★ Pre-Seed Investment Opportunity

Invest in the Future of AI Commerce

CONFLARA is building the first AI marketplace with privacy-preserving computation, independent testing & certification (TCG), and enterprise-grade security.

The Opportunity

The AI model market is growing explosively, but critical infrastructure is missing.

⚠ The Problem

No trusted marketplace for AI model transactions with IP protection
Enterprise buyers cannot verify model quality before purchase — no independent certification exists
Model creators have no way to monetize while protecting proprietary training data
Sensitive data (medical, financial) cannot be safely used for AI training
No standardized way to discover, compare, and deploy AI models

✓ Our Solution

TEE-based secure enclaves for privacy-preserving model inference and training
Blockchain-backed provenance tracking and immutable audit trails
Zero-knowledge proofs allowing model quality verification without IP exposure
One-click deployment with built-in monitoring, scaling, and SLA guarantees
Curated marketplace with automated benchmarking and community reviews
Independent Testing, Certification & Grading (TCG) for models, agents, robots, datasets, and APIs with CONFLARA Certified grades (Bronze/Silver/Gold/Platinum)

Market Size

A massive and rapidly growing addressable market.

TAM $94.3B

SAM $12.8B

SOM $640M

Total Addressable Market (TAM)

$94.3 Billion

Global AI market including models, infrastructure, and services by 2030.

Serviceable Addressable Market (SAM)

$12.8 Billion

AI model marketplace, MLOps, and model-as-a-service platforms.

Serviceable Obtainable Market (SOM)

$640 Million

Privacy-preserving AI commerce for enterprise customers (Year 5 target).

Business Model

Four proven revenue streams with strong unit economics.

★

Transaction Fees

5-15% commission on every AI model sale, subscription, and API call processed through the marketplace.

Target: 50% of revenue

⚙

Compute & Training

Managed TEE compute infrastructure for secure model training and inference. Premium pricing for privacy guarantees.

Target: 20% of revenue

★

Testing, Certification & Grading

Independent testing & grading for AI models, agents, robots, datasets, and APIs. Per-asset certification fees with annual renewals.

Target: 18% of revenue

◆

Enterprise SaaS

White-label marketplace, dedicated support, custom SLA, and compliance packages for large organizations.

Target: 12% of revenue

Traction & Milestones

Key achievements and upcoming milestones.

Q3 2025

Idea & Market Research

Identified gap in AI marketplace space. Conducted 40+ customer interviews with enterprise AI teams.

Q4 2025

MVP Development

Core marketplace with TEE integration. 3 pilot customers signed LOIs totaling $180K ARR.

Q1 2026

Pre-Seed Fundraise

Raising $250K on SAFE notes. Accelerator applications submitted. Pitch deck and financial model finalized.

Q2 2026

Public Beta Launch

Target: 50 listed models, 200 active buyers. Launch partner program with 5 enterprise customers.

Q4 2026

Seed Round

Target $2M raise. 500 models, 2K buyers, $50K MRR. Expand team to 12.

The Team

Experienced founders at the intersection of AI, security, and enterprise SaaS.

Taric Khalil

CEO & Co-Founder

20+ years of management leadership. Deep expertise in scaling organizations, go-to-market strategy, and navigating enterprise relationships.

Mohamed Osman

CTO & Co-Founder

Sr. Software Engineer at Light & Wonder. 12+ years experience. Built government-deployed AI systems. Pursuing MBA. Deep middleware marketplace expertise.

Hiring

Head of Product

Marketplace UX & seller experience. Planned hire within 6 months of close.

Hiring

Head of Growth

Enterprise sales & partnerships. Planned hire within 6 months of close.