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Mercury 2.5 Preview

inception·inception/mercury-2.5-preview·GA·Closed·mercury series·NEW
Mercury 2.5 Preview is Inception's latest and most intelligent diffusion language model. Instead of generating tokens strictly one at a time, it produces and refines multiple tokens in parallel, reaching up to 1,107 tokens per second on standard GPUs. It delivers a 10+ point intelligence gain over Mercury 2, with tunable reasoning, parallel tool calls, schema-aligned JSON output, and a 260K context window. It is built for latency-sensitive production work such as search agents, voice pipelines, customer support, rapid coding iteration, and coding subagents.

Mercury 2.5 Preview by inception is currently listed from a single provider. Its reference price is $0.04 per 1M input tokens and $0.15 per 1M output tokens.

The context window is 260,000 tokens, with an output limit of 65,536 tokens. It supports reasoning, tool use, and structured output.

Specs & pricing

Input / output per 1M tokens
Reference price·NanoGPT
$0.04 / $0.15
Blended $0.068 · Cache read $0.004
Lowest paid·NanoGPTGateway
$0.04 / $0.15
Blended $0.068
Context
260,000
Output limit
65,536
Knowledge cutoff
—
Released / updated
2026-09-01 / 2026-09-01
Capabilities
✓ Reasoning✓ Tool use✓ Structured output? TemperatureAttachments
Modalities
Text

Available at 1 providers1 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
NanoGPTGateway$0.04$0.15$0.004—260,00065,536

Sorted by blended price (input×0.75 + output×0.25) asc. The official channel always shows regardless of rank. Whether a gateway's low price is actually usable can't be verified.

Reasoning control

effort = noneeffort = loweffort = mediumeffort = high

Your usage cost

1NanoGPT$11.18
The cheapest paid channel is the only channel.

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$0.75$02026-09-022026-09-092026-09-02 · Input list $0.042026-09-03 · Input list $0.202026-09-09 · Input list $0.042026-09-02 · Output list $0.152026-09-03 · Output list $0.752026-09-09 · Output list $0.152026-09-02 · Min blended $0.0682026-09-03 · Min blended $0.0682026-09-09 · Min blended $0.068

Related models

Mercury 2.5same series$0.04 / $0.15Mercury Edit 2same series$0.25 / $0.75Mercury 2same series$0.25 / $0.75Nemotron 3.5 Lightning 30B A3Bcheaper alternative$0 / $0reBeam 1.0 501B A23Bcheaper alternative$0 / $0Nemotron 3.5 Super VL 120B A12Bcheaper alternative$0 / $0Laguna XS 2.1cheaper alternative$0 / $0
Data partly from models.dev (MIT) · NanoGPT official docs ↗