Closed SourceWriterReleased 2026-08

Palmyra X6

Frontier-level performance for marketing and revenue teams with dramatically lower costs

Context window

1000000

Input / 1M tokens

$2.00

Output / 1M tokens

$8.00

Provider

Writer

Data verified 2026-08-16

Palmyra X6 is a 744-billion-parameter mixture-of-experts model with roughly 40 billion active parameters per token, built as a post-training variation on GLM-5.2's architecture. Engineered for cost efficiency at scale, it delivers frontier-competitive performance while keeping token consumption costs low. The model is optimized for agentic work and long-running tasks across high-volume enterprise workflows.

Capability index

Relative estimates (0-100) to place this model against its peers, grounded in published benchmarks.

Coding
70
Reasoning
80
Math
70
Multimodal
0
Long context
70
Speed
80
Cost efficiency
90

How to access it

Available to Writer clients through Writer's AI Studio, Agent platform, and available via Azure or Amazon Bedrock integrations.

Strengths

  • ✓52% lower cost with upgraded harness infrastructure
  • ✓48% improvement in speed vs. previous generation
  • ✓10% improvement in quality when paired with Writer's agent platform
  • ✓Competitive performance against Claude Opus 4.8, Claude Sonnet 4.6, and GPT-5.5 on internal enterprise capability evaluations

Best for developers who...

High-volume marketing and sales AI agentsCost-sensitive enterprise deployments at scaleLong-running agentic workflowsContent generation and personalization at scale

When to choose it (and when not to)

Reach for Palmyra X6 when...

  • →Enterprise teams needing to control token spending while scaling AI agents
  • →Organizations running agents across thousands of employees
  • →Cost-sensitive workloads requiring frontier-level reasoning

Look elsewhere if...

  • ✕Not specified in official documentation

How to use it

  • ›Not specified in official documentation

Quickstart

Not specified
Not specified

Access through Writer's AI Studio, Agent Builder, or API

API model id: palmyra-x6

Benchmarks

BenchmarkScoreNotes
Internal Writer Enterprise Evaluation (9 capabilities)0.87/1.00Covers grounding, retrieval, tool use, content generation, sub-agent delegation, brand voice; outperformed Claude Opus 4.8 (0.86), Claude Sonnet 4.6 (0.85), GPT-5.5 (0.80), Gemini 3.1 (0.77)
FORTRESS Adversarial Safety Benchmark8.6 points higher than GLM-5.2 baseWith negligible cost to benign helpfulness

Source: Writer Official Blog

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