AIStor PromptObject transforms object storage into an AI-native data plane. Query documents, PDFs, images, and videos directly with LLM-powered analysis—no data movement required. Applications interact with objects in place, eliminating ETL pipelines for unstructured data intelligence.
PromptObject connects your storage directly to LLM inference through a standardized webhook architecture.
Webhook-First Architecture
FastAPI endpoint integrates with MinIO webhooks to process requests statelessly, streaming LLM responses without credential propagation.
Automatic Format Detection
Auto-detects PDFs, images, videos, and documents, routing each to specialized processors that create OpenAI-ready prompts.
Zero-Copy Object Access
Presigned URLs enable direct LLM access to objects for low-latency inference, supporting both streaming and batch response modes.
Multi-Modal Context Support
Add supplementary context via supporting objects parameter, enabling RAG-style inference without vector database dependencies.
Universal LLM Compatibility
Connect to any OpenAI-compatible endpoint—vLLM, TGI, Ollama—with full model and parameter control.
Validated Structured Output
Pydantic integration enforces JSON schema validation, ensuring LLM responses meet defined structures for downstream applications.
Why AIStor is Different
Traditional AI pipelines require complex ETL workflows to extract, transform, and move data before analysis. Each step introduces latency, cost, and security risk. PromptObject eliminates this complexity by embedding LLM inference directly into S3 operations—turning object storage into an AI-aware data plane where intelligence happens at the source.
Zero
Data Movement
Query objects in place without extraction, transformation, or pipeline orchestration.
Native
Protocol Integration
Webhook-driven architecture embeds AI directly into standard S3 operations.
One
Security Boundary
Unified credential model covers both storage access and LLM inference.
Any
LLM Backend
OpenAI-compatible protocol supports vLLM, TGI, Ollama, and hosted endpoints.
Business Impact
Accelerate Development
Add document intelligence with one SDK call instead of weeks building custom extraction pipelines.
Unified Security Model
Single S3 credential covers storage and inference, eliminating credential sprawl and simplifying compliance.
Real-Time Document Intelligence
Trigger LLM analysis on upload for instant insights without manual intervention or batch delays.
Eliminate Pipeline Complexity
Query objects directly without ETL preprocessing—reduce data preparation from hours to seconds.
Get the Complete Technical Details
Explore our comprehensive PromptObject integration guide covering webhook protocol specs, FastAPI deployment, MIME type handlers, and OpenAI-compatible backend configuration.
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