STATUS: ACTIVESYSTEM_NOMINAL
NVIDIA Preferred Partner

SCALE
at
GMI Cloud

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

Apply to Cohort 3
PROGRAM TIMESpring 2027 (Mar-May)
LOCATIONTBA
STATUSCohort 03 applications open
NVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRampNVIDIATiDBComposioPilotSmallest.aiHydraDBBria AIPhinite AIViduHellyeahGlasserAdaLRamp
About
Us

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.

What Cohort
01 built
Cohort _ 01Status: Complete
Apr – May 2026 SF/Mountainview

Five weeks. 25 AI companies. Real infra, real raises, real demos.

Here's what came out, before we open Cohort 03

By the numbers
COHORT_01.READOUTVerified
92B
Tokens burned / month
$26M
Raised collectively
$11M
Largest single raise
30%
Acceptance rate
900+
Demo day RSVPs
16
Founders on stage
Demoday · AGI House
WHAT FOUNDERS SAY

“ SCALE got our inference costs and our GTM sorted in the same five weeks. We walked into Demo Day with traction, not just a deck ”

Founder, Cohort 01
Program
Highlights
Anyone can give you credits. We give you the room
Program
Partners
NVIDIA Inception Program
nvidia
Program Partners

$125k in MaaS and Compute credits

gmi

$5000 in credits

openai

3 Months Free Growth Plan

composio

6 Months of Pilot Core 20% off

pilot

$3K in Database Credits

tidb

$500 TTS-only Credits per startup

inworld

$10K in API credits across TTS and STT

smallest-ai

$300 in Credits

bria-ai

$500 in Credits

vidu

2 Months Free Platform Access

phinite-ai

$8K in Credits

hydra-db

Up to $17,500 in credit

pixverse

Up to $5,000 in credit

kimi

50% off for the first 3 months up to 3 lines

photon

20% off first year

pulley

1k requests free a month

exa

6 months free

notion

up to $500 ads campaign credits

hellyeah

$10 credits + 50% off at top up

glasser

6 months of AdaL Pro free

adal

$1,000 sign on bonus + 1.5% cashback

ramp
Community Partner
57blocksnewportairho
Program
Flow
Application DeadlineTBA
Cohort AnnouncementTBA
Program DurationSpring 2027 (Mar-May)
Demo DayTBA
Credits

Cohort 3 credit terms will be confirmed before kickoff.

Phase 01 - Onboarding Credits

$500 MaaS Credits on acceptance to get your first integration live.

Unlock By
GMI Cloud org ID createdFirst API call logged
Best forAPI usage, inference testing, multimodal workflows
TimingIssued on acceptance

Phase 02 - MaaS Builder Matching

1:1 credit matching up to $4,500 to accelerate real usage.

How It WorksFor every $1 you add to MaaS, GMI matches $1 in credits.
Rules
1:1 matchingUp to $4,500 (cap)
Unlock By
Weekly build log publishedProduct shipped or in beta

Phase 03 - Dedicated Endpoint

20% off dedicated endpoints for teams with steady volume.

EligibilitySteady inference volume + latency needs
CoverageUp to 200 hrs

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
Charles Ding
Charles DingFounder & CEO Chamber (YC W26)
Shikha Kansal
Shikha KansalAngel Investor
Sponsor
Benefits

FAQ