Best NanoGPT Models for Roleplay and Creative Writing

i tested every major model on NanoGPT for roleplay and creative writing. some were amazing. some were terrible. most "best model" guides just parrot the marketing - i actually sat down and ran 50+ message sessions with each model in SillyTavern. here's what actually works.

tl;dr: Claude 3.5 Sonnet is the best roleplay model on NanoGPT, maintaining character consistency for 100+ messages with the best dialogue and emotional range. GPT-4o is the reliable runner-up. for budget RP, DeepSeek V3 costs $0.04-0.08 per 50-message session.

Key Takeaways:

  • Claude 3.5 Sonnet maintained a complex villain character consistently for 100+ messages in SillyTavern testing
  • DeepSeek V3 delivers decent roleplay quality at $0.04-0.08 per 50-message session, 5-10x cheaper than Claude
  • Mistral Large handles NSFW roleplay with only 5-10% refusal rate vs Gemini's 60-70% refusal rate

👉 Get NanoGPT with 5% discount - access all these models through one API.


how i tested

i didn't just ask "write me a story." i ran structured tests across real roleplay scenarios.

test scenarios

short answer: six scenarios: character consistency, dialogue quality, scene description, emotional range, NSFW capability, and long-context memory.

  1. character consistency - does the model stay in character over 50+ messages?
  2. dialogue quality - does speech sound natural and distinct?
  3. scene description - are environments vivid and consistent?
  4. emotional range - can the model portray complex emotions?
  5. NSFW capability - does the model handle mature themes without constant refusals?
  6. long-context memory - does it remember details from 20+ messages ago?

models tested

short answer: Claude 3.5 Sonnet, GPT-4o, GPT-4o-mini, Claude 3 Haiku, Mistral Large, Gemini 1.5 Pro, Llama 3 70B, DeepSeek V3.

  • Claude 3.5 Sonnet
  • GPT-4o
  • GPT-4o-mini
  • Claude 3 Haiku
  • Mistral Large
  • Gemini 1.5 Pro
  • Llama 3 70B
  • DeepSeek V3

each model was tested with the same character card, world info, and opening scenario in SillyTavern. 50 messages minimum per test.


results: best models for roleplay

overall rankings

short answer: Claude 3.5 Sonnet scored 5/5 across all categories. GPT-4o scored 4/5. Mistral Large scored 3/5 but is much cheaper.

ModelCharacterDialogueSceneEmotionMemoryOverall
Claude 3.5 Sonnet⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Best
GPT-4o⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Great
Mistral Large⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Good
DeepSeek V3⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Decent
Llama 3 70B⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Okay
GPT-4o-mini⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Mediocre
Claude 3 Haiku⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Mediocre
Gemini 1.5 Pro⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Poor for RP

detailed breakdown

short answer: Claude 3.5 maintained character for 100+ messages. GPT-4o breaks character every 30-40 messages. Mistral is decent for casual RP.

Claude 3.5 Sonnet - the RP king

this model is eerily good at roleplay. it maintains character voice across long conversations, writes vivid scene descriptions, and handles emotional nuance that other models miss.

in my test, it kept a complex villain character consistent for 100+ messages. the character's speech patterns, motivations, and moral ambiguity stayed intact. no other model came close.

downside: it's the most expensive option at ~$3/$15 per million tokens.

GPT-4o - the reliable choice

GPT-4o is great at dialogue and natural speech. characters feel real. it occasionally breaks character in long conversations (every 30-40 messages), but recovers quickly with a gentle nudge.

it's better at action-heavy scenes than Claude. fight scenes, chase sequences, physical descriptions are more dynamic.

Mistral Large - the budget pick

surprisingly good for the price. characters are consistent enough for casual RP. dialogue is natural. the main weakness is scene descriptions - they tend to be generic and lack the vivid detail of Claude or GPT-4o.

if you're doing light RP and don't want to spend much, Mistral Large is solid.

check our SillyTavern setup guide for connecting these models.


best models for creative writing

creative writing is different from roleplay. you need prose quality, narrative structure, and stylistic control.

writing quality rankings

short answer: Claude 3.5 Sonnet rated 5/5 for prose and style control. GPT-4o rated 4/5. both fast, but Claude costs more.

ModelProseStructureStyle ControlSpeedCost
Claude 3.5 Sonnet⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Fast$$$
GPT-4o⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Fast$$
Gemini 1.5 Pro⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Medium$$
Mistral Large⭐⭐⭐⭐⭐⭐⭐⭐⭐⭐Fast$$
DeepSeek V3⭐⭐⭐⭐⭐⭐⭐⭐Fast$
Llama 3 70B⭐⭐⭐⭐⭐⭐⭐⭐Medium$

writing task recommendations

TaskBest ModelWhy
Novel writingClaude 3.5 SonnetBest prose, consistent voice
Short storiesGPT-4oDynamic pacing, strong dialogue
PoetryClaude 3.5 SonnetBetter rhythm and word choice
Blog postsGPT-4o-miniFast, cheap, good enough
Technical writingGPT-4oClear, structured
Marketing copyClaude 3.5 SonnetBetter persuasion, natural tone
Script writingGPT-4oBetter dialogue formatting

see our best models for writing guide for more detail.


NSFW and mature content

let's address the elephant in the room. many people use SillyTavern specifically for NSFW roleplay. here's how models handle it.

NSFW capability

short answer: Mistral Large: 5-10% refusal. Claude 3.5 with jailbreak: 10-20%. GPT-4o with jailbreak: 20-30%. Gemini: 60-70%. avoid Gemini for NSFW.

ModelHandles NSFWQualityRefusal Rate
Claude 3.5 SonnetYes (with jailbreak)Excellent10-20%
GPT-4oYes (with jailbreak)Good20-30%
Mistral LargeYesGood5-10%
DeepSeek V3YesDecent5-10%
Llama 3 70BYesDecent5-15%
GPT-4o-miniLimitedPoor40-50%
Claude 3 HaikuLimitedPoor30-40%
Gemini 1.5 ProVery limitedPoor60-70%

important: refusal rates depend heavily on your jailbreak prompt and character card. these numbers are based on my tests with standard community jailbreaks.

tips for NSFW RP

short answer: use a good community jailbreak, set author's notes, avoid Gemini, use Claude with jailbreak for best quality, Mistral as fallback.

  1. use a good jailbreak - the SillyTavern community maintains effective jailbreak prompts
  2. set up author's notes - use SillyTavern's author's note feature to reinforce the tone
  3. avoid Gemini - it's the most censored model family
  4. Claude with good jailbreak - gives the best NSFW quality when it works
  5. Mistral as fallback - less censored by default, decent quality

check our private SillyTavern API guide for privacy-focused setup.


cost optimization for RP

roleplay uses a lot of tokens. here's how to keep costs down.

token usage in RP

short answer: short RP: 5K-10K tokens per session. medium: 15K-25K. long: 25K-50K. context size and message length drive costs.

Message LengthTokens per Message50-Message Session
Short (1-2 paragraphs)100-2005,000-10,000
Medium (3-4 paragraphs)300-50015,000-25,000
Long (5+ paragraphs)500-100025,000-50,000

cost per 50-message session

short answer: Claude 3.5: $0.08-0.80. GPT-4o: $0.05-0.50. Mistral Large: $0.03-0.30. DeepSeek V3: $0.01-0.15. pick based on quality needs.

ModelShort RPMedium RPLong RP
Claude 3.5 Sonnet$0.08-0.15$0.20-0.40$0.40-0.80
GPT-4o$0.05-0.10$0.12-0.25$0.25-0.50
Mistral Large$0.03-0.06$0.08-0.15$0.15-0.30
DeepSeek V3$0.01-0.03$0.04-0.08$0.08-0.15
Llama 3 70B$0.02-0.04$0.05-0.10$0.10-0.20

my RP cost strategy

short answer: DeepSeek V3 for casual RP at $0.04-0.08 per session. switch to Claude for important scenes. GPT-4o as middle ground.

  1. use DeepSeek V3 for casual RP - $0.04-0.08 per session is hard to beat
  2. switch to Claude for important scenes - quality matters for key moments
  3. use GPT-4o as the middle ground - good quality, reasonable cost
  4. limit context window - don't carry 100+ message histories
  5. set max tokens - cap responses at 500-800 tokens for most RP

with this strategy, i spend about $5-8/month on daily RP sessions. see our pricing guide for the full breakdown.


SillyTavern configuration for best results

short answer: context 8192-16384, max tokens 500-800, temperature 0.8-1.0, frequency penalty 0.1-0.3, presence penalty 0.1-0.2.

SettingValueWhy
Context Size8192-16384Balance quality and cost
Max Tokens500-800Prevents rambling
Temperature0.8-1.0More creative responses
Top-P0.9Good diversity
Frequency Penalty0.1-0.3Reduces repetition
Presence Penalty0.1-0.2Encourages new topics

system prompt tips

short answer: keep system prompts focused. avoid overly long prompts that eat context window and cost more tokens.

keep your system prompt focused:

You are {{char}}. Stay in character at all times. 
Write vivid, descriptive responses. 
Never break character or acknowledge being an AI.
Respond in third person for actions, first person for dialogue.

avoid overly long system prompts - they eat into your context window and cost more tokens.


my recommendation

for serious RP: Claude 3.5 Sonnet. yes, it's expensive. but the quality difference is noticeable.

for casual RP: Mistral Large or DeepSeek V3. good enough quality, much cheaper.

for mixed use: GPT-4o. reliable across all RP scenarios, reasonable cost.

avoid for RP: Gemini 1.5 Pro, GPT-4o-mini, Claude 3 Haiku.

👉 Try these models on NanoGPT


Last updated: July 2026


Disclosure: This article contains affiliate links. If you sign up through our referral link, you get a 5% discount and we earn a small commission. This doesn't affect our reviews - we pay for all services ourselves.

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