> Inception Labs
Inception Labs offers a cloud inference platform for its in-house diffusion-based LLMs, such as Mercury 2 and Mercury Coder. Designed for extreme efficiency, it provides an OpenAI-compatible API that significantly undercuts GPU-based inference costs while maintaining high reasoning quality.
// pros
- First-party vendor API with in-house diffusion LLMs (dLLMs)—not a relay or pooled service, provenance is traceable
- OpenAI-compatible with a public /v1/models listing (mercury-2 observed on probe); near-zero integration effort
- 10M free tokens with no credit card, so trial friction is very low
- Diffusion generation gives a real speed edge (vendor claims sub-300ms TTFT, 5–7x throughput) plus a dedicated FIM endpoint for code
- Distributed via Azure AI Foundry and OpenRouter; the company and models have a public paper (arXiv 2506.17298)
// cons
- Fundamentally a commercial paid API—the free allowance is a one-off trial, not sustained free access
- Narrow model family (Mercury only); no third-party models to choose from
- Almost no hands-on reputation in Chinese communities (V2EX / Linux.do / NodeSeek / Zhihu); information comes mostly from the vendor blog and aggregator sites
- The host's root path returns 404; registration and console live at platform.inceptionlabs.ai, which is not obvious
- No firm commitment on how the free allowance is metered or whether it may change at any time
A good fit for developers who want to try low-latency diffusion LLMs or prototype code completion (FIM): register at platform.inceptionlabs.ai for the 10M free tokens and start immediately. Treat it as a one-off trial rather than a long-term free source, price out paid usage before the allowance runs out, and check billing and privacy terms.
community_reputation
Inception Labs is a US diffusion-LLM startup with published research and funding; its models are distributed through mainstream channels such as Azure AI Foundry, OpenRouter, and cheahjs/free-llm-api-resources, with no records of exit scams, stolen upstream keys, or mass bans. However, hands-on community discussion is scarce and free-tier evidence is thin, so the score stays moderately positive.
imported analysis — independent third party, not Uprouter editorial · verify before relying on it
How we estimated this: the free allowance is converted to a dollar value using the provider’s own pay-as-you-go rates for the models a typical developer would reach for. When the allowance is metered in requests, tokens or minutes rather than dollars, we assume median usage of the cheapest capable model. Because assumptions are involved, the figure carries the est. flag — treat it as an order of magnitude, not a quote.
note: Free plan ≈10M tokens, officially described as ~$7–10 of credit (low end counted), no card; self-serve key at platform.inceptionlabs.ai; then PAYG (Mercury 2 ~$0.25/1M in, $0.75–1.00/1M out).
| Plan | Type | Monthly | Input /1M | Output /1M | Note |
|---|---|---|---|---|---|
| Free tier (source-reported) | free | — | — | — | Free plan of roughly 10M tokens (officially described as ~$7–10 of credit), no credit card required; sign up at platform.inceptionlabs.ai and self-serve an API key. After that it's pay-as-you-go (Mercury 2 around $0.25/1M input, $0.75–1.00/1M output). |
| Free Trial | free | — | — | — | 10 million free tokens on Mercury 2 for new users. |
| Mercury 2 (PAYG) | payg | — | $0.250 | $0.750 | Fastest reasoning LLM rate. |
| Mercury Coder (PAYG) | payg | — | $0.200 | $0.600 | Estimated rate for coding model. |
Pricing normalized from public sources — always verify with the provider.
// model prices
| Model | Input /1M | Output /1M | Context |
|---|---|---|---|
| mercury (general chat diffusion model) | — | — | — |
| mercury-coder (code, with fim/completions) | — | — | — |
| mercury-2 | — | — | 128k |
$ Does Inception Labs have a free tier?
Yes — Inception Labs offers a free tier that we value at roughly $7.00 in free credits (estimate — derived from rate-limited usage at pay-as-you-go prices). Always confirm current limits on Inception Labs's official pricing page — free tiers change without notice.
$ How much does Inception Labs cost per 1M tokens?
Inception Labs does not publish simple per-1M-token pricing (it may bill per request, per output, or via a subscription plan). Check their official pricing page for exact figures.
$ Is Inception Labs safe to use?
Uprouter rates Inception Labs as low risk. Rated low risk. an official provider with a free tier with pricing, authentication and terms documented on its own site. The model coverage is consistent with a real upstream, so data and reliability risk are modest. Risk ratings are editorial, evidence-based, and never influenced by affiliate relationships.
Raw community sentiment, shown unblended. Votes never feed into objective data fields like price, risk, or status — and never into sort order.
No published reviews yet — be the first.
// more_informationprice history · live status · risk & confidence · code snippets
price_history
No recorded changes yet.
live_status
full history →best-effort probes · not a guarantee · last 15h ago
| Checked | Status | Latency |
|---|---|---|
| 15h ago | up | 136ms |
| 1d ago | up | 85ms |
| 3d ago | up | 106ms |
| 4d ago | up | 141ms |
| 6d ago | up | 100ms |
| 7d ago | up | 111ms |
| 9d ago | up | 107ms |
| 10d ago | up | 94ms |
| 12d ago | up | 112ms |
| 13d ago | up | 95ms |
| 14d ago | up | 176ms |
| 15d ago | up | 97ms |
| 15d ago | up | 121ms |
| 16d ago | up | 116ms |
| 17d ago | up | 138ms |
| 18d ago | up | 120ms |
| 18d ago | up | 173ms |
| 19d ago | up | 128ms |
| 20d ago | up | 155ms |
| 21d ago | up | 103ms |
| 21d ago | up | 89ms |
| 22d ago | up | 83ms |
| 23d ago | up | 114ms |
| 24d ago | up | 108ms |
| 25d ago | up | 110ms |
| 26d ago | up | 133ms |
| 26d ago | up | 173ms |
| 27d ago | up | 95ms |
| 28d ago | up | 91ms |
| 29d ago | up | 83ms |
Uprouter runs its own probes; best-effort, not a guarantee. Probe results depend on our network location and cadence — for production, always use the provider’s own status page.
risk_&_confidence
Rated low risk. an official provider with a free tier with pricing, authentication and terms documented on its own site. The model coverage is consistent with a real upstream, so data and reliability risk are modest.
Confidence reflects how much verifiable evidence (official docs, probe history, community reports) backs this entry. Risk is our editorial assessment of operator reliability and terms — not financial advice.
code_snippets
# Inception Labs's own API — get a key from their dashboard
curl https://YOUR-PROVIDER-ENDPOINT/chat/completions \
-H "Authorization: Bearer THEIR_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "mercury-general-chat-diffusion-model",
"messages": [{ "role": "user", "content": "Hello" }]
}'Direct to the provider — Uprouter receives nothing; verify their current pricing before purchasing.
Ranked by neutral similarity signals only — live status, free-tier shape and free-credit proximity. Commercial relationships never influence this list.