DiscoverAIBiZAI That Actually Works: Cutting Busywork, Training Teams, and Unlocking ROI in AEC with Olga Topchaya
AI That Actually Works: Cutting Busywork, Training Teams, and Unlocking ROI in AEC with Olga Topchaya

AI That Actually Works: Cutting Busywork, Training Teams, and Unlocking ROI in AEC with Olga Topchaya

Update: 2025-11-10
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On AIBiz, host Sayan talks with Olga Topchaya, Founder & CEO of Lapis Consults, about practical AI for Architecture, Engineering & Construction (AEC). No hype—just what delivers results for mid-size and enterprise teams: knowledge management, QA/QC, reporting automation, and adoption strategies that reduce operational drag. Olga explains why AEC’s inefficiency problem is a people-and-process issue first, tech second—and how simple UI, targeted use cases, and hands-on training drive measurable ROI (30%+ OpEx reduction, ~$32K per employee saved on average). If you lead in AEC and want AI that sticks, this is your playbook.


About the guest  :


Olga Topchaya is an AI consultant and product leader who helps mid-size companies implement custom AI systems that eliminate busywork and improve decision quality. With a decade across product and marketing, she bridges technical depth with business outcomes—especially in AEC.


Key takeaways:




  • Start small, win fast. Pick one high-impact, error-prone workflow (e.g., knowledge management or reporting) and ship in months—not year-long build cycles.




  • Adoption beats ambition. Success is 80% people, 20% tech: pair rollout with hands-on training tailored to each role (architect, engineer, HR, IT).




  • Design for simplicity. Favor chat or voice assistants and clear UI so teams spend less time hunting files and buttons, more time doing work.




  • QA/QC with vision + CAD. Use computer vision and Revit integrations to check drawings against specs and reduce manual review time.




  • Be model-agnostic. Architect systems to swap models/APIs as the landscape shifts; reduce third-party dependency where possible.




  • Reporting that writes itself. Automate data pulls and draft generation so managers review, not re-create.




  • Sell, don’t stall. Use AI to synthesize RFP intelligence and communication history to tailor outreach and shorten cycles.




  • Research at speed. Accelerate property/site research and due-diligence with retrieval and summarization.




  • No “AI then layoffs.” Keep domain experts; AI amplifies teams and preserves morale and project continuity.




  • Five-year vision. Incremental deployments, measurable KPIs, and tight feedback loops—not wholesale overhauls—win in AEC.




Connect with the guest  



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Disclaimer: This video is for educational and informational purposes only. The views expressed are the personal opinions of the guest and do not reflect the views of the host or Healthy Mind By Avik™️. We do not intend to harm, defame, or discredit any person, organization, brand, product, country, or profession mentioned. All third-party media used remain the property of their respective owners and are used under fair use for informational purposes. By watching, you acknowledge and accept this disclaimer.


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AI That Actually Works: Cutting Busywork, Training Teams, and Unlocking ROI in AEC with Olga Topchaya

AI That Actually Works: Cutting Busywork, Training Teams, and Unlocking ROI in AEC with Olga Topchaya

Avik Chakraborty