Managed visual inference

Run perception and reasoning models through one API. We handle the infrastructure.

Perception and reasoning. One API.

Understand a scene or reason over observations with an OpenAI-compatible API.

# POST a chat completion
export HEDRA_API_KEY="<key_id>:<secret>"

curl -X POST "https://api.hedra.com/v3/chat/completions" \
  -H "Authorization: Bearer $HEDRA_API_KEY" \
  -H "Content-Type: application/json" \
  --data-binary @- <<'JSON'
{
  "model": "glm-5.3",
  "messages": [
    {
      "role": "user",
      "content": [
        {
          "type": "text",
          "text": "List the visible objects and their spatial relationships. Describe only what the image shows."
        },
        {
          "type": "image_url",
          "image_url": {
            "url": "https://imagedelivery.net/yn_JX_LzJpQI9TTynGwR_Q/www-redesign/training/hero-robot-lab-20261019/public"
          }
        }
      ]
    }
  ],
  "reasoning_effort": "low",
  "max_tokens": 4096
}
JSON