The AI Confluence

The marketplace where AI meets enterprise

Pre-Seed Pitch

February 2026

Raising $250K 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 (Aug 2026) creates compliance demand for certified, tested AI and standardized procurement

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

2,847 assets available

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

Designed and validated technical approach

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

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

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

$250,000

Pre-Seed Round

Instrument Post-Money SAFE

Valuation Cap $8M

Runway 14 months

Key Milestones

1

MVP launch

2

5 paying customers

3

$10K MRR

Use of Funds

$250K

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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