AI Prompt Enhancer API
$5 Free Credits
Stop guessing prompts. Every AI model has its own prompting system — FLUX needs different syntax than LTX or Kokoro. Prompt Enhancer uses dedicated guides from official sources (HuggingFace, GitHub) for each model and inference type, so your prompts produce the highest quality output every time. Works across images, video, speech, and image editing.
Why deAPI for
prompt boosting?
Every model speaks a different language. FLUX wants structured scene descriptions. LTX expects motion directives. Kokoro needs phonetic markers. Writing the perfect prompt for each model takes hours of reading docs — or one API call to Prompt Enhancer. We built dedicated guides from official model sources so the AI knows exactly how each model works.
Model-Specific Guides
Built from official HuggingFace and GitHub docs for each model. Not generic — tailored to how FLUX, LTX, Kokoro, and Chatterbox actually work.
4 Inference Types
Dedicated endpoints for text-to-image, image-to-image, text-to-video, and text-to-speech. Each one optimized for its domain.
Fraction-of-a-Cent Cost
Prompt enhancement costs a fraction of the generation itself. A tiny investment that dramatically improves output quality.
Instant — No Queue
Synchronous response. Send a prompt, get an enhanced version back in the same request. No polling, no waiting.
The Prompting Problem
Your users don’t know how to write prompts for each model — and neither should they have to
Without Prompt Enhancer
User prompt
"a cat sitting on a chair"
With Prompt Enhancer
Enhanced prompt
"A majestic tabby cat sitting regally on a vintage wooden chair, detailed fur texture, warm afternoon light streaming through a window, shallow depth of field, professional photography, 8k resolution"
Four Dedicated Endpoints
Each endpoint is trained with model-specific guides — pick the one that matches your generation type
Text-to-Image Prompt Enhancement
What it does
Transforms a simple text prompt into a detailed, model-optimized description for FLUX-2 Klein or Z-Image. Adds lighting, composition, style keywords, and quality markers that the image model responds to best. Also generates a negative prompt to prevent common artifacts.
API workflow
POST to /prompt/image
with your prompt and optional negative_prompt. Receive the enhanced prompt and negative prompt
synchronously. Then pass them directly to /txt2img.
Endpoint Details
Optimized for FLUX-2 Klein, Z-Image Turbo
Guide: HuggingFace FLUX docs + best practices
Request Example
{
"prompt": "a cat on a chair",
"negative_prompt": "blurry"
}
Tip: Always use the price calculation endpoint
/prompt/image/price-calculation
first to check the cost before enhancing.
Text/Image-to-Video Prompt Enhancement
What it does
Rewrites prompts for video generation models like LTX-2.3. Adds motion directives, camera movement descriptions, temporal consistency cues, and scene pacing that video models need but image models don’t. Supports optional source image for image-to-video workflows.
API workflow
POST multipart to /prompt/video
with your prompt, optional negative_prompt, and optional source image. Get an enhanced
video prompt tuned for LTX-2.3 motion synthesis.
Endpoint Details
Optimized for LTX-2.3 video generation
Guide: LTX-Video GitHub + motion prompting docs
What Prompt Enhancer Adds
Tip: Include a source image for image-to-video — the booster will describe the image content and add appropriate motion directives.
Image-to-Image Prompt Enhancement
What it does
Optimizes editing instructions for image-to-image models like FLUX-2 Klein and Qwen Image Edit. Adds precise transformation directives, preservation hints (what to keep unchanged), and model-specific editing syntax that yields cleaner, more predictable edits.
API workflow
POST multipart to /prompt/image2image
with your editing prompt, optional negative_prompt, and the source image. Get back an
enhanced editing instruction optimized for img2img models.
Endpoint Details
Optimized for FLUX-2 Klein img2img, Qwen Image Edit
Guide: FLUX img2img + Qwen editing docs
What Prompt Enhancer Adds
Text-to-Speech Prompt Enhancement
What it does
Optimizes text for TTS models like Kokoro, Chatterbox, and Qwen TTS. Adds punctuation for natural pacing, fixes abbreviations, inserts SSML-style markers where appropriate, and structures the text for the most natural-sounding speech output.
API workflow
POST to /prompt/speech
with your text and optional language code. Get back optimized text ready for TTS models.
Then pass it directly to /txt2speech.
Endpoint Details
Optimized for Kokoro, Chatterbox, Qwen TTS
Guide: Kokoro phonetics + Chatterbox voice docs
What Prompt Enhancer Adds
Who Uses Prompt Enhancer?
SaaS Platforms with AI Features
Your users type simple prompts. Prompt Enhancer silently enhances them before generation, so every user gets professional results — no prompt engineering skills needed. Reduce support tickets and increase satisfaction.
Content Creation Pipelines
Automate content production: boost prompts for images, video, and voiceover in a single pipeline. Feed user briefs through Prompt Enhancer before each generation step for consistent, high-quality output at scale.
Industries & Use Cases
Hide prompt complexity from end users, deliver pro-quality AI output
Boost product descriptions into perfect image/video generation prompts
Turn campaign briefs into optimized prompts for images, video, and voiceover
Generate consistent visual + audio content from lesson plans
Add prompt optimization to any AI pipeline with a single API call
See Prompt Enhancer in Action
Watch how a simple 5-word prompt transforms into a detailed, model-optimized description that produces dramatically better results. One API call, instant response, better output.
Frequently Asked Questions
/prompt/image/price-calculation, /prompt/video/price-calculation, /prompt/speech/price-calculation, and /prompt/image2image/price-calculation. Call it with the same parameters to get the exact cost before committing.
Boost your first prompt
in under a minute
One API call. Dramatically better output. Start with $5 free credits — no subscription, no credit card.
Claim $5 Credits