akwin123/copywriter-gemma4-31b

VISIONConcurrency Cost:2Model Size:31BQuant:FP8Ctx Length:32kTool Calling:SupportedPublished:Jun 24, 2026License:gemmaArchitecture:Transformer0.0K Cold

Copywriter-Gemma4-31B is a 31-billion-parameter large language model developed by akwin123, fine-tuned from Google's Gemma-4-31B-it. Specialized for high-converting marketing copy, it excels at generating various ad formats, emails, and web content. This model demonstrates an 80% win rate against its base model in blind head-to-head evaluations, focusing on punchy, specific, and human-sounding copy.

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Overview

Copywriter-Gemma4-31B is a 31-billion-parameter model, fine-tuned from Google Gemma-4-31B-it, specifically designed for generating high-converting marketing copy. It was trained on a curated corpus of thousands of real-world ad examples, enabling it to produce copy that leads with pain points, is specific, and cuts fluff, unlike general-purpose chatbots.

Key Capabilities & Performance

This model significantly outperforms its base model, achieving a +290 Elo gain and winning 80% of matchups in a blind, order-balanced head-to-head evaluation judged by DeepSeek V4 Flash. It excels in:

  • Hook strength: Generating stronger, scroll-stopping openers.
  • Specificity: Providing concrete details over generic benefit-speak.
  • Concision: Producing tighter copy with less filler.

The model operates efficiently in direct (non-thinking) mode, generating finished copy in a single pass without reasoning overhead, making it fast by default. It supports a 256K token context length and is available in bfloat16 precision.

Good For

Copywriter-Gemma4-31B is ideal for marketing and growth teams, agencies, founders, and solo creators needing on-brand copy quickly across various channels:

  • Paid Ads: Facebook, Instagram, Google responsive search ads.
  • Email Marketing: Cold outreach, welcome sequences, abandoned-cart emails.
  • Web Content: Landing pages, hero sections, value propositions.
  • Ecommerce: Product titles, descriptions, Amazon bullets.
  • Social Media: Hooks, LinkedIn posts, short-form video scripts.
  • Lifecycle Marketing: SMS campaigns, push notifications.