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Kinetic-4B vs Claude Haiku 4.5: The 4B Model Wins Tools

Kinetic-4B wins on tool calling. On a 300-sample Composio evaluation, the 4-billion-parameter model from Bengaluru lab Conscious Engines scored 82.33% accuracy at 1.61s p95 latency, against 80.0% and 4.02s for Anthropic's Claude Haiku 4.5, and 76.33% at 7.99s for OpenAI's GPT-OSS-120B ( Conscious Engines, 1 April 2026 ). That is 2.5x lower tail latency at slightly higher accuracy. Haiku remains…

The Kinetic-4B model, developed by Bengaluru-based Conscious Engines, outperformed Anthropic's Claude Haiku 4.5 in a recent tool calling benchmark. Kinetic-4B achieved 82.33% accuracy, 95.33% tool-name accuracy, 4.67% failed calls, and a p95 latency of 1.61 seconds, compared to Claude Haiku 4.5's 80.0% accuracy, 90.33% tool-name accuracy, 9.67% failed calls, and a p95 latency of 4.02 seconds.

In contrast, OpenAI's GPT-OSS-120B trailed with 76.33% accuracy and a p95 latency of 7.99 seconds. The smaller Kinetic-4B model, trained on a single rented GPU for about 4.5 hours, demonstrates that fine-tuned, smaller models are more cost-effective and faster for specific tasks like tool calling, while larger models excel at open-ended reasoning and code generation.

Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

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