> ## Documentation Index
> Fetch the complete documentation index at: https://www.pickfu.com/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Image quality control

> Run a quick PickFu check to confirm your image is error-free, on-brand, and clearly understood by a U.S. consumer audience before you publish.

Quickly make sure your image is error-free and clear to a U.S. audience.

<Frame caption="A real image quality control poll — the question and options respondents saw.">
  <img src="https://mintcdn.com/pickfu/nrohUWUaawyBgKuI/images/use-cases/image-quality-control.png?fit=max&auto=format&n=nrohUWUaawyBgKuI&q=85&s=44d8696b37fe58e2db70154710191e5b" alt="Image quality control example poll" width="1800" height="885" data-path="images/use-cases/image-quality-control.png" />
</Frame>

[See the full interactive result →](https://www.pickfu.com/results/3lzLy3JtCP)

## When to use

Built for marketers and entrepreneurs. Reach for it when your options are ready and you want a fast, real-audience read before you commit.

## The test at a glance

| Setting   | Value                                                                                                                               |
| --------- | ----------------------------------------------------------------------------------------------------------------------------------- |
| Poll type | Star rating                                                                                                                         |
| Question  | "Look at this image and check for typos, errors, and confusing content. On a scale of 1-5, how clear and error-free is this image?" |
| Options   | 1 image                                                                                                                             |
| Audience  | 15 random respondents                                                                                                               |
| Reporting | Gender identity, Age range, Education level, Household income range                                                                 |

## Run it

<Tabs>
  <Tab title="One-click">
    [Use this template →](https://app.pickfu.com/ask/template/image-quality-control?regular=true)
  </Tab>

  <Tab title="AI · MCP">
    ```text theme={null}
    Create a PickFu star rating poll titled "Image quality control".
    Question: "Look at this image and check for typos, errors, and confusing content. On a scale of 1-5, how clear and error-free is this image?"
    Setup: Star Rating poll. Respondents will see your image, rate how clear and error-free it is on a scale of 1-5, and tell you why they chose that rating.
    Audience: 15 respondents; report by Gender identity, Age range, Education level.
    Publish it, then summarize the result when responses arrive.
    Tools: save_survey, publish_survey, get_survey_responses.
    ```
  </Tab>

  <Tab title="CLI">
    ```bash theme={null}
    # Create + publish with the PickFu CLI — see /integrations/cli
    pickfu survey create --type star_rating --question "Look at this image and check for typos, errors, and confusing content. On a scale of 1-5, how clear and error-free is this image?" --sample-size 15
    ```
  </Tab>

  <Tab title="API">
    ```bash theme={null}
    # POST /v1/surveys — see /api-reference/surveys
    curl -X POST https://api.pickfu.com/v1/surveys \
      -H "Authorization: Bearer $PICKFU_API_KEY" -H "Content-Type: application/json" \
      -d '{"questions":[{"type":"star_rating","prompt":"Look at this image and check for typos, errors, and confusing content. On a scale of 1-5, how clear and error-free is this image?"}],"sampleSize":15}'
    ```
  </Tab>

  <Tab title="URL parameters">
    ```
    https://app.pickfu.com/ask/survey?q1-type=star_rating&q1-prompt=Look+at+this+image+and+check+for+typos%2C+errors%2C+and+confusing+content.+On+a+scale+of+1-5%2C+how+clear+and+error-free+is+this+image%3F&sample_size=15
    ```
  </Tab>
</Tabs>

## Customize

* **Audience** — swap or add [targeting traits](/docs/guides/url-parameters#targeting-and-settings) (e.g. `amznpr` for Amazon Prime shoppers).
* **Sample size** — `15` for a fast read, `15` (default), `100`+ for higher confidence.
* **Country** — add `country=US` (or CA, GB, DE, …) to target a locale.
