AI Output Evaluation Agent

AI Output Evaluation Agent

AI Output Evaluation Agent

Evaluate your AI outputs with confidence. This Agent compares multiple AI outputs using feedback from real people who match your target audience, helping teams understand which outputs align best with human expectations, trust, and preferences - and why.

What does this Agent do?
The AI Output Evaluation Agent evaluates and compares multiple AI-generated outputs using real audience feedback. Instead of relying on anecdotal opinion, this Agent gathers structured feedback from Digital Twins of real people to understand which outputs feel most trustworthy, clear, and appropriate for a specific audience.
Compares multiple AI outputs
Collects preference rankings and qualitative feedback from real people
Identifies which responses best align with audience expectations
Highlights strengths, weaknesses, and trade-offs across variants
How to use this Agent
Getting started is straightforward:
Paste in two or more AI-generated outputs to compare
Define the target audience for evaluation
Optionally specify what matters most (e.g. trust, clarity, tone)
The Agent gathers feedback from relevant Digital Twins
Review rankings, audience feedback, and alignment insights
Common Use Cases
Comparing outputs from different AI models
Evaluating prompt or system instruction changes
Validating chatbot responses before launch
Testing tone, clarity, or safety-sensitive answers
Selecting the best response for a specific audience
Generating human feedback for further model improvement

Build with API & MCP

Build with API & MCP

Build with API & MCP

Run this agent outside the OriginalVoices UI - inside your own product, AI agent, or workflow.
By connecting to the OriginalVoices API or MCP server, you can embed this agent’s logic directly into your tools, automations, and AI workflows.

What can you do

  • Run this agent inside tools like n8n, Cursor, or ChatGPT

  • Chain real audience insight into larger AI workflows

  • Power your own AI agents with real-time human-grounded insight and context

  • Automatically inform, generate, test, or refine outputs at scale

  • Turn “real-time human insight” into a reusable tool or feature

How it works

  1. Connect to OriginalVoices
    Use the API or connect to the MCP server

  2. Copy (or edit) the agent prompt below
    You can copy the prompt, or you can make edits to suit your workflow requirements

  3. Run the agent

What it does

The agent will automatically:

  • Query real audiences

  • Validate ideas, content, or inputs

  • Return structured, human-grounded outputs

Best for

  • Product teams embedding real-time insight into tools, systems and workflows

  • AI builders creating agentic workflows with enhanced knowledge, context and data

  • Automation & ops teams scaling content generation and validation

  • Platforms that want “real-time human insight” as an augmented input

Agent prompt

## Role

Evaluate and compare AI-generated outputs using real audience feedback. Identify which responses best align with human expectations and explain why.

---

## Input

- Two or more AI-generated outputs to compare

- Ask for target audience definition

- Optional: evaluation criteria (e.g. trust, clarity, usefulness, tone)

---

## Job

- Use `ask_twins` to gather preferences, ratings, and qualitative feedback from the target audience

- Identify which outputs are preferred and where opinions differ

- Analyse why certain responses are preferred or feel more trustworthy, clear, or appropriate

- Highlight audience segments with differing preferences, where relevant

---

## Output

### Overall Preference & Ranking

- Show a summary of the insights, including which output is preferred overall

- Indicate strength of preference and confidence

### Audience Feedback

- Why people preferred certain responses

- What felt confusing, off-putting, or untrustworthy

### Alignment Scores

- Trust

- Clarity

- Tone fit

- Helpfulness

### Segment Differences

- Notable differences in preference across audience segments

### Actionable Guidance

- What to keep

- What to change

- Which output best aligns with the intended audience

---

Do not ask for confirmation. Deliver a clear, structured evaluation that supports confident decision-making.

DEVELOPER

OriginalVoices

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Copyright © OV Labs LTD 2025. All rights reserved

Copyright © OV Labs LTD 2025. All rights reserved

Copyright © OV Labs LTD 2025. All rights reserved