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A · closed · Other

Mercury 2

Inception Labs

B · closed · Other

Seed-1.6 Flash

ByteDance

0:1

overall capability wins (0 ties across 1 scored). Seed-1.6 Flash leads overall.

  • Pricing0:3
  • Specs0:1

Verdict

Seed-1.6 Flash offers ~2.0x larger context (256K vs 128K); Seed-1.6 Flash is ~2.9x cheaper on a blended token basis than Mercury 2.

  • Seed-1.6 Flash offers ~2.0x larger context (256K vs 128K)
  • Seed-1.6 Flash is ~2.9x cheaper on a blended token basis than Mercury 2

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

Mercury 2
$0.44
Seed-1.6 Flash
$0.15

Seed-1.6 Flash is about 2.9x cheaper on this workload.

Price per 1M tokens

Full comparison

Organization

Inception Labs

ByteDance

Family

Other

Other

License

Proprietary

Proprietary

Open weights

No

No

Release

Sep 1, 2026

Jun 11, 2025

Knowledge cutoff

-

-

API / provider

Inception Labs

ByteDance

Modalities

text → text

text, image → text

Specs

Context window

128K

256K

B +128K

Max output

-

16K

—

Parameters

—

—

—

Pricing

Input $/1M

$0.25

$0.07

B +$0.17

Output $/1M

$0.75

$0.30

B +$0.45

Blended $/1M (3∶1)

$0.38

$0.13

B +$0.24

Speed

tok/s

-

130

—

TTFT (s)

-

0.22

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

77.0

—

—

Humanity's Last Exam

17.1

—

—

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

21.2

—

—

AA-LCR v1.1

43.7

—

—

CritPt

0.8

—

—

MMMU-Pro

—

—

—

IFBench

69.8

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

—

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

—

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

27.3

—

—

Aider Polyglot

—

—

—

Terminal-Bench 3

—

—

—

BigCodeBench

—

—

—

SciCode

37.7

—

—

CursorBench

—

—

—

SWE-Rebench

—

—

—

NL2Repo-Bench

—

—

—

DeepSWE

—

—

—

WebDev Arena

1,167

—

—

Terminal-Bench 4.0

—

—

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

—

—

—

Mercury 2

Context
128K
Parameters
—
Price
$0.25 / $0.75
Speed
—
Modalities
text → text
License
Proprietary

Inception Labs' diffusion-based (non-autoregressive) reasoning LLM, API-only with a 128K context window and high-throughput inference on Blackwell GPUs.

Seed-1.6 Flash

Context
256K / 16K out
Parameters
—
Price
$0.07 / $0.30
Speed
130 tok/s · 0.22s TTFT
Modalities
text, image → text
License
Proprietary

ByteDance Seed Flash tier — cheap long-context multimodal API for Doubao/Volcengine stacks.

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

These two models have no overlapping published benchmarks in our dataset. Compare specs and pricing instead.

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