DeepInfra Startup Program
DeepInfra Startup Program: Up to $5,000 in DeepInfra inference credits + discounted API pricing
Cheap serverless inference credits for AI startups that would rather rent GPUs than buy them.
- Cheap open-source inference on tap
- One platform, many model families
- OpenAI-compatible API
- Serverless means zero infra to babysit
About DeepInfra Startup Program
- Program is DeepStart — credit-based, application-only, no public tier table.
- Credits apply to DeepInfra's serverless inference API (text, embeddings, images, audio).
- Best fit: pre-seed to Series A AI startups running OSS models in production or pilots.
- Discounted per-token pricing layered on top of the credits is the real long-term upside.
- Apply directly at deepinfra.com/deepstart — no third-party partner, no equity, no cohort.
What is DeepInfra, and what is DeepStart?
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.
Who qualifies for DeepStart?
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.
What you get with the DeepInfra DeepStart program
Inference credits
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.
Discounted per-token rate
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.
OpenAI-compatible API
Request and response shapes mirror OpenAI's Chat Completions and Embeddings, so swapping vendors is usually a base-URL change in your SDK.
Full OSS model catalog
Access the same 100+ open-source models available to any DeepInfra customer — Llama 3, Mistral, Qwen, DeepSeek, Gemma, SDXL, FLUX, Whisper, BGE, and more.
Async and batch endpoints
Run large eval, labeling, and backfill jobs on async endpoints at the same discounted rate — the workload pattern that chews through traditional credits fastest.
Direct technical contact
Growth and Scale bundles typically include a named contact on the DeepInfra team for capacity planning, model-selection advice, and incident escalation.
How to apply for DeepStart
- Confirm fit.
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.
- Visit the program page.
Go to deepinfra.com/deepstart and start the application form.
- Describe your use case.
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.
- Wait for review.
DeepInfra's team reviews applications manually, typically within 1–3 weeks. Larger or more complex requests can take longer.
- Receive your credit + discount letter.
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.
DeepStart vs other inference-platform startup programs
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.
✓ Apply if you:
- Build an AI-native product on open-source LLMs, embeddings, or image models.
- Are pre-seed to Series A with a real workload, not just an idea.
- Want a non-dilutive credit program with a short, direct application.
- Care more about long-term per-token cost than the size of a one-time credit.
- Are already using OpenAI/Anthropic and want a cheaper OSS fallback for the same API shape.
✗ Skip if you:
- Are locked to a closed frontier model (GPT-4o, Claude, Gemini) — DeepInfra doesn't host those.
- Need guaranteed dedicated GPU capacity from day one (look at Together or Fireworks reserved).
- Are a late-stage company with negotiated enterprise contracts elsewhere.
- Already consume $50K+/month in inference — a startup program is rounding error; you want a custom deal.
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.
Final verdict
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.
Capabilities
- • Serverless inference API credits usable across text, embedding, image, and audio models
- • Discounted per-token pricing layered on top of the credit grant
- • Access to 100+ open-source models including Llama 3, Mistral, Qwen, DeepSeek, and Gemma families
- • Async and batch endpoints for large-scale eval and data-labeling workloads
- • OpenAI-compatible request/response schema for drop-in migration
- • Per-second GPU billing on dedicated endpoints when you outgrow serverless
- • LoRA fine-tuned model hosting on the same platform
- • Embeddings endpoint for retrieval, semantic search, and RAG pipelines
How to claim
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Click claim
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Sign up through the partner link
No code needed — the offer applies automatically when you register through our DeepInfra Startup Program link.
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Offer applies automatically
No surcharge to you — verified by the SaaSTweaks Deal Desk, not the vendor.
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