- What is the difference between OSS, Teams, and Enterprise?
- OSS is designed for local investigation of individual failed runs. Teams adds shared operational analysis across workflows and engineering teams. Enterprise extends DriftShield into organisation wide failure intelligence for complex or high stakes AI systems.
- What types of AI systems is DriftShield designed for?
- DriftShield is designed for production AI systems including chatbots, retrieval pipelines, tool calling workflows, copilots, and agent based systems. The platform is optimised for teams investigating recurring operational failures across prompts, tools, models, and workflows.
- Why does Enterprise require a review process?
- Enterprise engagements are designed for organisations operating complex or high stakes AI systems where recurring failures create operational, financial, or reliability risk. Reviews help determine workflow complexity, deployment requirements, and investigation scope.
- What does failure intelligence mean?
- DriftShield focuses on reconstructing failed AI runs, identifying recurring failure structures, and helping teams understand how operational patterns emerge across systems and workflows.
- Does DriftShield require cloud deployment?
- No. OSS runs locally with no hosted dependency. Teams is cloud hosted for shared organisational analysis. Enterprise deployments can support custom infrastructure and controlled environments depending on operational requirements.