https://www.pelles.ai/university Learn how to bring AI to your organization with expert guidance from Construction and AI experts. en Sun, 29 Mar 2026 14:10:10 GMT https://www.pelles.ai/university/articles/construction-document-automation-workflow https://www.pelles.ai/university/articles/construction-document-automation-workflow How AI-powered document automation streamlines construction workflows — from spec review and submittal generation to field documentation and closeout. Fri, 27 Mar 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-agents-construction-explained https://www.pelles.ai/university/articles/ai-agents-construction-explained What AI agents are, how they differ from chatbots, and the five types of AI agents transforming construction workflows for trade contractors. Sat, 21 Mar 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-document-parsing-construction https://www.pelles.ai/university/articles/ai-document-parsing-construction How AI document parsing extracts structured data from construction quotes, bills of quantities, invoices, and specifications — reducing manual entry and improving accuracy. Mon, 16 Mar 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-preconstruction-estimating-guide https://www.pelles.ai/university/articles/ai-preconstruction-estimating-guide How AI transforms preconstruction estimating — from document triage and scope extraction to requirement analysis and bid preparation for trade contractors. Tue, 10 Mar 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/construction-submittal-review-ai https://www.pelles.ai/university/articles/construction-submittal-review-ai Learn how AI automates the construction submittal review process — from requirement extraction to compliance checking — so trade contractors can start projects with contract-accurate logs on day one. Thu, 05 Mar 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/llm-fine-tuning-guide https://www.pelles.ai/university/articles/llm-fine-tuning-guide Understand when fine-tuning is the right approach and learn the practical steps to fine-tune language models for your specific use case. Fri, 06 Feb 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-strategy-for-enterprises https://www.pelles.ai/university/articles/ai-strategy-for-enterprises A comprehensive framework for developing an AI strategy that aligns with business goals and delivers measurable results. Tue, 03 Feb 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-governance-checklist-construction https://www.pelles.ai/university/articles/ai-governance-checklist-construction A practical governance framework for MEP subcontractors using AI—covering security, compliance, quality control, and responsible use. Fri, 23 Jan 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/getting-started-with-rag https://www.pelles.ai/university/articles/getting-started-with-rag Learn how to implement Retrieval-Augmented Generation (RAG) in your organization. This guide covers the fundamentals, architecture, and best practices for building effective RAG systems. Tue, 20 Jan 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/building-knowledge-base-past-projects https://www.pelles.ai/university/articles/building-knowledge-base-past-projects Turn your completed projects into searchable institutional knowledge using AI—without creating more paperwork for your team. Fri, 16 Jan 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/training-staff-ai-tools https://www.pelles.ai/university/articles/training-staff-ai-tools Practical approaches to training construction staff on AI tools that build real skills, not just checkboxes on a completion form. Tue, 13 Jan 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/track-scope-creep-before-profit-hit https://www.pelles.ai/university/articles/track-scope-creep-before-profit-hit Identify and document scope creep as it happens so you can recover costs or stop the bleeding before project margins disappear. Fri, 09 Jan 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-adoption-change-management https://www.pelles.ai/university/articles/ai-adoption-change-management A practical guide to rolling out AI tools across your organization, managing resistance, and building sustainable adoption that sticks. Tue, 06 Jan 2026 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/project-closeout-checklist-mep https://www.pelles.ai/university/articles/project-closeout-checklist-mep A systematic approach to project closeout that ensures nothing falls through the cracks, gets your final payment released, and protects you through warranty. Thu, 11 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/measuring-roi-time-saved-issues-caught https://www.pelles.ai/university/articles/measuring-roi-time-saved-issues-caught Practical metrics for measuring AI tool ROI in construction—track time savings, issues caught, and dollars recovered to justify your investment. Wed, 10 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/as-built-documentation-process https://www.pelles.ai/university/articles/as-built-documentation-process Build a systematic process for as-built documentation that captures field changes in real-time and delivers accurate final drawings at closeout. Tue, 09 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/daily-reports-meeting-notes-automated https://www.pelles.ai/university/articles/daily-reports-meeting-notes-automated Streamline project documentation with practical automation approaches that capture essential information without creating busywork. Mon, 08 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/om-manual-preparation-mep https://www.pelles.ai/university/articles/om-manual-preparation-mep Build a systematic approach to O&M manual preparation that starts at project kickoff and delivers complete packages without the closeout scramble. Sun, 07 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/toolbox-talks-construction https://www.pelles.ai/university/articles/toolbox-talks-construction Transform safety meetings from checkbox exercises into brief, focused discussions that crews remember and apply in the field. Fri, 05 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-for-subs-what-to-standardize https://www.pelles.ai/university/articles/ai-for-subs-what-to-standardize A practical guide for MEP subcontractor leadership on prioritizing AI adoption—which processes to standardize first for maximum impact. Wed, 03 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/osha-compliance-subcontractors https://www.pelles.ai/university/articles/osha-compliance-subcontractors Understand the OSHA requirements that apply to MEP subcontractors, common citation areas, and how to build a compliance program that protects workers. Wed, 03 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/anatomy-of-strong-change-order https://www.pelles.ai/university/articles/anatomy-of-strong-change-order Learn to build bulletproof change orders with proper documentation, pricing justification, and supporting evidence that gets approved. Mon, 01 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/jha-job-hazard-analysis-mep https://www.pelles.ai/university/articles/jha-job-hazard-analysis-mep Learn to create effective Job Hazard Analyses (JHAs) that protect your crews, satisfy safety requirements, and keep projects moving. Mon, 01 Dec 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/punch-lists-repeatable-workflow https://www.pelles.ai/university/articles/punch-lists-repeatable-workflow Build a systematic punch list process that captures every deficiency, tracks completion, and closes out projects without surprises. Wed, 26 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/rfis-that-get-answered https://www.pelles.ai/university/articles/rfis-that-get-answered Learn to write RFIs that get clear, timely responses by including the right context, references, and proposed solutions. Mon, 24 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/qaqc-checklists-trade-specific https://www.pelles.ai/university/articles/qaqc-checklists-trade-specific Create comprehensive quality control checklists tailored to your trade and project requirements using AI and specification-based extraction. Wed, 19 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/submittal-register-30-minutes https://www.pelles.ai/university/articles/submittal-register-30-minutes Build a complete submittal register from specifications quickly using a systematic extraction process with AI assistance. Mon, 17 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/tm-documentation-tracking https://www.pelles.ai/university/articles/tm-documentation-tracking Learn the essential documentation practices for time and material work that ensure you get paid for every hour and every dollar spent. Sat, 15 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/field-guide-fast-spec-lookups https://www.pelles.ai/university/articles/field-guide-fast-spec-lookups Navigate construction specifications quickly with this practical guide to spec organization, common sections, and fast lookup techniques. Wed, 12 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/submittals-101-build-complete-package https://www.pelles.ai/university/articles/submittals-101-build-complete-package Learn the fundamentals of construction submittals and how to build complete, approvable packages efficiently using AI assistance. Mon, 10 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/change-order-negotiation https://www.pelles.ai/university/articles/change-order-negotiation Learn effective negotiation strategies for change orders, from building your case to handling pushback and reaching fair settlements. Sat, 08 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/stop-searching-cited-answers https://www.pelles.ai/university/articles/stop-searching-cited-answers Learn how to use AI tools to get instant, cited answers from project documents instead of digging through hundreds of pages manually. Wed, 05 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/award-to-kickoff-execution-plan https://www.pelles.ai/university/articles/award-to-kickoff-execution-plan A systematic handoff process from preconstruction to project management that ensures nothing gets lost between winning the job and starting work. Mon, 03 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/change-order-log-protection https://www.pelles.ai/university/articles/change-order-log-protection Learn how to create and maintain a change order tracking system that ensures nothing falls through the cracks and every extra gets documented. Sat, 01 Nov 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/scope-gaps-expensive-miss https://www.pelles.ai/university/articles/scope-gaps-expensive-miss Understand how scope gaps form between trades and learn to identify and prevent them before they become costly disputes. Wed, 29 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/recognizing-extra-work-early https://www.pelles.ai/university/articles/recognizing-extra-work-early Learn to identify change order situations early, document properly from the start, and protect your right to additional compensation. Wed, 22 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/warranty-language-how-to-spot-it https://www.pelles.ai/university/articles/warranty-language-how-to-spot-it Learn to identify warranty clauses in construction contracts that extend your obligations beyond standard terms and how to negotiate them. Wed, 22 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/bid-review-sop-standardize-quality https://www.pelles.ai/university/articles/bid-review-sop-standardize-quality Create a standard operating procedure for bid reviews that ensures consistent quality regardless of which estimator handles the project. Tue, 21 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/labor-hour-estimation-productivity https://www.pelles.ai/university/articles/labor-hour-estimation-productivity Learn how to develop reliable labor productivity factors from historical data and adjust them for project-specific conditions. Wed, 15 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/liquidated-damages-what-to-look-for https://www.pelles.ai/university/articles/liquidated-damages-what-to-look-for Understand how liquidated damages work in construction contracts and what to negotiate before accepting delay penalty risk. Wed, 15 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/comparing-revisions-addendum-control https://www.pelles.ai/university/articles/comparing-revisions-addendum-control Master the process of comparing document revisions across addenda to catch scope changes before they become expensive surprises. Tue, 14 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-material-takeoffs https://www.pelles.ai/university/articles/ai-material-takeoffs Learn practical techniques for using AI to accelerate quantity takeoffs while maintaining accuracy and catching what automated tools miss. Wed, 08 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/flow-down-clauses-explained https://www.pelles.ai/university/articles/flow-down-clauses-explained Understand how flow-down clauses in construction contracts work and learn to identify what obligations from the prime contract apply to you. Wed, 08 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/estimating-from-addenda https://www.pelles.ai/university/articles/estimating-from-addenda Learn how to efficiently process addenda and update your estimates without missing critical changes that affect your bid. Tue, 07 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/contract-red-flags-for-subs https://www.pelles.ai/university/articles/contract-red-flags-for-subs Learn to quickly identify dangerous contract clauses before signing using a structured review process with AI assistance. Wed, 01 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/pricing-strategy-competitive-bids https://www.pelles.ai/university/articles/pricing-strategy-competitive-bids Learn how to adjust your pricing strategy based on project characteristics, competitive landscape, and your company's current needs. Wed, 01 Oct 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/inclusions-vs-exclusions-playbook https://www.pelles.ai/university/articles/inclusions-vs-exclusions-playbook A complete guide to writing clear inclusions and exclusions lists that protect your scope and prevent disputes on construction projects. Tue, 30 Sep 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/historical-data-mining-estimates https://www.pelles.ai/university/articles/historical-data-mining-estimates Learn how to systematically capture, organize, and analyze data from completed projects to improve future estimating accuracy. Wed, 24 Sep 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/clarifications-that-win-jobs https://www.pelles.ai/university/articles/clarifications-that-win-jobs Learn how to write bid clarifications that differentiate your proposal, protect your margin, and show GCs you understand the project. Tue, 23 Sep 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/alternates-allowances-unit-prices https://www.pelles.ai/university/articles/alternates-allowances-unit-prices Master the pricing of alternates, allowances, and unit prices in construction bids with practical strategies and AI-assisted analysis. Tue, 16 Sep 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/gotchas-checklist-hidden-requirements https://www.pelles.ai/university/articles/gotchas-checklist-hidden-requirements A checklist of commonly missed requirements in bid documents that AI can help you catch before they become expensive surprises. Tue, 09 Sep 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/build-scope-sheet-from-specs https://www.pelles.ai/university/articles/build-scope-sheet-from-specs A practical workflow for extracting scope items from specs and drawings to create a complete scope sheet faster than manual methods. Tue, 02 Sep 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/10-minute-bid-package-triage https://www.pelles.ai/university/articles/10-minute-bid-package-triage Learn how to quickly assess bid packages and decide which opportunities are worth your team's time using a structured AI-assisted triage process. Fri, 22 Aug 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/itb-to-bid-checklist https://www.pelles.ai/university/articles/itb-to-bid-checklist Extract every requirement from an invitation to bid and build a complete checklist so nothing falls through the cracks on bid day. Fri, 15 Aug 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-security-privacy-basics https://www.pelles.ai/university/articles/ai-security-privacy-basics Understand the data security implications of using AI tools and how to protect sensitive project information. Tue, 29 Jul 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-hallucinations-verification https://www.pelles.ai/university/articles/ai-hallucinations-verification Understand why AI confidently produces wrong information and learn practical verification techniques to protect your work. Tue, 22 Jul 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/ai-vs-search-when-to-use https://www.pelles.ai/university/articles/ai-vs-search-when-to-use Know when AI gives you an edge and when traditional search is faster and more reliable for finding information in project documents. Tue, 15 Jul 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/prompt-engineering-basics https://www.pelles.ai/university/articles/prompt-engineering-basics Learn the fundamentals of writing effective AI prompts that get you useful, accurate responses for construction tasks. Tue, 08 Jul 2025 00:00:00 GMT team@pelles.ai (Pelles Team) https://www.pelles.ai/university/articles/what-is-ai-construction-guide https://www.pelles.ai/university/articles/what-is-ai-construction-guide Cut through the hype and understand what AI actually is, what it can do, and how it applies to construction and MEP work. Tue, 01 Jul 2025 00:00:00 GMT team@pelles.ai (Pelles Team)