Investor Relations

The AI Layer
for Every Browser

MingLLM is building Tensor — the first multi-provider AI browser extension with 236 tools, privacy-first architecture, and zero subscription cost. We're seeking partners to scale.

PRE-SEED  ·  RAISING  ·  2026

At a Glance

0
Tools Shipped
0
AI Providers
0
Feature Categories
$0
Cost to User
0
Months to Ship
0
Person Team
$0
External Funding
100%
Bootstrapped

Why Now

The browser AI market is exploding — but every player is locked to one model and charges a subscription. We don't.

Timing Advantage

OpenAI Operator launched at $200/mo. ChatGPT Atlas at $20/mo. Perplexity Comet is cloud-only. Every major AI company is entering browser automation — validating the market — but none offer a free, local, multi-provider solution. We do.

Privacy Moat

Post-GDPR, privacy is the #1 user concern. Tensor processes everything locally — zero telemetry, zero cloud dependency. As regulation tightens globally, cloud-dependent competitors face compliance costs we simply don't have.

Distribution Edge

Chrome extensions have zero-friction install — one click from the Web Store. No app download, no sign-up, no credit card. The Chrome Web Store reaches 3B+ Chrome users globally. Free + one-click = viral coefficient.

Platform Potential

Tensor isn't just a tool — it's a platform. The workflow marketplace, API, and agent ecosystem create network effects. Every workflow shared makes the platform more valuable for every user.

The Opportunity

Browser AI sits at the intersection of the $300B+ AI market and 5B+ browser users worldwide.

TAM
$85B
Global AI-powered productivity software market by 2030. Every knowledge worker with a browser is a potential user.
SAM
$12B
Browser extension & browser automation market. Includes productivity extensions, web scraping, and RPA tools.
SOM
$500M
AI-native browser extensions addressable in the first 3 years. Power users, developers, and early adopters who need AI-augmented browsing today.

How We Monetize

Free core product drives adoption. Premium layers and platform economics drive revenue.

Now — Growth

Free Core Extension

All 236 tools, all 6 AI providers — completely free. Users bring their own API keys. This eliminates the biggest barrier to adoption and builds the user base.

  • Zero CAC through organic Chrome Web Store distribution
  • BYOK model means zero compute costs for MingLLM
  • Free product undercuts every paid competitor
Next — Monetization

Workflow Marketplace

User-created automation workflows sold through a built-in marketplace. MingLLM takes a platform fee on every transaction — recurring revenue with zero content creation cost.

  • Creators build and sell reusable workflows
  • MingLLM takes 20-30% platform fee
  • Network effects: more workflows → more users → more creators
Next — Expansion

Tensor Pro

Premium tier for power users and teams. Includes cloud sync, team collaboration, priority support, and advanced agent capabilities.

  • $9.99/mo individual, $29.99/mo team
  • Cloud sync & cross-device workflows
  • Team admin, shared agents, audit logs
Future — Scale

Enterprise & API

Enterprise licensing for organizations. Public API for developers building on Tensor's automation infrastructure.

  • SSO, compliance, admin controls
  • API access for custom integrations
  • Custom deployment & support SLAs

Why We Win

Head-to-head comparison against every major browser AI product on the market today.

Capability Tensor OpenAI Operator ChatGPT Atlas Perplexity Comet
Price Free $200/mo $20/mo $20/mo
AI Providers 6 providers, 20+ models OpenAI only OpenAI only Perplexity only
Privacy 100% local processing Cloud-dependent Cloud-dependent Cloud-dependent
Tools 236 tools ~10 actions Search + browse Search + browse
Parallel Agents Multi-tab swarm Single window Single thread Single thread
Persistent Agents Survives restart
Local Models Ollama support
Open Architecture BYOK, any model Vendor locked Vendor locked Vendor locked

Execution Timeline

v1.0 Foundation Shipped Jan 2026

Core automation, multi-provider AI, side panel chat, dark mode engine, and privacy shield. Validated core product-market fit.

v2.0 Intelligence Shipped Feb 2026

Expanded to 236 tools across 12 categories. Added agent engine, knowledge base, workflow recording, and deep think mode.

v2.1 Autonomy Current Mar 2026

Persistent background agents, multi-tab swarm, proactive intent engine, cross-app orchestration. Preparing for marketplace launch.

v2.2 Marketplace Planned Q2 2026

Workflow marketplace launch. Creator tools, revenue sharing, template library. First monetization milestone — target: 100 workflows listed.

v3.0 Platform Planned Q3 2026

Tensor Pro launch. Enterprise features (SSO, audit logs, admin). Public API. Mobile companion app. Target: first $1M ARR.

Who's Building

Yiming Beckmann
Founder & CEO

Solo-built a 236-tool AI browser extension in 3 months. MIT Schwarzman College of Computing, CSAIL, and Sloan. Full-stack engineer who ships product at startup speed with enterprise-grade architecture.

MIT Full-Stack Solo Founder 236 Tools in 90 Days
LinkedIn →

Use of Funds

Every dollar goes directly to product development and user acquisition. Zero waste.

40%

Engineering & Product

Hire 2-3 senior engineers for marketplace backend, enterprise features, and mobile companion app development.

25%

Growth & Distribution

Chrome Web Store optimization, developer community building, content marketing, and strategic partnerships with AI providers.

20%

Infrastructure

Cloud infrastructure for marketplace, sync services, and Tensor Pro backend. CDN and API infrastructure for scale.

15%

Operations & Runway

Legal, compliance, accounting, and 18-month operational runway buffer. Lean operations with remote-first team.

Let's Talk

We're building the infrastructure layer for AI-powered browsing. If you're interested in the opportunity, we'd love to connect.

Contact Us → View Product →