
Eye On A.I. #318 Olek Paraska: How AI Is Fixing the Biggest Bottleneck in Construction
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Jan 29, 2026 Olek Paraska, CTO of Togal AI and builder of AI systems for construction, explains why pre-construction takeoffs are the true bottleneck. He describes using computer vision plus reasoning layers, human-in-the-loop workflows, and agentic tools to turn floor plans into materials, costs, and actionable estimates. The conversation covers immediate ROI, handling regional codes, and a long-term vision for automated pre-construction planning.
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Keep Humans As The Final Authority
- Blend AI extraction with manual controls so users stay in charge of costly decisions.
- Give estimators correction tools and preserve human oversight for high-impact errors.
Perception Plus Reasoning Unlocks Value
- Pairing computer vision with LLM reasoning unlocks richer pre-construction automation.
- Perception plus language models enables agents to analyze plans, not just detect lines.
Automate Routine Document Workflows
- Automate routine document tasks like RFIs and scope extraction to save estimator time.
- Use agents to summarize 500‑page spec books and highlight what matters to each trade.
