Our Products
Enterprise-grade AI solutions designed for security, privacy, and seamless integration with your existing infrastructure.
TensorVault
Think of TensorVault as a management tool that processes your repositories. It sits next to your files, reads them from their original location and processes everything automatically. Converts the content and stores into a secured database that only your company is allowed to search over using TensorChat.
No data ever leaves your cloud, and there's nothing to configure—just point it at your data and let it run.
TensorChat
TensorChat is the chat-style web interface for your team. Ask it a question, and it pulls the exact answer from your material that TensorVault processed—complete with advanced features such as AI reasoning, full document summarization, original document sources, etc.
It respects permissions, so each user only sees what they're allowed to see, and there's zero setup or engineering required.
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.
TDD Advanced Reasoning
A multi‑step reasoning engine that chains evidence across documents to deliver deeper, "why + how" explanations.
TensorChat Voice
Talk to your data: ask questions out loud and hear source‑linked answers, with all speech processed entirely inside your private cloud.
TensorAssist
A context‑aware helper that summarizes long docs, suggests follow‑up queries, and surfaces hidden relationships right inside the chat pane.
Offline Mobile TensorChat
Encrypted mini‑indexes sync to your phone for on‑the‑go Q&A; updates merge automatically when you're back online.
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.
Visual Database Mapping
Interactive 2‑D/3‑D maps reveal cluster density, topic drift, and knowledge gaps across your entire corpus.
Auto Outlier Detection
Identifies data that strays from any cluster, helping you clean noise before it skews results.
Auto Folder‑to‑Library Mapping
Learns your directory structure and metadata tags, automatically routing new documents to the correct Tensor Vault library with zero manual setup.
Deeper Understanding
How TensorVault and TensorChat work together to deliver secure, accurate results
Sources
- File shares, cloud drives, DBs
- One‑click connectors, no ETL
Pre‑Processor
- De‑duplicate, split, clean
- Auto‑metadata tagging
Embedding Hub
- Adaptive model pool (LLM, transformer, etc.)
- Swappable without code changes
Vector Store
- Sharded, encrypted collections
- Built for massive scale & fast recall
Orchestrator
- Hybrid search, ranking, prompt assembly
- Adds citations + optional summaries
TensorChat
- Web App
- Answers arrive in seconds, fully linked
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.
Zero "Dark Data"
Everything that enters the system is cataloged, searchable, and version‑tracked; nothing languishes unseen in a backup drive.
Future‑Proof Modularity
Each stage (parsing, embedding, search, LLM) is hot‑swappable, so new models and hardware drop in without re‑processing data.
Operational Transparency
Built‑in dashboards surface throughput, latency, and data lineage so teams can trust—and tune—the pipeline in real time.
Contact Us
Ready to experience our enterprise AI solutions? Get in touch with us today to learn more about how we can help your business.