Our Products
Enterprise-grade AI solutions designed for security, privacy, and seamless integration with your existing infrastructure.
Key Advantages
Why Tensor Data Dynamics stands apart from other AI solutions
One‑Stack Simplicity
Replace a patchwork of point tools with a single, cohesive pipeline from ingestion to answer.
Deploy‑Anywhere Flexibility
Runs the same in a locked‑down on‑prem cluster or a private AWS/Azure VPC; no rewrites, just redeploy.
Evidence-Locked Answers
Everything that enters the system is cataloged, searchable, and version‑tracked; no source = no output.
Sentence-Level Permissioning
Inherits existing IAM policies and enforces access controls from indexing to answers with real-time redaction.
Hybrid Multi-Modal Retrieval
Combines vector search, keyword matching, structured queries, and image analysis with policy-aware re-ranking.
Everything you need to unlock your data's potential
Secure Data Processing
Your data never leaves your environment. Process everything within your own single-tenant deployment or custom on-prem.
Enterprise Security
Built with zero-trust architecture, end-to-end encryption, and compliance-ready frameworks.
Lightning Fast
Get instant answers from your documents with our optimized vector search and retrieval system.
Team Collaboration
Share insights across your organization while maintaining strict access controls and permissions.
Built from the ground up for enterprises that can't compromise on security. Whether you're a Fortune 500 company or a growing startup, TensorVault adapts to your infrastructure and scales with your needs.
What's Next at Tensor Data Dynamics
Our roadmap of innovative features designed to enhance your AI experience
Adaptive Agents
Always‑on agents watch every repository, automatically identifying relationships between different repositories, answering "what changed?" queries, and trigger actions when they spot mass deletions, suspicious edits, or new‑content bursts.
Agent API
Add your own custom Agents using your private data with the TensorAPI.
TensorChat Voice
Talk to your data: ask questions out loud and hear source‑linked answers, with all speech processed entirely inside your private cloud.
Auto Document Revisioning
Captures every file version, highlights diffs, and lets you query "what changed between v3 and v7?" in plain language.
Anomaly Detection
Flags irregular patterns—like sudden clause changes or data spikes—in real time and routes alerts to the right team.
Deeper Understanding
How TensorVault and TensorChat work together to deliver secure, accurate results
Sources
Connect & Discover
File shares, cloud drives, DBs
One‑click connectors, no ETL
Pre‑Processor
Intake & Normalize
De‑duplicate, split, clean
Auto‑metadata tagging
Embedding Hub
Vectorize
Adaptive model pool (LLM, transformer, etc.)
Swappable without code changes
Vector Store
Secure Index
Sharded, encrypted collections
Built for massive scale & fast recall
Orchestrator
Retrieval & Compose
Hybrid search, ranking, prompt assembly
Adds citations + optional summaries
TensorChat
Delivery
Web App
Answers arrive in seconds, fully linked
Ready to Transform Your Enterprise AI?
Join leading enterprises who trust TensorChat to deliver instant, cited answers from their knowledge base.
Get a personalized demo tailored to your use case
See real-time AI responses from your actual data
Understand implementation timeline and ROI
Discuss security, compliance, and integration
See Tensor in Action
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