Make.com → Multiple LLMs → Airtable Comparison Report

advanced35 minPublished Mar 6, 2026
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Test the same reasoning prompts across different AI models, compare their chain-of-thought transparency, and generate comparative analysis reports for model selection.

Workflow Steps

1

Make.com

Orchestrate multi-model testing

Set up scheduled scenarios that send identical reasoning prompts to OpenAI GPT-4, Anthropic Claude, and Google Gemini APIs simultaneously with consistent parameters.

2

OpenAI API

Generate GPT-4 response

Configure GPT-4 calls with explicit chain-of-thought instructions, temperature 0.3 for consistency, and system prompts requiring step-by-step reasoning explanation.

3

Anthropic Claude API

Generate Claude response

Send same prompts to Claude with identical reasoning requirements. Use Claude's natural tendency for detailed explanations to capture comprehensive thought processes.

4

Google Gemini API

Generate Gemini response

Query Gemini with matching parameters and reasoning instructions to ensure fair comparison across all three major model families.

5

Airtable API

Create comparison records

Store all responses in structured Airtable base with fields for prompt, model responses, reasoning clarity scores, and comparative analysis. Use formulas to calculate transparency metrics.

Workflow Flow

Step 1

Make.com

Orchestrate multi-model testing

Step 2

OpenAI API

Generate GPT-4 response

Step 3

Anthropic Claude API

Generate Claude response

Step 4

Google Gemini API

Generate Gemini response

Step 5

Airtable API

Create comparison records

Why This Works

Make.com's visual workflow builder simplifies complex multi-API orchestration while Airtable's relational structure enables sophisticated analysis of reasoning patterns across different model architectures.

Best For

AI teams evaluating model reasoning capabilities for critical applications

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Deep Dive

Multi-LLM Testing Automation: Compare AI Models at Scale

Automatically test reasoning prompts across OpenAI, Claude, and Gemini to find the best AI model for your use case with structured comparison reports.

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