AI Coding Assistants Haven’t Sped up Delivery Because Coding Was Never the Bottleneck

📰 InfoQ AI/ML

AI coding assistants have not significantly sped up project delivery because coding was not the primary bottleneck

intermediate Published 24 Mar 2026
Action Steps
  1. Identify the current bottlenecks in your project workflow
  2. Analyze how AI coding tools are being utilized and their impact on individual developer output
  3. Re-evaluate the specification and verification processes to optimize them for better project velocity
  4. Consider implementing automated testing and verification tools to reduce the bottleneck
Who Needs to Know This

Developers and project managers can benefit from understanding the shift in bottlenecks to specification and verification, allowing them to optimize their workflows accordingly

Key Insight

💡 Coding is not the primary bottleneck in project delivery, and AI coding tools may not have a significant impact on overall project velocity

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🚀 AI coding assistants boost individual dev output, but project velocity remains modest due to upstream bottlenecks 🤔

Key Takeaways

AI coding assistants have not significantly sped up project delivery because coding was not the primary bottleneck

Full Article

Agoda recently published an observation arguing that while AI coding tools have measurably raised individual developer output, the resulting velocity gains at the project level have been surprisingly modest, because coding was never the real bottleneck. The post claims that the bottleneck has shifted upstream to specification and verification because these
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