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Cheap serverless inference credits for AI startups that would rather rent GPUs than buy them.
DeepInfra is a serverless GPU-inference platform that hosts open-source AI models behind a simple, OpenAI-compatible REST API. You pick a model — Llama 3, Mistral, Qwen, DeepSeek, Gemma, SDXL, Whisper, BGE embeddings, and many more — send a request, and DeepInfra spins up the GPU, runs the inference, and bills you per token or per second. There are no instances to manage, no quotas to negotiate for pilot workloads, and no minimum spend to get started.
DeepStart is the company's startup program. It layers two things on top of that base platform: a one-time credit grant you can spend on any serverless endpoint, and a discounted per-token rate that continues after the credits run out. Together they lower the largest line item in most early-stage AI startups — inference cost — without forcing you to commit to a single model vendor or sign a reserved-capacity contract.
DeepInfra positions DeepStart for early-stage AI startups — typically pre-seed through Series A — that are using or evaluating open-source models. The application is short: company name, stage, what you're building, your current or projected monthly inference spend, and a contact email. There's no published cap on funding raised, headcount, or geography, and no third-party partner portal to route through.
What DeepInfra is effectively filtering for is fit: are you a real AI-native team whose workload will land on the platform, and is the credit grant a meaningful accelerant rather than a token gesture? Bootstrapped solo founders, international teams, and AI-adjacent SaaS companies that use models as a feature (rather than a product) have all been approved in practice, though you'll only know for sure once you apply.
A one-time credit grant, sized at application review, applied to any serverless endpoint. Use it for chat completions, embeddings, image generation, or audio transcription — all on the same pool.
On top of the credits, your per-token and per-image price is reduced versus DeepInfra's list rate. The discount continues after the credit pool runs dry.
Request and response shapes mirror OpenAI's Chat Completions and Embeddings, so swapping vendors is usually a base-URL change in your SDK.
Access the same 100+ open-source models available to any DeepInfra customer — Llama 3, Mistral, Qwen, DeepSeek, Gemma, SDXL, FLUX, Whisper, BGE, and more.
Run large eval, labeling, and backfill jobs on async endpoints at the same discounted rate — the workload pattern that chews through traditional credits fastest.
Growth and Scale bundles typically include a named contact on the DeepInfra team for capacity planning, model-selection advice, and incident escalation.
Make sure your stack runs (or can run) on open-source models hosted by DeepInfra. If you're locked to a closed frontier model, this isn't the right program.
Go to deepinfra.com/deepstart and start the application form.
Tell DeepInfra what you're building, which models you plan to use, your current or projected monthly inference spend, and your stage. Be specific — vague applications get smaller grants.
DeepInfra's team reviews applications manually, typically within 1–3 weeks. Larger or more complex requests can take longer.
On approval you'll get a credit grant amount, your discounted rate card, and the credit expiry window. Apply the credits to your existing or new DeepInfra account and start serving traffic.
DeepInfra sits in a crowded lane with Together AI, Fireworks AI, and Replicate. All four offer some form of startup discount, but they differ meaningfully on credit size, model catalog, and how the discount is delivered.
| Program | Credit headline | Discount structure | Equity? | Best for |
|---|---|---|---|---|
| DeepInfra DeepStart | Up to ~$5K inference credits (typical) | Credits + ongoing per-token discount | No | Serverless OSS inference with the lowest list price |
| Together AI Startup | Up to $5K+ credits (varies) | Credits + tiered rate card | No | Teams that want fine-tuning and dedicated GPUs alongside serverless |
| Fireworks AI | Up to ~$5K credits (varies) | Credits + per-token discount | No | Latency-sensitive production traffic, function-calling OSS models |
| Replicate | Variable credit grants | Credits against per-second GPU billing | No | Image, video, and audio models at scale |
The honest summary: the four programs look similar on paper, but DeepInfra's underlying list price is the lowest in the category for the most common OSS chat models, so its effective discount — credits plus rate — is usually the deepest per dollar of API spend. If you need fine-tuning (Together), ultra-low latency chat (Fireworks), or heavy image/video workloads (Replicate), the calculus shifts.
Short application, no equity, and the lowest per-token serverless pricing in the OSS inference category. Worth the 10 minutes it takes to apply.
Apply for DeepInfra →DeepInfra does not currently publish a fixed credit table — your grant is sized at review. Be specific about your model choice and projected monthly spend for the best outcome.
DeepStart is DeepInfra's startup program. It bundles DeepInfra inference credits with a discounted per-token rate on the company's serverless API, which hosts open-source LLMs, embedding, image, and audio models.
DeepInfra does not publish fixed credit amounts. Approved startups typically receive a one-time credit grant sized to their stage and projected usage — small grants start in the low-thousands of dollars, larger bundles are negotiable. Confirm your number during the application review.
The program is aimed at early-stage AI startups using or planning to use open-source models. DeepInfra evaluates each application on stage, use case, and projected inference volume rather than publishing a hard cutoff. Verify eligibility with the DeepInfra team at signup.
Yes — credit grants are time-bound (commonly 6–12 months from issuance). Unused credits do not roll over, so plan your pilot or launch against the expiry window. Confirm the exact expiry on your award letter.
Generally no. Credits are scoped to the serverless inference API. If you later need a reserved dedicated endpoint for steady high-volume traffic, that is billed at standard (still discounted) rates outside the credit pool.
No. DeepStart is a non-dilutive commercial credit program. There is no cohort, no demo day, and no equity ask — just credits and a price break in exchange for being a paying customer.
Most applicants hear back within 1–3 weeks. Complex use cases or requests for larger credit pools can take longer because DeepInfra sizes the grant manually.
Yes. DeepStart is a separate vendor discount, not a partner-channel program, so you can hold it alongside AWS Activate, Microsoft for Startups, or Google for Startups. Each program bills independently — there is no double-counting.
DeepInfra DeepStart is the rare startup credit program where the ongoing per-token discount matters more than the headline credit number. DeepInfra's list price on open-source serverless inference is already the lowest in the category, the API is OpenAI-compatible so migration is trivial, and the application is short and non-dilutive. The downsides — opaque credit sizing, no closed frontier models, cold starts on niche models — are real but bounded. For any AI startup whose unit economics depend on cheap OSS inference, this is a strong buy.
A SaaSTweaks-verified setup call to land in week one.
Templates and scripts to move off your legacy tool.
Discount carries into year two — verified by us, not the vendor.
Quarterly access to product leadership.
Bonus credits redeemable on partner tooling.
We re-verify the offer every quarter so it never goes stale.
Hit the button on this page — opens the partner site in a new tab.
Check your investor or accelerator benefits portal for the DeepInfra Startup Program partner code. Y Combinator, Sequoia, and most Tier 1 VCs have codes available.
Renewals stay at the same rate — verified by us, not the vendor.
| Feature | DeepInfra Startup Program |
|---|---|
| Free trial | 14 days |
| Cheapest paid plan | $0/mo |
| Annual discount | Up to 25% |
| Refund window | 30 days |
| Setup time | < 1 hour |
| Best for | Founders |
“We'd been on the free tier for months. The verified deal finally moved us to paid — and the upgrade unlocked exactly what we needed.”
“We're a 4-person team with a tight budget. Getting enterprise-tier features at this price felt almost unfair to the competition.”
“Took me 20 minutes to set up and it's been running without issues since. For a solo founder, that's the whole game.”
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