Where Fine-Tuned Models Are Deployed
Dataset details
- Revision
- dsr-fc53bf0883afdfe4
- Canonical records
- 3,963
More
Executive brief
Fine-Tuned Models ranks #7 of 9 peers on 6-month momentum (Building).
Show metrics
Cases
185
16 in the last 6 months
Innovativeness
100% of evidence scored
Cases trend
How this executive brief is measured
Concentration compares this view's share of source-linked deployments for a use-case type with that type's share across the full catalog. Momentum is a peer-relative 0-100 score based on recent deployment volume, acceleration, recent evidence share, and evidence depth. Quantified outcome medians appear only when at least 4 reported metrics support them; smaller supported samples are marked early evidence.
Do teams build, buy, or compose this?
How the documented deployments in this view were built — custom engineering (Build), an off-the-shelf assistant (Buy), or low-code assembly (Compose).
Full report
Expand any section for the detail behind the summary above.
Reported challenge examples: Ensuring AI and data compliance and security for regulated industries (3 cases), Detect accounting manipulation and fraud in corporate financial statements (2 cases), Manual claims intake and processing was time-consuming and error-prone (2 cases), Manual classification processes were time-consuming and error-prone (2 cases), and Manual insurance claims processing was labor intensive and slow (2 cases). Evidence is still limited; expand to inspect the source cases.
Adoption pulse: 16 of the 185 cases in this view were published in the last 6 months. Expand for the adoption curve.
Featured cases:
- NEURA Robotics accelerates humanoid robot development with the Physical AI Toolchain on AWS
- Daxte builds LegalMap generative AI platform for French legal-document research using Amazon Textract and Amazon SageMaker
- Forethought Technologies cuts generative-AI inference costs with Amazon SageMaker
- Articul8 AI accelerates enterprise generative-AI training and deployment with Amazon SageMaker HyperPod
- Ethara AI: Scaling RL infrastructure with Gemini Enterprise Agent Platform and Gemini API for judge/reward modeling
- Phagos uses Amazon SageMaker AI to create customized sustainable antibiotic alternatives
- AnalyticDB Ray enables fully managed Ray-based Data+AI with heterogeneous CPU/GPU scheduling (Qwen-VL fine-tuning case)
- Space Armour: building an in-orbit AI engine and Agent Payment Protocol integration on GKE with Gemini