
AWS offers up to $1,000,000 in generative AI credits. What they cover across models and compute, how the bill behaves at scale, and what they stack with.

UpCloud is a Finnish cloud provider running 15 data centres, and its Startup Program grants service credits plus 24/7 human support and solution-architect consultations. Credits are tiered on objective criteria, not negotiated: €1,000 for startups in Europe outside the Nordics, €5,000 for Nordic startups (FI, SE, NO, DK, IS), and €10,000 to €25,000 at UpCloud's sole discretion only for startups that have raised over €5M and are affiliated with a VC, incubator or accelerator in UpCloud's ecosystem. Eligibility is limited to companies registered in the EU, EEA, UK or Switzerland with a valid VAT ID, founded within the last 24 months, and not already an UpCloud customer; you must open an UpCloud account before applying. GPU servers are excluded from credit usage, so this covers general compute, storage, networking and managed databases rather than AI training.
EU/EEA/UK/CH only, VAT ID, under 24 months old
EU/EEA/UK/CH only, VAT ID, under 24 months old
Active company website & working product URL
Business domain work email (e.g. [email protected])
First-time applicant to UpCloud startup tier

AWS offers up to $1,000,000 in generative AI credits. What they cover across models and compute, how the bill behaves at scale, and what they stack with.

Greylock Edge is a 3-month company-building program from the venture firm Greylock, open to pre-idea, pre-seed and seed founders. Accepted founders get $500K+ in credits with AWS, Google, Microsoft and other partners, plus access to Greylock's recruiting team, AI researchers in residence and customer network. Greylock does not require an investment to join, and financing ranges from a priced seed round to an uncapped SAFE to no capital at all. Applications are rolling with no deadline, but Greylock states it works with only a very select handful of founders, so acceptance odds are low.

Google Cloud AI Startups Tier - $350,000 in credits over 2 years plus $12,000 in technical support for AI-first startups. This enhanced tier is designed for startups building with Google's AI stack. Access Gemini models through Vertex AI, fine-tune models with custom data, and deploy at scale. Includes priority technical support from Google's AI specialists, enhanced rate limits, and early access to new AI features. The program targets companies where AI/ML is core to the product, not just a feature
Direct credits applied upon approval
Moderate approval (~55–70%). Requires active business domain, live MVP, or founder verification.
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