Lockheed Martin
Lockheed Martin ' s data is scattered over multiple data lakes and 46 data management, analysis and business intelligence systems, and engineers have difficulty in quickly finding high-quality data and in building and managing AI applications on a scale that is securely constrained.
The company and the IBM first integrate 46 decentralized systems into a single-connected data environment and then build a secure AI Factory, allowing engineers to develop large-scale AI applications based on regulated data and open models; and staff-oriented natural language questions, research and HR assistants operate on a unified data and governance framework and improve the answers continuously through alerts and queries.
AI provides data queries, research and staff services responses; data owners maintain definitions and quality, engineers select models and validate results, and security and governance teams control access and access to sensitive environments.
- Integration of data systems and extension of AI applications
- Define accessable data boundaries with engineering and security teams
- Automated data catalogue definitions reduce the threshold for use
- Measurement of question-and-answer accuracy using sample questions
- Experimental hints and query optimization gains, respectively
- Data fragmentation directly limits the size of the company ' s AI.
- Safe AI Factory needs to put the speed of development and governance on the same platform.
- The question-and-answer system should have a fixed sample set and a phased optimization of data
- Platform results and individual Agent outcomes need to be measured separately
According to the IBM client case, the number of data and AI tools was reduced by 50 per cent, 46 systems were replaced by an integrated platform with 216 data catalogue definitions automated; the question-and-answer pilot accuracy rate was raised from 45.45 per cent to 56.8 per cent after tip optimization, reaching 66.0 per cent after query optimization.
- The page clearly disclosed 46 systems, 216 catalogue definitions and changes in accuracy rates.
- The accuracy rate was an early sample pilot and did not represent all production queries.