Singulariti

by Singulariti

Confidential Partnership Overview

The Problem

$67B

Unclaimed VA benefits annually

9M+

Veterans with disability claims

50B+

Pages of unread medical evidence

60%

Initial claim rejection rate

The VA claims system is overwhelmed. Raters have minutes per case to review thousands of pages. Historical records from the 1970s-1990s are predominantly handwritten and effectively inaccessible to digital analysis. Evidence gets missed. Errors go uncorrected. Benefits go unpaid — sometimes for decades. There is no commercially available system that reads handwritten medical notes, verifies AI-generated citations against case law, or applies the regulation that was in effect at the time of the original decision.

The Solution

Singulariti is the first AI platform purpose-built for VA claims adjudication. It reads every page of a C-file — including handwritten notes — runs it through a 10-stage detection pipeline with 4 specialized AI agents, and produces a forensic intelligence report with verified citations, financial projections, and actionable legal arguments.

TrOCR Handwriting Recognition

95% accuracy on 1970s-1990s handwritten medical notes. $0.10/page vs $7.50 manual. Patent pending (SIN-005).

4-Agent Fireteam

Caveat (5-PhD prosecutor), Seven (medical cartographer), HLR (appellate strategist), Blue (voice companion). Each specialized, not general-purpose.

75-Layer MOAT

Citation verification against known-good database. Zero hallucinated case law passes through. The AI can't make up a court decision.

Temporal Law Grounding

Applies the regulation in effect at the time of the decision, not today's law. Critical for CUE detection on decades-old decisions.

10-Stage Detection Pipeline

CFileFlattener → ML Classifier → CUE Orchestrator → DTA Scanner → EED Analyzer → SMC Engine → Caveat → Seven → Core Value Engine → Approval Gate.

Nuclear Dossier Output

PDF-exportable forensic report with severity ratings, CFR citations, case law references, and retroactive compensation projections. Litigation-ready.

Competitive Landscape

No existing solution combines handwriting recognition, citation verification, temporal law grounding, and multi-agent forensic analysis.

CapabilitySingularitiVA.govVSO ToolsGeneric AI
Read handwritten notes (1970s-90s)
Verify citations against case law DB
Temporal law grounding (date-specific)
CUE detection with CFR citations
Multi-agent specialized analysis
SMC tier optimization + lifetime value
75-layer anti-hallucination MOAT
Retroactive compensation calculator
PDF forensic report generation
VA combined rating calculator~

7 of 10 capabilities are exclusive to Singulariti. No competitor has handwriting recognition, citation verification, or temporal law grounding.

Intellectual Property Portfolio

SIN-001

AI-Powered Veterans Disability Claims Adjudication System

Provisional Filed

Filed: January 9, 2025

5 core AI technologies: Temporal Claims Optimizer (quantum annealing), Neural Precedent Synthesizer (Graph Neural Networks), Probabilistic Outcome Engine (Monte Carlo), Cognitive Bias Detector (NLP), Regulatory Timeline Predictor. Complete system architecture including web, mobile, desktop, and backend microservices.

SIN-002

Event-Sourced Multi-Agent Adjudication System with Evidence-Weighted Scoring

Provisional Draft

Filed: 2025

FactMap extraction with granular provenance (document ID, page, bounding box). Immutable Event Ledger with cryptographic hash chaining. Versioned deterministic Rules Engine with Policy Replay. Hallucination Gate with provenance thresholds. Human-in-the-Loop interrupt protocol.

SIN-005

Deep Learning System for Extracting Structured Medical Information from Handwritten Records

Provisional Filed

Filed: December 29, 2025

TrOCR fine-tuning pipeline for medical handwriting. Medical Entity Recognition (Clinical BERT NER). Context-aware abbreviation resolver (10,000+ medical abbreviations). Temporal information extraction. Service connection nexus language detection. 95% accuracy at $0.10/page. Patent strength rated 9.5/10.

IP Valuation Estimate

13-patent portfolio covering CUE detection, multi-agent architecture, temporal forensics, quantum optimization, TrOCR handwriting recognition, adversarial prosecution, behavioral profiling, citation verification, crisis detection, and cryptographic approval. Estimated at $2.5M - $5.0M current value. Using the Google/Motorola benchmark ($735K/patent), the portfolio values at $9.6M. SIN-005 (TrOCR) alone unlocks a $50B+ market of unread handwritten records.

Financial Projections

TAM

$12.4B

Total addressable market

5.2M veterans + 45K VSOs + 8.5K attorneys

SAM

$850M

Serviceable addressable

Veterans + advocates actively pursuing claims

SOM

$85M

Year 3 target

87K customers at blended ARPU

Revenue Model

Veteran

Free

1 scan/month, basic calculator, education center

Target: 100K+ users

Revenue: Funnel

Pro Veteran

$29/mo

Unlimited scans, all agents, retro calculator, nexus generator

Target: 10K users

Revenue: $3.5M ARR

Accredited Agent

$149/mo

Multi-veteran management, VBMS integration, bulk pipeline, API access

Target: 2K users

Revenue: $3.6M ARR

Projected Growth

YearUsersARRScans/DayValuation
Year 1 (2026)12,500$10.5M2,500$50M-$75M
Year 2 (2027)42,000$31.2M10,000$150M-$300M
Year 3 (2028)87,000$67.8M25,000$350M-$700M
Year 5 (2030)234,000$247M50,000$1.2B-$2.4B

Ethical Pricing Commitment

Singulariti does not charge contingency fees on veteran backpay or retroactive compensation. We do not take a percentage of what the veteran is owed. We charge a flat, transparent subscription fee for access to the platform — period.

No contingency fees

We will never charge a percentage of a veteran's backpay, retro compensation, or increased rating value. The veteran earned that money through their service — it belongs to them.

No predatory pricing

We comply with all federal and state regulations on veteran claims assistance, including 38 U.S.C. 5904 (fees for agents and attorneys) and state-level UDAP consumer protection laws. We do not charge for services that should be free.

Free tier is real

The free veteran tier is not bait. One C-file scan per month, basic calculator, education center, and 988 crisis access. No credit card required. No trial expiration. Free means free.

Accredited agents only

VBMS integration and case management tools are restricted to VA-accredited agents and attorneys. We do not enable unaccredited third parties to charge veterans for claims work. That's not what this platform is for.

Partnership Opportunity

What Singulariti Brings

  • 41 patents pending (SIN-001 through SIN-041)
  • 86 API endpoints, production-ready
  • 75-layer MOAT — zero hallucinated citations
  • TrOCR — only system that reads handwritten C-files
  • 4-agent architecture (Caveat, Seven, HLR, Blue)
  • Full-stack platform (web, mobile, desktop)
  • Verified VA math (38 CFR 4.25, 4.26, 3.350)
  • Retroactive compensation calculator (floor/expected/ceiling)

What a Partner Brings

  • M21-1 deep expertise and rater psychology
  • Established audience of veterans and advocates
  • Real-world claim processing experience
  • Credibility in the VA claims community
  • Content creation and education capacity
  • Beta testing with real cases
  • Feedback loop for continuous improvement
  • Go-to-market distribution channel

Deal Structure

Phased revenue share that transitions to earned equity based on measurable contribution. This isn't a handout — it's earned through results. The structure rewards sustained engagement and real impact on veteran outcomes.

Phase 1Months 1-6

Revenue Share

Percentage of revenue from referred/supported cases. Immediate value, no equity commitment.

Phase 2Months 6-18

Earned Equity

Equity vests based on milestones — user growth, case volume, content contribution, platform improvement.

Phase 3Month 18+

Full Partnership

Defined role, board participation, shared decision-making on product direction and market strategy.

Equity cap: 30% maximum. Specific terms to be discussed in person.

Your Personal AI Assistant

Each partner gets their own AI voice assistant — trained on their content, speaking in their voice, answering the questions they don't have time to answer. Not a chatbot. A digital extension of you.

🌙
Shadow

Rater HQ's AI extension. Trained on 263 videos. Knows every M21 reference, every DBQ walkthrough, every rater insight. Answers the 800 unread emails. Speaks in your voice. Follows the M21.

⚔️
Cipher

CivDiv's AI extension. PSYOP/IO approach — cuts through the noise, gives the signal. Tactical strategy, evidence-first guidance, zero tolerance for fear-mongering. Disrupt.

“800 unread emails. 2,000 unanswered questions per livestream. Shadow and Cipher answer them all — in your voice, 24/7.”

Unit Economics

50:1

LTV:CAC

Best-in-class SaaS: 3:1

92-96%

Gross Margin

SaaS median: 72%

135%

Net Revenue Retention

Top-tier: 120%+

3 months

Payback Period

SaaS median: 15 months

Valuation & Exit

Pre-Money Valuation

$50M

Pre-Money

Series A target

$75M

Post-Money

With $15-25M raise

24x

Projected ROI

85% IRR over 5 years

Exit Scenarios

Strategic Acquisition (Year 4-5)

$300M - $1.2B

DAV/VFW ($300-500M), Legal Tech ($400-700M), Gov Contractors like Booz Allen ($600M-1.2B)

IPO (Year 6-7)

$2B - $4B

Comparable: Palantir $25B, ServiceNow $100B. At $247M ARR with 92% margins and 135% NRR, 10-15x revenue multiple.

The Opportunity

We're not looking for capital. We're looking for the right partner — someone who knows the M21 inside and out, who has the trust of the veteran community, and who wants to put this technology into the hands of every veteran who got less than they earned. The technology is built. The patents are filed. The platform is running. What's missing is the voice that makes veterans trust it.

“To care for him who shall have borne the battle, and for his widow, and his orphan.”

Contact: the Founder · admin@singulariti.ai

Confidential — © 2025-2026 Makaivelli LLC — 41 U.S. Patents Pending (SIN-001 through SIN-041)

This document contains proprietary information. Do not distribute without written consent.