mediaprompt

Low Latency Prompt Optimizer for any Generative Media Model

<350ms completion for model-aware prompting

While every generative media model is prompted differently, users suck at writing generative media prompts that include detail and imagination. We optimize for your exact model returning 10x better results while adding unnoticable latency.

terminal — prompt transformation
// User writes
"

The prompting gap is real

What users say vs. what models need to produce great results.

User prompt

"a sunset over mountains"

Vague, no style direction, no technical specs. Model guesses everything.

Optimized prompt

"Dramatic sunset over mountain range, golden hour lighting with deep orange and purple gradients, silhouetted peaks, atmospheric haze, landscape photography, wide-angle composition, high dynamic range"

Specific, model-aware, includes style and technical direction.

How it works

One API call. Optimized prompts.

1

Set your context once

Describe your use case: 'Product photography for pet furniture e-commerce. Clean, bright, Scandinavian aesthetic.'

2

Send user prompts

Pass the raw user input along with your target model. We handle the optimization.

3

Get optimized results

Receive a model-specific prompt in <500ms. Better images, happy users, no prompt engineering.

Integrate in 5 minutes

One endpoint. Three parameters. That's it.

Request
curl
curl -X POST https://api.mediaprompt.dev/v1/rewrite \
  -H "Authorization: Bearer mp_your_api_key" \
  -H "Content-Type: application/json" \
  -d '{
    "user_prompt": "a cat sitting on a couch",
    "developer_context": "Product photography for pet furniture e-commerce",
    "model": "dall-e-3"
  }'
Response
response.json
{
  "rewritten_prompt": "Professional product photography of a domestic cat resting on a modern sofa...",
  "latency_ms": 287,
  "model": "dall-e-3",
  "tokens_used": 42
}

Works with everything

Model-specific optimization for all major providers.

GPT-Image 1.5
OpenAI
FLUX.2 Max
Black Forest Labs
FLUX.1 Kontext
Black Forest Labs
Nano Banana Pro
Google
Recraft V3
Recraft
Qwen-Image
Alibaba
ImagineArt 1.5
ImagineArt
Ideogram 2.0
Ideogram
DALL-E 3
OpenAI
Built for speed

<500ms P95 latency

Hyper optimized for speed, latency and quality no matter which image model you're using.

Coming soon

We're launching soon. Drop your email to get early access.