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Inception: Mercury 2.5 Preview

inception/mercury-2.5-preview · InceptionUnmeasurable
Declared family
Unknown
Entered catalogue
31 August 2026
Last tested
3 September 2026
Measurement
Unmeasurable: prompt caching corrupts its token accounting
Evidence confidence
Unknown

What we checked

Four different kinds of evidence, and what each one showed
We checkedWhat we foundWhere it came from
How it counts tokensNot measured yetwe measured it
How its API is set upSet up identically to 1 other listing, field for fieldapi_20ca7341
How much it can read and writeReads up to 260,000 tokens at once, writes up to 65,536its own listing
Whether it thinks before answeringReasons when asked to, at high, medium, low, none, medium by defaultits own listing
Who served our requestsInceptionwe measured it, 3 September 2026

Closest measured models

Agreement across the mutually clean test strings

Click a row to open the full comparison.

The measured fingerprint

What each test string cost this model, in tokens

We sent Inception: Mercury 2.5 Preview fifty short pieces of text and recorded what each one cost it in tokens. The bars below are those costs. Two models built on the same tokenizer produce the same bars; a model built on a different one produces a different set, which is what makes this a fingerprint.

All 50 rows, 25 excluded as corrupt

English and whitespace

en-prosex
en-long2
spaces-20x
spaces-60x
tabs-20x
newlines-20x
mixed-wsx

Digits

digits-9x
digits-12x
digits-3016
digits-sepx
float-long8

CJK

zh-commonx
zh-longx
zh-rare4
ja-kanax
ja-kanjix
kox

Other scripts

rux
arx
hex
hi6
thx
elx

Emoji

emoji-basicx
emoji-skin16
emoji-zwj-family4
emoji-zwj-x339
emoji-flags10
emoji-prof14

Rare Unicode

math15
boxdraw14
combiningx
cjk-ext-bx
surrogates26
zalgo22
rtl-mixx

Code

py-code11
py-indent4
json11
html2
regex29
camelx
snakex

Repetition and encodings

rare-word-x516
repeat-tok7
base6421
hex3
url5
uuid21

An x marks a row excluded as corrupt (caching or provider interference detected during measurement). Overhead subtracted: 11 prompt tokens.

Declared record

What the catalogue claims about this model

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...

Modalities
text->text
Declared tokenizer
Other
Prompt price
$0.04 / M tokens
Completion price
$0.15 / M tokens

Supported parameters

include_reasoningmax_tokensreasoningreasoning_effortresponse_formatstopstructured_outputstemperaturetool_choicetools

defaults: {}

Catalogue entry

History

Every observation, kept as taken
  • 31 August 2026Enters the OpenRouter catalogue with no declared family.
  • 3 September 2026Fingerprinted in the YFarmX catalogue sweep · 25 of 50 strings measured clean.

* Inception: Mercury 2.5 Preview no longer appears in the OpenRouter catalogue, first absent from the snapshot of 16 September 2026. The record stays because the measurements above were real when they were taken and this address has been published.