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STATUS: ACTIVESYSTEM_NOMINAL
NVIDIA Preferred Partner

SCALE
at
GMI Cloud

4-week Equity-Free Startup Program for AI-native teams — focused on infrastructure, inference, and real-world scale

Apply to the Cohort
PROGRAM TIMEApril-May,2026
LOCATIONSF/Mountain View
STATUSCohort 01
About
Us
Scale

Where AI start-ups take form
before scale

SCALE at GMI is a hands-on scaling program for AI startups at the moment when infrastructure decisions matter most. We work with a small cohort of technical founders to help them design, optimize, and deploy production-ready AI systems — before cost, latency, and reliability become bottlenecks.

This is not a pitch competition.
It's where serious AI products get ready for real scale.

Program
Highlights
Up to $40K+ in Structured Credits
Up to $40K+ in Structured Credits

Onboard fast with MaaS credits, unlock 1:1 matching as you scale, and earn a GPU voucher after completing the program.

100% Equity-Free
100% Equity-Free

Onboard fast with MaaS credits, unlock 1:1 matching as you scale, and earn a GPU voucher after completing the program.

The Full GMI Product Suite
The Full GMI Product Suite

Get complete access to GPU Cloud for training, Inference Engine (MaaS) for deployment, Cluster Engine for orchestration, and the new GMI Studio for visual workflows.

Curated Program Events
Curated Program Events

A curated series of technical, GTM, fundrasing workshops, architecture reviews, and 1:1 mentorship sessions with AI leaders, all designed to solve real-world scaling problems.

Sponsors AND
Partners

NVIDIA Inception Program

NVIDIA Inception Program

Infra & Compute

Infra & Compute

Services & Enablement Layer

Services & Enablement Layer

Data & Storage

Data & Storage

Community Partner

Community Partner

Event Partner

Event Partner

NVIDIA Inception Program

NVIDIA Inception Program

Infra & Compute

Infra & Compute

Services & Enablement Layer

Services & Enablement Layer

Data & Storage

Data & Storage

Community Partner

Community Partner

Event Partner

Event Partner
Program
Flow
Application DeadlineApril 3
Cohort AnnouncementApril 4
Program DurationApril 6 - May 7
Demo DayMay 8
Credits

Phase 01 - Onboarding Credits

$300 MaaS Credits to get your first integration live.

Completed
Unlock By
Completing onboardingFirst successful API call or deployment
Best forAPI usage, inference testing, multimodal workflows
TimingIssued during onboarding week

Phase 02 - Growth Matching

1:1 credit matching up to $1,000 to accelerate real paid usage.

Completed
How It WorksFor every $1 you add to MaaS, GMI matches $1 in credits.
Rules
1:1 matchingUp to $1,000 (cap)One-time per startup
TimingAvailable starting Week 2

Completion Reward - GPU Voucher

$3,000 GPU Voucher for teams that complete the program and are ready to scale.

Completed
Eligibility
Complete the full programParticipate in Demo DayMeet minimum usage/engagement standards
Can be used forTraining, dedicated inference, reserved instances
TimingAvailable starting Week 2
Validity60-90 days

Partner Credits - GMI Ecosystem

Credit and support packages offered by our partners and sponsors

Upcoming
Up to 40k from all GMI partners
Your Support
System

Meet Builders, Operators &
Mentors in the Room

People actively shaping AI systems — sharing what works, what breaks, and what scales.

Lillian Ma
Lillian MaGlobal Partnership & Growth @GMI Cloud
Yijie Hong
Yijie HongDirector of Engineering @GMI Cloud
Zen Duan
Zen DuanSoftware Engineer @GMI Cloud
Louisa Guo
Louisa GuoHead of Marketing @GMI Cloud
Yujing Qian
Yujing QianHead of Engineering @GMI Cloud
Stephan Li
Stephan LiHead of Sales @GMI Cloud
Sponsor
Benefits

FAQ