TokenMix Research Lab · 2026-04-02

15 Best Free LLM APIs 2026: Tested Limits, No Credit Card
Last Updated: 2026-07-13 Author: TokenMix Research Lab Data verified: 2026-07-13 — Google, Groq, OpenRouter, Cerebras, Mistral, GitHub, Cloudflare, Cohere, Hugging Face, NVIDIA, Vercel, SambaNova, AI21, Fireworks, and DeepSeek official documentation
The best free LLM API in 2026 is Google Gemini for broad prototypes, Groq for fast short calls, and OpenRouter for model variety. This ranking checks 15 APIs and separates permanent free quotas from monthly credits, one-time trials, and account-dependent offers.
Google confirms free input and output tokens for selected Gemini models, but exact active limits vary by project and must be checked in AI Studio (Google pricing, Google rate limits). Groq's official table gives llama-3.3-70b-versatile 30 RPM, 1,000 RPD, 12K TPM, and 100K TPD. OpenRouter allows 20 RPM and 50 free-model requests per day until an account has purchased at least $10 in credits, when the daily cap becomes 1,000. These are useful prototype limits. None is a production SLA.
Table of Contents
- Quick Verdict
- What Changed Since April
- All 15 Free LLM APIs Ranked
- Tier 1: Best Permanent Free APIs
- Tier 2: Good Free Evaluation APIs
- Tier 3: Credits and Conditional Access
- Rate Limit Reality
- No-Card Picks vs Credit Trials
- Cost Math
- Code Examples
- Decision Matrix
- Risks and Caveats
- Final Recommendation
- FAQ
Quick Verdict
| Claim | Status | Source |
|---|---|---|
| Google Gemini API still has a free tier with free input and output tokens on selected models | Confirmed | Google pricing |
| Google publishes one universal free RPD number for every project | False | Google rate limits says active limits vary and should be checked in AI Studio |
| Groq free plan is strong for short fast tests but token/day limits can bind before request/day limits | Confirmed | Groq rate limits |
OpenRouter :free models allow 20 RPM and 50 RPD for users with less than $10 purchased credits |
Confirmed | OpenRouter limits |
| Cerebras Free tier gives most listed models 30 RPM and 14,400 RPD | Confirmed | Cerebras rate limits |
| GitHub Models free API usage is intended for experimentation and is rate limited by model class | Confirmed | GitHub Models docs |
| Cohere trial keys are free for evaluation, with Chat at 20 RPM and 1,000 calls/month | Confirmed | Cohere rate limits |
| Vercel AI Gateway includes $5 in recurring monthly credits on its free tier | Confirmed | Vercel pricing |
| Fireworks gives new users a one-time $1 credit | Confirmed | Fireworks FAQ |
| DeepSeek 5M signup tokens remain visible in TokenMix tests, but the official docs page used here confirms billing from granted balance rather than the exact signup amount | Likely | DeepSeek pricing, TokenMix DeepSeek test |
What Changed Since April
The free LLM API market now splits into four buckets: permanent quotas, recurring credits, one-time trials, and account-dependent grants. Mixing those buckets is how developers get bad cost forecasts.
| Change | April-style assumption | July 13 reality | Status |
|---|---|---|---|
| Google free limits | One stable public RPD number | Free tier is confirmed, but active project limits vary and AI Studio is the source of truth | Confirmed |
| Groq speed framing | "300+ TPS" as the headline | Official docs should be cited for RPM, RPD, TPM, and TPD; speed claims need external benchmark support | Confirmed |
| OpenRouter free tier | "Many free models" | Free :free requests are capped: 20 RPM, 50 RPD unless at least $10 credits are purchased |
Confirmed |
| GitHub Models | Playground only | Free API experimentation is documented, but limits differ by model class and Copilot plan | Confirmed |
| Cerebras | 5 RPM free trial | Most listed Free-tier models now show 30 RPM and 14,400 RPD | Confirmed |
| Hugging Face | Broad free inference | Free users receive $0.10/month and can buy credits after it is consumed | Confirmed |
| Together AI | Signup credits available | No free trial; minimum $5 purchase and a payment method are required | Confirmed |
| Fireworks | Fixed amount unclear | Official FAQ now confirms a one-time $1 new-user credit | Confirmed |
| DeepSeek | 5M tokens as universal fact | Treat exact signup grant as Likely unless verified in your dashboard | Likely |
The practical update: use the free tiers as routing lanes, not as a single backend. If you are building an app with real users, the safer pattern is covered in AI API Gateway 2026: put free models behind fallback, budget caps, and per-provider status checks.
All 15 Free LLM APIs Ranked
| Rank | Provider | Free surface | Best use | Hard limit or catch | Status |
|---|---|---|---|---|---|
| 1 | Google Gemini API | Free input/output on selected models | Broad and multimodal prototypes | Project limits vary; check AI Studio | Permanent free tier |
| 2 | Groq | Model-specific Free Plan | Fast short chat and extraction | TPM/TPD often bind first | Permanent free tier |
| 3 | OpenRouter | :free model variants |
Testing many models through one API | 20 RPM; 50 RPD before $10 purchased credits | Permanent free models |
| 4 | GitHub Models | Free API experimentation | Model tests inside GitHub workflows | Low tier 150 RPD; high tier 50 RPD on Copilot Free | Free evaluation tier |
| 5 | Cloudflare Workers AI | 10,000 neurons/day | Edge and serverless inference | Usage varies by model and token volume | Recurring free allocation |
| 6 | Cerebras | Free tier | Fast hosted open models | Most listed models: 30 RPM, 14.4K RPD | Permanent free tier |
| 7 | Mistral | Free mode | European-hosted prototyping | Limits are workspace-specific | Free evaluation mode |
| 8 | Cohere | Trial/evaluation key | Chat, embeddings, reranking, RAG tests | Chat 20 RPM; 1,000 calls/month; no production | Free evaluation tier |
| 9 | Vercel AI Gateway | $5/month included | One endpoint across many providers | Buying credits ends the monthly free-credit tier | Recurring monthly credit |
| 10 | Hugging Face Inference Providers | $0.10/month | Sampling open models and providers | Tiny credit; buy credits for more usage | Recurring monthly credit |
| 11 | NVIDIA NIM API Catalog | Hosted evaluation endpoints | Testing NVIDIA-optimized open models | No single public hosted credit/RPD figure | Conditional evaluation access |
| 12 | SambaNova Cloud | $5 signup credit | Fast open-model evaluation | Expires after 30 days | One-time trial |
| 13 | AI21 Labs | $10 signup credit | Jamba API and playground evaluation | Expires after three months | One-time trial |
| 14 | Fireworks AI | $1 signup credit | Serverless open-model evaluation | Stops when the credit is consumed | One-time trial |
| 15 | DeepSeek API | Account-dependent granted balance | Low-cost model evaluation | No official universal 5M-token grant | Unconfirmed/conditional |
This is also why OpenRouter alternatives and TokenMix vs OpenRouter vs Portkey vs LiteLLM are not just gateway comparisons. TokenMix.ai treats free model access as a routing lane with changing availability, not as a guaranteed entitlement.
Tier 1: Best Permanent Free APIs
The top five give repeatable no-cost capacity rather than a credit that disappears after signup.
1. Google Gemini API — Best Overall Free LLM API
Google is the best first choice for a general prototype because selected Gemini models have free input and output tokens, including multimodal options. The catch is quota ambiguity: Google's rate-limit documentation explicitly sends developers to AI Studio for their active project limits. Do not copy the old 1,500-RPD claim into a capacity plan.
2. Groq — Best Free API for Fast Short Calls
Groq is the cleanest free lane for latency-sensitive extraction, classification, and chat. Groq lists 30 RPM, 1,000 RPD, 12K TPM, and 100K TPD for llama-3.3-70b-versatile; the daily token cap allows only about 100 calls if each call consumes 1,000 total tokens.
3. OpenRouter — Best Free API for Model Variety
OpenRouter is the easiest way to test many :free model variants behind one OpenAI-compatible endpoint. Its official limits are 20 RPM and 50 RPD when purchased credits are below $10, rising to 1,000 RPD after at least $10 has been purchased. The higher cap is useful, but it is no longer a pure zero-payment setup.
4. GitHub Models — Best for Developer Workflow Tests
GitHub Models is strongest when comparison and prompt testing already happen inside GitHub. GitHub documents 15 RPM and 150 RPD for low-tier models on Copilot Free, versus 10 RPM and 50 RPD for high-tier models. It is an experimentation surface, not a production commitment.
5. Cloudflare Workers AI — Best Free Edge API
Cloudflare Workers AI is the best fit for small inference tasks already running on Workers. Cloudflare includes 10,000 neurons per day at no cost. Neurons vary by model and token volume, so the quota cannot honestly be translated into one universal requests-per-day number.
Tier 2: Good Free Evaluation APIs
These five are useful for serious evaluation, but each has a narrower model catalog, smaller allowance, or non-production restriction.
6. Cerebras — Highest Published Free Request Cap
Cerebras now publishes materially better Free-tier limits than the old 5-RPM figure. Its current table gives most listed models 30 RPM, 14,400 RPD, 60K or 64K TPM, and 1M TPD; some models have lower caps. That makes it a strong high-volume test lane, but model-specific rows still matter.
7. Mistral — Best European Free Mode
Mistral retains a Free mode for evaluation and prototyping. Mistral's subscription documentation confirms the tier, while its usage-limit guide directs users to workspace limits rather than promising one public quota. Use the dashboard number, not an old 1-RPS blog claim.
8. Cohere — Best Free API for RAG Evaluation
Cohere is the most useful free evaluation key for Chat, Embed, and Rerank tests. Cohere lists Chat trial limits of 20 RPM and a total trial-key allowance of 1,000 API calls per month. The key is explicitly for evaluation; production requires a production path.
9. Vercel AI Gateway — Best Recurring Free Credit
Vercel AI Gateway is a gateway rather than a model vendor, but it provides genuine recurring inference value. Vercel includes $5 per month on free team accounts with access to eligible models. Buying AI Gateway credits transitions the account to the paid tier and ends the recurring free-credit benefit.
10. Hugging Face Inference Providers — Best for Sampling Open Models
Hugging Face is useful for trying multiple hosted open models without managing separate provider accounts. Its current pricing page gives free users $0.10 in monthly credits, subject to change. Once that amount is consumed, users can buy additional credits; the free allowance itself remains too small for sustained workloads.
Tier 3: Credits and Conditional Access
The final five are evaluation paths, not permanent free backends. Three are one-time credits; two depend on model or account availability.
11. NVIDIA NIM API Catalog — Best for NVIDIA-Optimized Models
NVIDIA's API Catalog exposes hosted evaluation endpoints for selected NIM models, and model pages such as this NVIDIA-hosted endpoint label the API as free for prototyping. NVIDIA does not publish one stable hosted credit or RPD number across the catalog. Free NIM software also does not make the GPU compute free.
12. SambaNova Cloud — Best No-Card Trial Credit
SambaNova is a clear no-card trial rather than a recurring free tier. Its plans page confirms $5 in API credits, no credit card, and a 30-day expiry. Use it for a focused speed or model-quality evaluation before the clock runs out.
13. AI21 Labs — Largest Confirmed One-Time Credit
AI21 gives the largest clearly documented signup credit in this list. AI21's pricing documentation confirms $10 for new accounts, valid for three months across its APIs, SDK, and playground. Billing information is required after the credit expires or is consumed.
14. Fireworks AI — Small but Confirmed Trial Credit
Fireworks gives new users a one-time $1 credit for serverless model evaluation. The official billing FAQ documents what happens after that $1 is consumed. This is enough for integration tests, not a recurring free API plan.
15. DeepSeek API — Account-Dependent Granted Balance
DeepSeek belongs last because the provider does not promise one universal signup grant. DeepSeek's pricing docs describe granted balance and deduction order, while the balance endpoint lets an account verify what it actually received. TokenMix observed 5M-token grants in some tests, but that amount is not a confirmed global offer.
Rate Limit Reality
The headline limit is often not the binding limit. Tokens/day, tokens/minute, and concurrent request caps can hit before requests/day.
| Provider | Confirmed public limit | What actually binds first | Source |
|---|---|---|---|
Groq llama-3.3-70b-versatile |
30 RPM, 1K RPD, 12K TPM, 100K TPD | TPD for medium prompts, TPM for bursts | Groq docs |
Groq qwen/qwen3-32b |
60 RPM, 1K RPD, 6K TPM, 500K TPD | TPM for bursts, RPD for small calls | Groq docs |
OpenRouter :free models under $10 credits |
20 RPM, 50 RPD | RPD | OpenRouter docs |
OpenRouter :free models after $10 credits |
20 RPM, 1,000 RPD | RPM for bursty apps | OpenRouter pricing |
| GitHub Models low tier, Copilot Free | 15 RPM, 150 RPD, 8K input / 4K output | RPD for daily app use | GitHub Docs |
| GitHub Models high tier, Copilot Free | 10 RPM, 50 RPD, 8K input / 4K output | RPD | GitHub Docs |
| Cerebras Free tier, most listed models | 30 RPM, 14.4K RPD, 60K/64K TPM, 1M TPD | TPD for long calls; model exceptions apply | Cerebras docs |
| Cloudflare Workers AI | 10,000 neurons/day | Daily compute unit allocation | Cloudflare Workers AI pricing |
| Mistral Free mode | Limited workspace limits, not public fixed table | Account-specific workspace cap | Mistral docs |
| Google Gemini API Free tier | Free tier confirmed; exact active limits vary by model/project | Project tier and model quota | Google rate limits |
Cost calculation 1: Groq's llama-3.3-70b-versatile free plan allows 1,000 requests/day but only 100K tokens/day. If your average call is 500 input tokens plus 500 output tokens, the token/day limit allows about 100 calls/day, not 1,000. That is a 10x difference created by token volume, not request count.
No-Card Picks vs Credit Trials
| Category | Provider | Best interpretation | Probe verdict |
|---|---|---|---|
| Strong no-cost prototype lane | Google Gemini API | Free selected models, but check active limits in AI Studio | Confirmed |
| Strong no-cost short-task lane | Groq | Excellent for short calls if you respect TPD | Confirmed |
| Free router lane | OpenRouter | Good for model variety, weak at 50 RPD unless you buy $10 credits | Confirmed |
| GitHub-native testing | GitHub Models | Useful inside dev workflows, not production capacity | Confirmed |
| Serverless edge lane | Cloudflare Workers AI | Good if your app already lives on Workers | Confirmed |
| European provider lane | Mistral | Free mode exists, exact limits are workspace-specific | Confirmed |
| RAG evaluation lane | Cohere | Free trial key, 20 RPM Chat, 1,000 calls/month | Confirmed |
| Recurring gateway credit | Vercel AI Gateway | $5/month on eligible free accounts | Confirmed |
| Credit trial | SambaNova | $5 free credits, no card, 30-day expiry | Confirmed |
| Credit trial | AI21 | $10 credit, expires after three months | Confirmed |
| Credit trial | Fireworks | One-time $1 credit for new users | Confirmed |
| Tiny monthly credit | Hugging Face | $0.10/month for free users; more credits can be purchased | Confirmed |
| No longer free | Together AI | No free trial; minimum $5 purchase and payment method | Confirmed |
| Misread | OpenAI direct API | No universal permanent free API tier confirmed | Likely |
Cost calculation 2: OpenRouter's free cap is the clearest wallet line. At 50 free requests/day, you get about 1,500 free calls/month. If your app has 30 daily users and each user sends 3 messages/day, you need 90 calls/day. You exceed the free cap before lunch. After at least $10 credits, the :free daily cap rises to 1,000 calls/day, but that is no longer a pure no-card setup.
Cost Math
These examples are not official provider bills. They are capacity math using confirmed public limits.
| Scenario | Workload | Best free lane | Monthly free capacity | Verdict |
|---|---|---|---|---|
| Solo prototype chat | 20 calls/day, 1K tokens/call | Groq, Google, GitHub Models low tier | Usually enough | Safe |
| Daily coding helper | 100 calls/day, 1K tokens/call | Groq short calls or GitHub Models low tier | Groq hits 100K TPD on 70B | Tight |
| Small SaaS beta | 500 calls/day, 1K tokens/call | OpenRouter after $10 credits plus fallback | Pure free OpenRouter fails at 50 RPD | Paid fallback needed |
| Edge classifier | 1,000 tiny tasks/day | Cloudflare Workers AI | Depends on neurons per task | Test first |
| RAG playground | 30 calls/day, 8K input/call | Google or Mistral | Token limits bind before request limits | Use compression |
| Agent loop | 200 tool steps/day, 2K tokens/step | Do not rely on one free tier | Multiple caps collide | Use paid cap |
Cost calculation 3: Cloudflare Workers AI gives 10,000 neurons/day free. If your workload uses 50,000 neurons/day, the overage is 40,000 neurons/day. At $0.011 per 1,000 neurons, that is 40,000 / 1,000 * $0.011 * 30 = $13.20/month, before considering any Workers Paid plan requirement. The free tier is generous for tests; it is not an unlimited edge LLM backend.
| Upgrade path | Trigger | First paid decision | Why |
|---|---|---|---|
| Groq free to Developer | You hit TPM/TPD before RPD | Upgrade or route short calls only | Token/day is the real cap |
| OpenRouter free to $10 credits | You need more than 50 RPD | Buy $10 or stop using free models for app traffic | Daily request cap changes materially |
| GitHub Models free to paid usage | You move beyond experiments | Enable paid usage with budgets | Free usage is public preview |
| Cloudflare Free to Workers Paid | You exceed 10K neurons/day | Paid plan and overage math | Neuron allocation is daily |
| Hugging Face free to paid credits | $0.10 credit is gone | Buy credits or use a custom provider key | Free credit is tiny |
| SambaNova free credits to Developer | $5 credit expires or burns down | Add card | It is a credit trial |
For broader per-million-token comparisons after free caps, use Cheapest AI API Providers 2026 and DeepSeek API Free Credits. Free access gets you started. Cheap paid routing keeps you alive.
Code Examples
Use free tiers through environment-specific keys. Do not hardcode provider keys in client-side apps.
curl https://openrouter.ai/api/v1/chat/completions \
-H "Authorization: Bearer $OPENROUTER_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "openrouter/free",
"messages": [{"role": "user", "content": "Summarize this in 3 bullets"}]
}'
def pick_free_llm_lane(workload):
tokens = workload.get("avg_tokens_per_call", 1000)
calls = workload.get("calls_per_day", 20)
latency = workload.get("latency_sensitive", False)
github_native = workload.get("github_native", False)
edge = workload.get("edge_worker", False)
if github_native and calls <= 50:
return "GitHub Models high tier is enough for experiments."
if edge:
return "Try Cloudflare Workers AI, then measure neurons per task."
if latency and calls * tokens <= 100_000:
return "Try Groq free 70B, but watch token/day."
if calls <= 50:
return "OpenRouter :free models are fine for tests."
if calls <= 1000:
return "Use OpenRouter only after the $10-credit threshold or add fallback."
return "Stop pretending this is free. Add a paid budget cap and router."
| Code path | Best for | Hidden failure |
|---|---|---|
| Direct Google SDK | Gemini-specific prototypes | Limits vary by active project |
| Groq OpenAI-compatible API | Fast short completions | Token/day cap |
| OpenRouter OpenAI-compatible API | Model variety | Free provider availability and RPD |
| GitHub Models API | GitHub-native model testing | Public preview limits |
| Cloudflare Workers AI binding | Edge apps | Neuron accounting |
| TokenMix.ai routing layer | Multi-provider fallback and cost control | You still need budget rules |
Decision Matrix
| If your priority is... | Pick first | Backup | Reason |
|---|---|---|---|
| No-cost general LLM testing | Google Gemini API | Mistral Free mode | Confirmed free tier and capable models |
| Fast short responses | Groq | Cerebras | Free token caps matter, but speed is strong |
| Many model families | OpenRouter | Hugging Face | One API for free variants |
| GitHub workflow testing | GitHub Models | OpenRouter | Native marketplace and API examples |
| Edge/serverless inference | Cloudflare Workers AI | Groq via API | 10K neurons/day is useful for small tasks |
| Open-source model experiments | Hugging Face | Fireworks | Broad provider/model surface |
| Signup-credit evaluation | SambaNova | Fireworks | Credits are real, but expire or vary |
| Production app | None of the above alone | Paid router with fallback | Free caps are too brittle |
| Workload | Recommended setup | Confidence |
|---|---|---|
| Student project | Google + Groq + GitHub Models | Confirmed |
| Internal demo | Google + OpenRouter + Mistral | Confirmed |
| Small CLI tool | Groq for short calls, DeepSeek paid after free credit | Likely |
| Daily RAG notebook | Google for long context, Hugging Face for experiments | Confirmed |
| Public chatbot | Paid gateway with free tiers only as fallback | Confirmed |
| Agentic coding loop | Paid budget cap, no pure free backend | Confirmed |
Risks and Caveats
| Risk | Likelihood | What to do |
|---|---|---|
| Free limits change without much notice | High | Re-check official docs before shipping |
| Token/day binds before request/day | High | Calculate token volume, not just calls |
| Free model availability changes | High | Add fallback and model health checks |
| Data may be used to improve provider products | Medium | Read data-use terms before sending private data |
| Signup credits expire | High | Record expiry date on day one |
| Hidden paid upgrade path | Medium | Set provider budget caps before adding a card |
| One free tier becomes your SPOF | High | Route across providers |
| Benchmarks get quoted without context | High | Test your own tasks |
The trust rule is simple: if the provider does not publish a number, do not turn a forum claim into a hard limit. Treat it as Likely or Speculation until your own dashboard confirms it.
Final Recommendation
Use free LLM APIs for three jobs: learning, prototypes, and fallback lanes. Do not build production on a single free tier. The strongest July 2026 stack is Google for broad capability, Groq for fast short calls, OpenRouter for model variety, GitHub Models for developer workflows, and Cloudflare Workers AI for edge tasks.
FAQ
What is the best free LLM API in 2026?
Google Gemini API is the best first stop for broad testing. Groq is stronger for fast short responses, while OpenRouter is better when you want many free model variants behind one OpenAI-compatible API.
Is there a free OpenAI API key in 2026?
No universal permanent free OpenAI API tier is confirmed from the current pricing page. Some accounts or programs may receive credits, but ordinary production API use should be treated as paid unless your dashboard shows an active grant.
Does Google AI Studio still have a free API tier?
Yes. Google confirms a Gemini API free tier with free input and output tokens for selected models. Exact active limits vary by project and should be checked inside AI Studio.
Is Groq free enough for a real app?
Usually no. Groq free limits are useful for prototypes, but token/day can bind quickly. For llama-3.3-70b-versatile, 100K tokens/day means a 1K-token average call reaches about 100 calls/day.
How many free OpenRouter requests do I get?
OpenRouter free model variants allow 20 requests per minute. Users with less than $10 in purchased credits are capped at 50 free-model requests per day; at $10 or more, the daily free-model cap rises to 1,000.
Which free LLM API needs no credit card?
SambaNova explicitly says its $5 free credits require no credit card. Google, Groq, Mistral, GitHub Models, and OpenRouter can be used for free testing, but signup verification and regional requirements can vary.
Can I stack multiple free LLM APIs?
Yes, but treat stacking as fallback, not capacity planning magic. Each provider has different rate limits, data terms, and reliability. A router prevents one exhausted free quota from breaking your app.
When should I stop using free tiers?
Stop once real users depend on the app, once you need an SLA, or once retries create unpredictable failure. At that point, choose a cheap paid model and set hard monthly budgets.
About TokenMix
TokenMix.ai is an AI API relay that routes Claude, OpenAI, Gemini, DeepSeek, Qwen, and other large language models through a single OpenAI-compatible endpoint at https://api.tokenmix.ai/v1. Current model availability and per-token rates are listed on the pricing page and the model catalog. Integration uses the standard OpenAI SDK; details in the OpenAI compatibility reference.
Sources
- Google Gemini Developer API Pricing - official pricing and free tier source
- Google Gemini API Rate Limits - official limit mechanics and tier rules
- Groq Rate Limits - official free and developer rate-limit table
- OpenRouter Rate Limits - official
:freemodel limits - Cerebras Inference Rate Limits - official current Free-tier limits
- Mistral Subscriptions - official Free mode description
- Mistral Usage Limits - official workspace-limit guidance
- GitHub Models Prototyping Docs - official free API and rate limits
- Cloudflare Workers AI Pricing - official 10,000 neurons/day free allocation
- Cohere API Keys and Rate Limits - official free evaluation limits
- Vercel AI Gateway Pricing - official $5 monthly free credit
- Hugging Face Inference Providers Pricing - official monthly credit and top-up rules
- NVIDIA NIM API Catalog Example - official hosted evaluation endpoint
- SambaNova Cloud Plans - official $5 free credits and 30-day expiry
- AI21 Platform Pricing - official $10 three-month trial credit
- Fireworks AI $1 Credit FAQ - official one-time signup credit
- Together AI Billing Change - official confirmation that no free trial remains
- DeepSeek API Pricing - official pricing and granted-balance deduction rules
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