THE POSSIBILITIES, MADE PRACTICAL
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536 use cases to explore
IDEAS FOR YOUR NEXT CHAPTERDistribute the load of computing accelerators
AI supports management of computing clusters and loading of graphics accelerators. Helps align the use of available computing resources with current tasks. The work result is load distribution solutions; Specific methods of task planning and the composition of indicators used depend on the operating system.
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- AI capability
- Optimization & planning
- Input data
- Task-dependent data
- Output
- Plan or schedule
Calculate the order and arrange for a specialist to visit
The assistant clarifies the order parameters, pre-calculates the cost and coordinates a specialist visit, measurement or diagnostic visit. If integration is available, the information is transferred to the sales system. The result combines the preparation of the calculation with the organization of the next step, but does not imply a final technical estimate without verification. The preliminary calculation is based on the parameters of the order being discussed.
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- AI capability
- Content generation · Document processing · Knowledge retrieval · Workflow execution
- Input data
- Text & messages · Structured & accounting data
- Output
- System action · Content
Calculate purchases and replenishment
AI analyzes demand, sales and inventory to determine replenishment needs. Calculates purchase volumes for retail outlets and distribution centers, and if data is available, helps plan shipments. The result is a supply plan that is consistent with expected demand and current inventory.
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- AI capability
- Forecasting · Optimization & planning · Reasoning & analysis
- Input data
- Structured & accounting data
- Output
- Plan or schedule · Forecast
Calculate fertilizer and plant protection rates
AI analyzes information about fields, soil, yields and weather, and if images are available, it determines weeds and the condition of crops. Recommends medications, fertilizers and application rates for areas. The result is technological recommendations or a differentiated processing map for preparing field operations.
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- AI capability
- Forecasting · Optimization & planning · Perception & recognition · Reasoning & analysis
- Input data
- Maps & geospatial data · Images · Structured & accounting data
- Output
- Plan or schedule · Answer or recommendation
Calculate clinical trial parameters
AI helps select the parameters of a clinical trial: number of participants, starting dose, administration regimen and duration of observation. The result is calculation proposals for planning drug testing. The parameters require professional assessment and do not automatically confirm the effectiveness or safety of the product being studied.
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- AI capability
- Optimization & planning
- Input data
- Scientific & experimental data
- Output
- Design proposal · Plan or schedule
Search extension and suggestions
The AI generates variations of search terms, including likely spellings of names and hints for continuing the query. This helps the user find the desired object if the wording is inaccurate or incomplete. The resulting options serve as navigation through the catalog, and their quality should be checked against real requests and the available range.
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- AI capability
- Content generation · Knowledge retrieval
- Input data
- Text & messages
- Output
- Content
Register and send requests
The assistant determines the topic and category of the incoming request, creates a request if necessary and sends it to the appropriate performer or operator. He can transfer the collected information along with the request. The result is a registered or routed request, and not just a textual explanation to the user. The request is sent in accordance with the identified user need.
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- AI capability
- Reasoning & analysis · Speech processing · Workflow execution
- Input data
- Text & messages · Audio & speech
- Output
- System action · Structured record
Register document cards
The system recognizes the received document, retrieves the necessary details and fills out the registration card in the document flow or other accounting system. This associates digital fields with the document and prepares it for further processing. The main result is a card created or populated, not a separate table of extracted data.
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- AI capability
- Document processing · Workflow execution
- Input data
- Documents & scans
- Output
- System action · Structured record
Adjust heat supply
AI regulates the supply of heat to buildings and the operation of heating points. In weather adaptation tasks, it takes into account current weather conditions or forecast and adjusts the supply of resources. The result is controlled changes in the heat supply mode instead of constant manual adjustment of the heat supply.
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- AI capability
- Autonomous control
- Input data
- Equipment & sensor data · Structured & accounting data
- Output
- Control action
Regulate the operation of downhole equipment
AI analyzes the performance of downhole equipment and automatically changes the operating parameters of pumps and compressors. The system regulates the flow and pressure during operation. The working result is direct adjustment of equipment modes based on current data instead of just issuing recommendations to the operator.
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- AI capability
- Autonomous control
- Input data
- Equipment & sensor data
- Output
- Control action
Adjust traffic lights
AI supports adaptive control of traffic lights at intersections. If video analytics is available, it determines the approach of public transport and provides it with a priority signal. The result is a change in traffic light modes in accordance with the tasks of organizing traffic, and not just monitoring the traffic flow.
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- AI capability
- Autonomous control · Perception & recognition
- Input data
- Video · Equipment & sensor data
- Output
- Control action
Editing support responses
AI helps bring the operator’s draft response into line with accepted communication rules and summarizes previous correspondence. The employee receives a more convenient basis for continuing the dialogue with the client. Before sending, you need to check that the edit has retained its meaning, has not added new promises or lost the essential terms of the address.
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- AI capability
- Content generation · Reasoning & analysis
- Input data
- Text & messages
- Output
- Content · Report or summary
These are potential applications, not implementation results. Industry categories are a starting point; suitability depends on your process, data and constraints.
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