# AI Text Humanizer: rewrite drafts with word-level diff (`startuphub/humanize-ai-text`) Actor

Humanize AI-generated text so it reads like a person wrote it. Light, Balanced, or Thorough rewrite strength plus rhythm, structure, filler, and em-dash fixes. Word-level diff and similarity stats included.

- **URL**: https://apify.com/startuphub/humanize-ai-text.md
- **Developed by:** [StartupHub](https://apify.com/startuphub) (community)
- **Categories:** Business, Lead generation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per usage

This Actor is paid per platform usage. The Actor is free to use, and you only pay for the Apify platform usage, which gets cheaper the higher subscription plan you have.

Learn more: https://docs.apify.com/actors/running/actors-in-store.md#pay-per-usage

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).

# README

## Humanize AI Text: rewrite drafts with word-level diff

Rewrite AI-generated drafts so they read like a person wrote them. Choose how hard to
rewrite (Light, Balanced, or Thorough) and which structural tells to fix: uniform
sentence rhythm, repeated paragraph templates, filler phrases, and em-dashes. Returns
the rewritten text plus per-paragraph stats and a similarity score showing how much of
your original wording survived. Powered by
[StartupHub.ai](https://www.startuphub.ai/rewrite).

Unlike one-button humanizers, you see exactly what changed before you publish anything.

### Input

| Field | Type | Description |
|-------|------|-------------|
| `texts` | array of strings | Documents to rewrite. Separate paragraphs with a blank line. Max 12 paragraphs and 20,000 characters per document. |
| `strength` | string | `light` (proofread), `balanced` (default), or `thorough` (rebuild every sentence, keep only facts). |
| `options` | array | `rhythm`, `destructure`, `tells`, `punctuation` (em-dash removal). All four on by default. |

### Output (one dataset row per document)

`original`, `rewritten`, `strength`, `options_applied`, `stats` (`similarity`,
`words_added`, `words_removed`, `words_kept`), `paragraphs[]` (original vs rewritten
per block), `model`, plus a `powered_by` / `web_tool` / `full_api` CTA footer.

### Setup

Add a `STARTUPHUB_API_KEY` environment variable (mark **Secret**) with a
`sk_live_...` key from https://www.startuphub.ai/my-account?tab=api.

### Suggested monetization

Pay-per-result at market parity. For bulk rewriting in your own pipeline, use
`POST /api/v1/rewrite` directly (same engine, cheaper at volume).

Keywords: humanize AI text, AI humanizer, rewrite AI content, de-AI text, AI detector
bypass alternative, natural language rewrite, ChatGPT humanizer, word-level diff,
paragraph rewriter.

# Actor input Schema

## `texts` (type: `array`):

One or more documents to rewrite. Separate paragraphs with a blank line. Max 12 paragraphs and 20,000 characters per document.

## `strength` (type: `string`):

Light fixes only machine tells. Balanced rewords where helpful. Thorough rebuilds every sentence from scratch, keeping only the facts.

## `options` (type: `array`):

Optional toggles: rhythm (vary sentence length), destructure (break repeated templates), tells (cut filler), punctuation (replace em-dashes).

## Actor input object example

```json
{
  "texts": [
    "It is worth noting that leveraging AI-powered solutions can significantly enhance operational efficiency. Moreover, organizations that embrace these transformative technologies are well-positioned to unlock unprecedented value in today's rapidly evolving landscape."
  ],
  "strength": "balanced",
  "options": [
    "rhythm",
    "destructure",
    "tells",
    "punctuation"
  ]
}
```

# Actor output Schema

## `results` (type: `string`):

No description

## `summary` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "texts": [
        "It is worth noting that leveraging AI-powered solutions can significantly enhance operational efficiency. Moreover, organizations that embrace these transformative technologies are well-positioned to unlock unprecedented value in today's rapidly evolving landscape."
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("startuphub/humanize-ai-text").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "texts": ["It is worth noting that leveraging AI-powered solutions can significantly enhance operational efficiency. Moreover, organizations that embrace these transformative technologies are well-positioned to unlock unprecedented value in today's rapidly evolving landscape."] }

# Run the Actor and wait for it to finish
run = client.actor("startuphub/humanize-ai-text").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")
for item in client.dataset(run.default_dataset_id).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "texts": [
    "It is worth noting that leveraging AI-powered solutions can significantly enhance operational efficiency. Moreover, organizations that embrace these transformative technologies are well-positioned to unlock unprecedented value in today'\''s rapidly evolving landscape."
  ]
}' |
apify call startuphub/humanize-ai-text --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,startuphub/humanize-ai-text"
        }
    }
}

```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/4iGeE6XT4pjKdmLYc/builds/ibLT3U8GPxDnLV8MI/openapi.json