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README.md

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-## 💰 Cost Comparison
+## 💰 Why Not Just Use a General-Purpose LLM?
 
-Agentic Data 1 delivers **specialist-grade performance at a fraction of the cost** of general-purpose frontier models:
+The latest frontier models are powerful but **expensive and not optimized for data tasks**:
 
-| Model | Input $/M tokens | Output $/M tokens | Data Domain Accuracy |
+| Model | Input $/M tokens | Output $/M tokens | Optimized for Data? |
 |---|---|---|---|
-| GPT-4 Turbo | $10.00 | $30.00 | General purpose |
-| Claude Sonnet 3.5 | $3.00 | $15.00 | General purpose |
-| Claude Haiku | $0.25 | $1.25 | General purpose |
-| **Agentic Data 1** | **$0.50** | **$2.50** | **Domain-specialized** |
+| **GPT-5.4 Pro** | $30.00 | $180.00 | ❌ General purpose |
+| **GPT-5.4** | $2.50 | $15.00 | ❌ General purpose |
+| **Claude Opus 4.6** | $5.00 | $25.00 | ❌ General purpose |
+| **Claude Sonnet 4.5** | $3.00 | $15.00 | ❌ General purpose |
+| Claude Haiku | $0.25 | $1.25 | ❌ General purpose |
+| GPT-5.4 mini | $0.75 | $4.50 | ❌ General purpose |
 
-> **83% cheaper than Claude Sonnet** with **better performance on data tasks**. Purpose-built beats general-purpose.
+These models treat SQL migration as "just another coding task." They lack deep understanding of Oracle PL/SQL, DB2 quirks, Snowflake dialect nuances, and enterprise data quality patterns.
+
+**Agentic Data 1 delivers domain-specialized performance** — purpose-built for data operations, with step-by-step reasoning specifically trained on real-world migration scenarios.
+
+> 📬 **[Contact us for pricing](https://www.datamanagement.ai/contact-us)** — flexible plans for teams, API access, and dedicated infrastructure.
 
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