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from $10.00 / 1,000 results

Stech Clarity Driven Feedback Transformer (SCDFT)

SPAI turns harsh feedback into total clarity: clear, manager-ready reports. Each item refined one-by-one. Upload CSV/JSON, pick tone per item, export instantly. Stateless, private. Micro Honesty embedded. No data stored. For HR, CS, product, and public service.

Pricing

from $10.00 / 1,000 results

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Stech AI

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You can access the Stech Clarity Driven Feedback Transformer (SCDFT) programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in Integrations settings in Apify Console.

Python

JavaScript

CLI

OpenAPI

HTTP

MCP

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        "type": "object",
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          "csvFile": {
            "title": "CSV File (optional)",
            "type": "string",
            "description": "Upload a CSV file. You can use your existing company CSV without renaming columns."
          },
          "feedbacks": {
            "title": "Feedback Array (optional)",
            "type": "array",
            "description": "Alternative to CSV: provide an array of feedback objects. All fields except originalFeedback are optional.",
            "items": {
              "type": "object",
              "properties": {
                "originalFeedback": {
                  "type": "string",
                  "title": "Original Feedback",
                  "description": "The raw feedback or complaint you want to refine."
                },
                "targetTone": {
                  "type": "string",
                  "title": "Target Tone",
                  "description": "Desired tone for this feedback.",
                  "enum": [
                    "honest and constructive",
                    "empathetic",
                    "professional and actionable",
                    "firm but fair"
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                },
                "additionalInstructions": {
                  "type": "string",
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                  "description": "Extra guidance for the refinement.",
                  "editor": "textarea"
                },
                "context": {
                  "type": "string",
                  "title": "Context (optional)",
                  "description": "Type of feedback (performance review, customer complaint, product review, public report)."
                },
                "recipientName": {
                  "type": "string",
                  "title": "Recipient Name (optional)",
                  "description": "Name of the recipient. If provided, SCDFT will address them respectfully."
                }
              },
              "required": [
                "originalFeedback"
              ]
            }
          },
          "defaultTone": {
            "title": "Default Tone",
            "enum": [
              "honest and constructive",
              "empathetic",
              "professional and actionable",
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            ],
            "type": "string",
            "description": "Fallback tone if not specified per item.",
            "default": "honest and constructive"
          },
          "maxConcurrency": {
            "title": "Max Concurrency",
            "minimum": 1,
            "maximum": 20,
            "type": "integer",
            "description": "Number of feedback items to process simultaneously (1-20).",
            "default": 5
          },
          "timeout": {
            "title": "Timeout (seconds)",
            "minimum": 10,
            "maximum": 300,
            "type": "integer",
            "description": "Max wait time per feedback request.",
            "default": 60
          }
        }
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                "example": "READY"
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                "type": "object",
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                    "type": "string",
                    "example": "API"
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                  "userAgent": {
                    "type": "string"
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                    "type": "integer",
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                    "example": 0
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                    "type": "integer",
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                    "type": "integer",
                    "example": 0
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AI Feedback Transformer – Total Clarity at Scale OpenAPI definition

OpenAPI is a standard for designing and describing RESTful APIs, allowing developers to define API structure, endpoints, and data formats in a machine-readable way. It simplifies API development, integration, and documentation.

OpenAPI is effective when used with AI agents and GPTs by standardizing how these systems interact with various APIs, for reliable integrations and efficient communication.

By defining machine-readable API specifications, OpenAPI allows AI models like GPTs to understand and use varied data sources, improving accuracy. This accelerates development, reduces errors, and provides context-aware responses, making OpenAPI a core component for AI applications.

You can download the OpenAPI definitions for Stech Clarity Driven Feedback Transformer (SCDFT) from the options below:

OpenAPI.json

If you’d like to learn more about how OpenAPI powers GPTs, read our blog post.

You can also check out our other API clients:

Stech Clarity Driven Feedback Transformer (SCDFT) API in Python

Stech Clarity Driven Feedback Transformer (SCDFT) API in JavaScript

Stech Clarity Driven Feedback Transformer (SCDFT) API through CLI

Stech Clarity Driven Feedback Transformer (SCDFT) API

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