Weeks to days
Traditional review takes weeks when humans prepare every first pass. Underlying helps process large document sets, surface findings, and route source-backed drafts to reviewers.
Dotnitron Capability Layer - Defensible Deal Intelligence
Review-gated AI for document-heavy deal work.
Underlying is Dotnitron's early-access deal intelligence platform for structured document analysis, source-linked findings, mandatory human review, and audit-oriented records before approved outputs move downstream.
Bulk
Document Set Preparation
Faster
First-Pass Preparation
Cited
Source-Backed Review
Early access
Current product stage
Capability Layer
Defensible deal intelligence, built for the work that gets audited.
Underlying powers Dotnitron builds where VDRs, complex contracts, and high-stakes deliverables require source-linked extraction, mandatory human review, and audit-oriented records.Iterative Source Decomposition
Underlying decomposes complex diligence questions into scoped extraction, comparison, and synthesis tasks so the system can examine relevant evidence beyond a single generic search response.
Mandatory Review Gate
The product is designed to require human approval or escalation of findings before they enter a downstream deliverable.
Visual Grounding
Findings retain source references so reviewers can return to supporting passages and decide whether to approve, edit, reject, or investigate further.
Audit-Oriented Records
The product is designed to retain output versions, reviewer decisions, source references, and timestamps as an inspectable operating record.
Why Underlying
Purpose-built for teams where review quality, speed, and audit defensibility all matter.
Underlying is built for PE, IBD, and advisory teams where deal complexity is high, output quality is critical, and every finding needs a source, a reviewer, and an inspectable decision record.Source-visible accuracy
Every AI-generated insight is traceable to source evidence. Your team can verify, edit, approve, or reject claims before they reach a workpaper, memo, dashboard, or client report.
On-premise control
The application can be deployed within customer-controlled infrastructure. The complete storage, retrieval, integration, and model-service data path is agreed separately for each deployment.
Configurable per use case
Configure extraction schemas, compliance checklists, agent flows, and output templates per project type: diligence, compliance reviews, workpapers, contract analysis, reporting, and internal operations.
Enterprise-grade controls
SSO via SAML/OIDC, granular role-based permissions, project-level data isolation, complete audit logging, and human review before client-facing output.
Built for advisory-grade delivery
Use the same platform pattern across diligence, compliance, evidence review, contracts, reporting, and confidential client operations.
Industries
Built for high-stakes advisory, finance, compliance, and operating teams.
Private Equity & Venture Capital
Fund managers review CIMs, LPAs, financial models, and other deal materials under time pressure. Underlying prepares structured extraction and comparison outputs for human review.
- Bulk CIM / LPA clause extraction
- Financial statement normalization
- Red-flag detection across hundreds of documents
- Comparison matrices with source citations
Banking & Financial Services
Financial institutions handle vast regulatory filings, credit agreements, and internal policy documents. Underlying accelerates document assembly and cross-references obligations.
- Regulatory filing extraction and summarization
- Credit agreement clause comparison
- Policy document change detection
- Multi-workstream collaboration with access controls
Legal & Compliance
Law firms and in-house legal teams face growing document volumes with shrinking review timelines. Underlying delivers clause-level extraction and obligation tracking.
- Clause-level extraction with legal taxonomy mapping
- Regulatory obligation tracking and change detection
- Privilege-aware document categorization
- Exportable audit trails for regulatory submissions
Advisory & Consulting
Advisory teams process client files, evidence sets, reports, policies, and workpapers under compressed timelines. Underlying prepares the repeatable analysis so practitioners can review, decide, and deliver faster.
- Workpaper and evidence preparation
- Multi-document thematic analysis
- Reviewer-ready issue lists
- Custom output templates per engagement
Deployment
Complete control over where and how the workflow runs.
Dotnitron deploys Underlying in your data center, private cloud, or a dedicated managed environment — with Bring Your Own Key support and tenant-isolated processing.01
On-Premise / Self-Managed
Your data center, your rules
Deploy Underlying within your existing infrastructure. Full control over hardware, network segmentation, and storage. Integrates with your enterprise LLM endpoints and identity providers.
- Full control over data residency
- Deploy via containers to your orchestration platform
- Integration with internal DNS and monitoring
- Connect to your own private LLM endpoints
02
Private Cloud (VPC)
Managed isolation in your cloud tenant
Run Underlying within a dedicated VPC in your AWS, Azure, or GCP account. Your cloud, your encryption keys, your IAM policies.
- Platform automation for major cloud providers
- Customer-managed encryption keys (BYOK)
- VPC peering for hybrid enterprise architectures
- Scale infrastructure with document loads
03
Enterprise Dedicated
Fully managed isolated environment
A dedicated Underlying environment managed by our team, with strict data ring-fencing from other tenants.
- Single-tenant cloud environment
- Dedicated database and compute resources
- Deployment handoff and support plan
- White-glove onboarding and support
Architecture
Enterprise-grade from VDR intake to reviewed, defensible output.
Step 1
Ingest
VDRs, contracts, financial models, and data rooms ingested ephemerally
Step 2
Decompose
ISD breaks every question into micro-queries across every page simultaneously
Step 3
Review
Mandatory review gate forces human approval before any finding enters a deliverable
Step 4
Deliver
Source-linked output with review records exported to your format
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