The AI Confluence

The marketplace where AI meets enterprise

Pre-Seed Pitch

September 2026

Raising $500K on post-money SAFE

Scroll to explore

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Our Purpose

We're building the vendor-agnostic marketplace where enterprises discover, evaluate, and deploy AI models, training data, agents, robots, and APIs — with independent testing, evaluation, ranking, and certification plus hardware-backed security that protects everyone's intellectual property.

AI Models

Training Data

AI Agents

Robots

APIs

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The Problem

Enterprise AI procurement is broken

Enterprises waste 6+ months evaluating AI vendors across fragmented platforms
No single platform to compare models, data, AND agents side-by-side
No independent quality authority — no "UL" or "Moody's" to test, certify, and grade AI models, agents, robots, or data
Training on sensitive data requires trusting the platform with your IP
AI model providers have no "Shopify" — they build custom sales pipelines

Industry Statistic

73%

of enterprise AI projects fail to move past pilot stage

0%100%

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The Solution

One platform. Every AI asset. Tested & Certified.

CONFLARA connects AI providers with enterprise buyers through a secure, standardized marketplace — with independent testing, certification, and grading for every asset.

Unified Marketplace

One marketplace for ALL AI assets: models, datasets, agents, robots, and APIs.

Confidential Computing

Secure training environment using TEEs. Your data never leaves the enclave.

Vendor Storefronts

"Shopify for AI" — sellers get branded storefronts, analytics, and tools.

Testing, Certification & Grading

Independent testing for models, agents, robots & data. CONFLARA Certified grades (Bronze–Platinum).

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Why Now

The window is wide open

Enterprise AI spending accelerating post-LLM revolution
Confidential computing hardware (H100 TEEs) just became production-ready
No winner in the "AI marketplace" or "AI certification" category yet
EU AI Act obligations (high-risk deadlines now Dec 2027 and Aug 2028 after the 2026 Omnibus) create demand for certified, tested AI. The EU delayed enforcement for lack of conformity-assessment infrastructure, which is what we build

AI Platform Market

$18.2B

2025

$94.3B

2030

38.9% CAGR

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The Product

Meet the CONFLARA Marketplace

marketplace.conflara.ai/explore

Models Datasets Agents Robots APIs

212 assets in preview catalog

N

NexLLM-70B

NLP / Text Generation / 70B params

TEE Ready

$0.003/1K tok 92.4

V

VisionNet-Pro

Computer Vision / Object Detection

Verified

$0.008/image 89.1

R

RoboGuard-X1

Robot / Industrial Safety / Inspection

Robot

$2,499/mo 91.3

A

AgentFlow-Builder

Agent / Multi-Step Reasoning / Automation

Popular

$99/mo 94.7

One-Click Deploy

API Integration

Secure Environment

Training Sandbox

Build Your Brand

Seller Storefront

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Business Model

Four pillars of revenue

Marketplace Commission

10-25%

Take rate on every transaction between AI providers and enterprise buyers.

Testing & Certification

$500-$10K

Per-evaluation fees + annual certification for models, agents, robots & data.

SaaS Subscriptions

Free$0

Pro$99/mo

Team$499/mo

Enterprise$10K+/mo

Data & Training Revenue

Per-GB data fees, per-job training charges, and 20-50% compute markup on secure training.

Hybrid model delivers 21% median growth rate

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Market Opportunity

A $94B market by 2030

TAM: $94.3B

AI Platform Market (2030)

SAM: $23.6B

AI Marketplace + MLOps (enterprise procurement)

SOM: $236M

1% of SAM in Year 3

Bottom-Up Validation

500 enterprise customers × $39K ACV

= $19.5M ARR (Year 3)

TAM $94.3B

SAM $23.6B

SOM $236M

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Traction & Validation

Building on proven foundations

Achieved

Lost & Found AI Model

Deployed by government agencies in production

PR Review AI Model

Used in production at current company

Platform Architecture

Built and running at conflara.ai (preview with sample data)

Targets

3 LOIs

From potential enterprise buyers

500+ Waitlist

Post-launch signup target

MVP Launch

NLP models for fintech vertical

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Competitive Landscape

Category of one

No existing platform combines a two-sided marketplace, independent testing & certification, vendor-agnostic approach, and confidential computing in a single product.

Key Differentiator

"Only platform combining marketplace + AI testing & certification + confidential computing — the UL + Shopify for AI"

Hub / Directory

True Marketplace

Unified

Single Category

Hugging
Face

Scale AI

Together
AI

AWS
Mktplace

CONFLARA

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The Team

Built by builders

TK

Co-Founder & CEO

Taric Khalil

New York, United States

20+ years of management leadership. Deep expertise in scaling organizations, building go-to-market motions, and navigating complex enterprise and regulatory relationships. The operational backbone that turns CONFLARA's technology into a category-defining business.

MO

Co-Founder & CTO

Mohamed Osman

Cairo, Egypt

Senior Software Engineer at Light & Wonder with 12+ years of experience. Built a government-deployed AI system (Lost & Found model) and production AI code review agents. Pursuing MBA. Deep middleware marketplace domain expertise from Light & Wonder (Scientific Games / LNW) — the exact business model CONFLARA applies to AI.

Head of Product

Marketplace UX & seller experience

Hiring

ML Engineer

Model evaluation & benchmarking systems

Hiring

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Go-to-Market Strategy

Land, expand, dominate

Phase 1 — Months 0-6

Foundation

SaaS tools for AI providers. Curate 50-100 high-quality models on the platform.

Phase 2 — Months 6-12

Transactions

Enable marketplace transactions. Onboard 3-5 anchor enterprise buyers.

Phase 3 — Months 12-18

Scale

Training-as-a-service, agent marketplace, expand verticals beyond fintech.

Wedge Strategy

Start narrow. Scale wide.

NLP
FinTech

All Verticals
Models + Data
+ Agents

NLP models for fintech (initial wedge)

Healthcare, legal, government (Year 2)

Full AI marketplace (Year 3+)

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Financial Overview

Path to $15M ARR

Year 1

$0-50K

Year 2

$0.5-1.5M

Year 3

$5-15M ARR

Monthly Burn

$25K

Lean team

Break-Even

Mo 24-30

Self-sustaining

Revenue Trajectory

$15M

$10M

$5M

$0

Launch

Year 1

Year 2

Year 3

Year 2 Customers 50 paying

Year 3 Customers 500 enterprise

Year 3 Verticals Multiple

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The Ask

Join us at the ground floor

Raising

$500,000

Pre-Seed Round

Instrument Post-Money SAFE

Valuation Cap $8M

Runway 20 months

Key Milestones

1

MVP launch

2

5 paying customers

3

$10K MRR

Use of Funds

$500K

Total Raise

Engineering / Product

45% · $112.5K

Go-to-Market

22% · $55K

Operations

13% · $32.5K

Cloud / Infra

12% · $30K

Buffer

8% · $20K

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