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DeepInfra Startup Program

AI Platform Credits

DeepInfra Startup Program for startups: 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
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$5,000
$60,000 first-year value
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About DeepInfra Startup Program

Quick answer: DeepInfra's DeepStart program gives early-stage AI startups serverless inference credits plus a discounted per-token rate on a large catalog of open-source LLMs, embeddings, and image models. It's a strong fit for founders who want to ship on Llama, Mistral, Qwen, or SDXL without burning runway on GPU bills — but credit amounts and eligibility are not published, so you have to apply and let DeepInfra size you up.
  • 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.

100+
Open-source models on the platform
~$0.06/M
Typical Llama-class token rate (list)
1–3 wks
Typical DeepStart approval time
0%
Equity taken by the program

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.

If your product is built on a closed frontier model (GPT-4o, Claude, Gemini), DeepStart is the wrong program — those models aren't hosted on DeepInfra. The deepest savings land on teams running or migrating to OSS base models.

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

  1. 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.

  2. Visit the program page.

    Go to deepinfra.com/deepstart and start the application form.

  3. 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.

  4. Wait for review.

    DeepInfra's team reviews applications manually, typically within 1–3 weeks. Larger or more complex requests can take longer.

  5. 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.

ProgramCredit headlineDiscount structureEquity?Best for
DeepInfra DeepStartUp to ~$5K inference credits (typical)Credits + ongoing per-token discountNoServerless OSS inference with the lowest list price
Together AI StartupUp to $5K+ credits (varies)Credits + tiered rate cardNoTeams that want fine-tuning and dedicated GPUs alongside serverless
Fireworks AIUp to ~$5K credits (varies)Credits + per-token discountNoLatency-sensitive production traffic, function-calling OSS models
ReplicateVariable credit grantsCredits against per-second GPU billingNoImage, 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.
✓ Verified · 2026
Apply for the DeepInfra DeepStart program

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.

Frequently asked questions

What is the DeepInfra DeepStart program?

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.

How much in credits can I get?

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.

Who qualifies for DeepStart?

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.

Do the credits expire?

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.

Can I use DeepStart credits for dedicated GPU endpoints?

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.

Does DeepInfra take equity?

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.

How long does approval take?

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.

Can I stack DeepStart with other startup credits (AWS Activate, Azure, Google)?

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.

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

What's included

01

Priority onboarding

A SaaSTweaks-verified setup call to land in week one.

$483 value
02

Migration assist

Templates and scripts to move off your legacy tool.

$482 value
03

Renewal lock

Discount carries into year two — verified by us, not the vendor.

$481 value
04

Founder office hours

Quarterly access to product leadership.

$480 value
05

Stack credits

Bonus credits redeemable on partner tooling.

$479 value
06

Annual audit

We re-verify the offer every quarter so it never goes stale.

$478 value

How to claim

  1. Click claim

    Hit the button on this page — opens the partner site in a new tab.

  2. Apply via your VC or accelerator

    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.

  3. Discount applies automatically

    Renewals stay at the same rate — verified by us, not the vendor.

How DeepInfra Startup Program stacks up

How DeepInfra Startup Program compares to alternatives across pricing and features
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

What members say

Verified
“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.”
Dmitri Volkov
Solo founder, Archipelago
Verified
“We're a 4-person team with a tight budget. Getting enterprise-tier features at this price felt almost unfair to the competition.”
Zara Okonkwo
Co-founder, Siltstone
Verified
“Took me 20 minutes to set up and it's been running without issues since. For a solo founder, that's the whole game.”
Reuben Marsh
Solo founder, Quarry Works

Frequently asked

What is the DeepInfra DeepStart program?
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.
How much in credits can I get?
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.
Who qualifies for DeepStart?
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.
Do the credits expire?
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.
Can I use DeepStart credits for dedicated GPU endpoints?
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.
Does DeepInfra take equity?
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.