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Inception Mercury 2.5 Preview

Last updated: 41m ago

by Inception

High confidence

Mercury 2.5 is the fastest reasoning LLM, and the latest diffusion LLM (dLLM) from Inception. Instead of generating tokens sequentially, Mercury 2.5 produces and refines multiple tokens in parallel, achieving...

61
Overall Score193
Rank #208 of 400 in Coding
Top 52% · Methodology v3
Score Trend
61/100
14-day history
API Pricing
$0.04/M in
$0.15/M out
Context Window
260.0K
65.5K max output
260.0K token context
Released 2026-08-31
#208range #188-#228Top 52%
#1#400

Signal Overview

Benchmarks60Capabilities67Pricing100Recency100Context86Output77

Score Breakdown

SignalStrengthWeightImpact
Benchmarksjust now
60
30%+17.8
Pricingjust now
100
15%+15.0
Recencyjust now
100
15%+15.0
Capabilitiesjust now
67
20%+13.3
Context Windowjust now
86
10%+8.6
Output Capacityjust now
77
10%+7.7

Benchmark Performance

Benchmark Scores(0 benchmarks + Arena Elo)

LMSYS Arena Elo

1346

Percentile

74.3

Weight

30%

No task benchmark data available yet for this model.

View all benchmarks

Capabilities

Reasoning
Vision
Function Calling
JSON Mode
Streaming
Web Search
Image Output

Modalities

Input
text
Output
text

Recent Inception releases

View this model against the provider’s recent shipping cadence.

Reviews

Community and practitioner feedback adds real-world signal on top of benchmarks and pricing.

Reviews

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Frequently Asked Questions

Mercury 2.5 Preview by Inception excels in the Coding category, where it ranks #208 with a composite score of 61/100. Mercury 2.5 is the fastest reasoning LLM, and the latest diffusion LLM (dLLM) from Inception. Instead of generating tokens sequentially, Mercury 2.5 produces and refines multiple tokens in parallel, achieving... It is particularly strong in areas highlighted by its top benchmark performance and adoption metrics, making it suitable for both individual developers and enterprise teams looking for a reliable coding solution.
Mercury 2.5 Preview is priced at $0.04 per million input tokens and $0.15 per million output tokens (USD). Contact the provider for volume discounts and enterprise pricing. Pricing is competitive within the coding category and reflects the model's quality-to-cost ratio.
In the Coding category, Mercury 2.5 Preview holds rank #208 out of 400 models tracked. Its quality rank is #208 and adoption rank is #208. You can use our comparison tool at /compare to see detailed side-by-side metrics with specific alternatives. Key differentiators include its composite scoring across benchmarks, community sentiment, and real-world adoption rates.
Mercury 2.5 Preview has been evaluated across 6 different signals. Its strongest areas include Capabilities (67/100), Benchmarks (60/100), Pricing (100/100). These scores are derived from industry-standard benchmarks, community ratings, and real-world performance metrics. The composite score of 61/100 reflects a weighted combination of all tracked signals.
Mercury 2.5 Preview is a paid model, though some providers may offer trial credits or limited free tiers for evaluation. Check Inception's website for current free tier availability and promotional offers.
Mercury 2.5 Preview supports a 260K token context window (260,000 tokens total). That translates to roughly 195,000 words in a single prompt. This is large enough to process entire codebases, research papers, or long conversation histories in one shot.
Mercury 2.5 Preview can generate up to 66K output tokens (65,536 tokens) per response. That is roughly 49,152 words. This is enough for generating complete code files, detailed reports, or long-form content in a single response.
Mercury 2.5 Preview supports function/tool calling, structured JSON output, extended reasoning/chain-of-thought, streaming responses. Function calling lets you integrate it with external APIs and tools programmatically. These capabilities determine which workflows and integrations the model can handle natively.
Mercury 2.5 Preview was developed by Inception. It was released on August 31, 2026. You can access it through Inception's API. Check our provider page for all models from Inception and how they compare against each other.
Pick Mercury 2.5 Preview when you need a solid balance of cost and capability for everyday development tasks, content generation, and standard API integrations. If your task is straightforward text completion or classification, a cheaper model might give you 90% of the quality at a fraction of the price. Run a quick benchmark on your actual use case before committing.
You can access Mercury 2.5 Preview through Inception's API using standard HTTP requests or their official SDK. Most providers support OpenAI-compatible endpoints, so switching between models often requires changing just the model name in your API call. Streaming is supported for real-time token-by-token output. For production use, implement proper error handling, rate limiting, and cost monitoring.

Key Info

ProviderInception
CategoryCoding
Max Output65.5K tokens
LicenseProprietary
Statusstable
Data updated: Sep 2, 2026Benchmarks: Sep 2, 2026

Pricing Tools

Pricingper 1M tokens
Best value
98% cheaper than category average
Input
$0.04
-98% vs avg
Output
$0.15
-98% vs avg

Cost Estimator

Input: 70%Output: 30%
Est. monthly cost$0.73
Category average$43.85

You save $43.12/month vs category average

Access & Availability

Hosted APIAvailable
PlaygroundAvailable
Open weightsNo
Hugging FaceNot listed

Why This Rank

~Benchmarks
+Pricing
+Recency
+Capabilities

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