Enterprise AIThat Actually Ships.
Engineered by Nikita Patel and the NeuralStrat Labs team. We deploy verified AI systems that eliminate hallucinations with cryptographic citation graphs, private domain LoRA adapters, and broadcast-grade audio synthesis.
99.4%
Citation Provenance
< 1.2s
p99 Synthesis Latency
-67%
Inference TCO Reduction
50+
Global Languages
100%
Private VPC Sovereignty
Recognition & Programs
Backed by the best
Proud to be recognized by industry leaders accelerating AI innovation.

NVIDIA Inception Program
Member of NVIDIA Inception — a program designed to nurture startups revolutionizing industries with AI and data science.

AWS Startup Showcase
Featured on AWS Startup Showcase — recognized for building innovative cloud-native AI solutions on AWS infrastructure.
DeepInsight on Product Hunt
DeepInsight Platform launching on Product Hunt — AI-powered research with layered intelligence and real outcomes.
Deep
Insight
AI research platform for individuals, teams, and enterprises. Chain findings, cite sources automatically, collaborate in real-time — in 50+ languages.
On-Demand Research
Instant AI investigations
Research Chaining
Build on previous findings
AI Chat Assistant
Interact with your results
Team Collaboration
Shared workspaces & threads
Smart Citations
Every claim auto-sourced
Podcast & Media
Research for content creators
50+ Languages
Global research coverage
Multi-Format Export
PDF, DOCX, Markdown
Advanced Search
Filter & discover insights
Scheduled Research
Automated recurring runs
MCP Servers
Bring your own data
Experience DeepInsight Live
Test actual research synthesis, explore citation graphs, and listen to the dual-voice AI podcast generator in real time.
Synthesize Phase III in-vivo CRISPR trials from the last 12 months with lipid delivery efficacy.
Prime and base editing show an 84% reduction in off-target indels when delivered via engineered lipid nanoparticles (LNPs) rather than AAV viral vectors.
- Durable target gene expression verified at 18 months across 3 independent cohorts.
- Patient manufacturing lead times cut from 42 days to 9 days with allogeneic cell lines.
- Zero high-grade cytokine release syndromes (CRS) flagged across 142 participants.
Ready to run custom research on your own documents?
DeepInsight is free to start — with team workspaces and audio generation included.
The Architecture Duel
Why conventional AI prompt wrappers fail in mission-critical enterprise environments, and how deterministic systems engineering fixes it.
Naïve Vector RAG (Monolithic Embeddings)
- ✕Arbitrary 500-token chunking breaks financial tables and cross-page references
- ✕Pure cosine similarity is completely blind to multi-hop relational dependencies
- ✕Frontier LLM synthesizes unverified answers without source coordinate bounding boxes
- ✕High hallucination rate on regulatory, clinical, and compliance documents
DeepInsight Graph DAG & Cryptographic Provenance
- ✓Structural AST parsing preserves tables, entities, and citation anchors intact
- ✓Hybrid Vector + Directed Acyclic Graph (DAG) resolves multi-hop causal hops
- ✓Cryptographic character-span tracking anchors every assertion to source literature
- ✓Pre-generation claim verification rejects ungrounded claims before output
Three steps. One workflow.
From first question to finished deliverable — designed for how researchers actually think.
Ask
Pose a research question in plain English. DeepInsight routes it across the right sources — the web, your docs, or custom MCP servers.
Any topic, 50+ languages, no prompt engineering required.
Chain
Build on previous findings without losing context. Every new question carries citations, evidence, and claims forward.
Drill deeper, branch sideways, or compare — the thread stays coherent.
Export or Podcast
Turn any research thread into a PDF briefing, DOCX, markdown, or a listenable podcast — fully cited, ready to share.
One click from inquiry to deliverable.
How we compare
Built for teams that do serious research — not one-off answers.
| Feature | DeepInsightOurs | NotebookLMGoogle | PerplexityPerplexity |
|---|---|---|---|
Research chaining Build new queries on top of previous findings without losing citations or context. | |||
Automatic citations on every claim | |||
Podcast / audio export | |||
Multi-format export (PDF, DOCX, Markdown) | |||
Team workspaces & shared threads | |||
Bring-your-own data via MCP servers | |||
Scheduled / recurring research runs | |||
50+ language coverage | |||
SSO & admin console |
Built for people who live in research
A few highlighted workflows where DeepInsight shines — though anyone who relies on trustworthy, well-sourced answers will feel right at home.
Researchers
Literature reviews across languages. Citation-first outputs. Chain discoveries without losing provenance.
Journalists
Fact-check at speed. Track claims back to primary sources. Turn investigations into drafts in minutes.
Consultants
Market scans, competitor teardowns, and client briefings — produced from structured, auditable research.
Analysts
Monitor industries on a schedule. Recurring runs deliver fresh findings without duplicate noise.
Academics
Explore adjacent fields without starting from scratch. Every synthesis carries the citation trail.
Policy & Legal
Cross-jurisdictional research with transparent sourcing. Export to briefs, memos, or shareable audio.
Not on this list? DeepInsight works for any role where quick, credible, cited research beats a one-shot answer.
Built by an architect, not a pitch deck
DeepInsight and Fine Tuning Studio are engineered by NeuralStrat Labs — founded by Nikita Patel to solve the hardest problems in production AI: grounding probabilistic model outputs with deterministic, mathematical citation proofs.
Every capability we ship exists because real enterprise teams cannot afford hallucinations, citation drift, or uncontrollable token sprawl. We build platforms designed for high-consequence intelligence that you can stake your enterprise reputation on.
- NVIDIA Inception Program Member
- Architect of DeepInsight & Fine Tuning Studio
- Specialized in Zero-Egress Private VPC AI
- Deterministic Citation Graph Engineering
The goal isn’t another AI wrapper — it’s a verified research architecture you can trust your enterprise name on.
Ready to lead
with AI?
One conversation is enough to know if we're the right fit.