given topics and materials of the organization, observing the chosen format and style. Helps prepare a regular sequence of publications; in some scenarios this includes their placement. Before release, it is important to check the facts, relevance and tone of the message, especially if the publication involves clients, obligations or sensitive topics.
Explore the metadata
- AI capability
- Content generation · Workflow execution
- Input data
- Text & messages
- Output
- Content
These are potential applications, not implementation results. Industry categories are a starting point; suitability depends on your process, data and constraints.
FROM POSSIBILITY TO PRACTICE