Pelles blog
Software That Post-Trains Itself on Your Judgment
Old software improved by generalizing across everyone and shipping you the average. New software is something you build — your agents generate, your people validate, and your own dedicated agents learn the standard you set. The same lever that turned a raw text predictor into something genuinely capable, now pointed at your work.
Becoming an AI-Native Contractor: Own the Loop, or Rent Your Edge
95% of enterprise AI pilots produce nothing. The contractors who win run a closed loop on their own data and own the one step that compounds. Here's how.
Matan Weksler|Jun 3, 2026|10 min
It's Not the Number. It's the Story Behind It
Project margins are often lost in the handoff between estimating and execution. Here's what PMs really need from estimates and how connected workflows close the gap.
Yael Meretyk Hanan|Apr 6, 2026|6 min
OpenClaw: The Open-Source AI Agent That Never Clocks Out
OpenClaw turns WhatsApp, Slack, and Teams into an always-on AI assistant for your construction team — free, running on your own computer, with your project data never leaving the office.
Matan Weksler|Mar 9, 2026|10 min
What Makes a Construction AI Agent Actually Work? Inside the Skills That Power It
AI agents don't run on magic — they run on skills. Learn what agent skills are, how they're built, and what to look for when evaluating AI tools for construction.
Matan Weksler|Mar 4, 2026|12 min
The 2026 Trade Workforce: Where Experience Meets Practical Tech
Experience still runs the job, but technology is changing how it is shared and scaled. Learn how the 2026 trade workforce blends seasoned judgment with practical AI to build stronger, more efficient teams.
Yael Meretyk Hanan|Feb 23, 2026|6 min
Why Good Estimates Fall Apart Once the Job Starts
The gap between estimation and execution is one of the costliest challenges for trade contractors. Here's why it happens and how to fix it.
Yael Meretyk Hanan|Feb 12, 2026|5 min
How AI Improves Win Rates for Trade Contractors
The difference between winning and losing a bid often comes down to understanding what you're actually being asked to build, and how fast you can figure that out.
Ido Glanz|Feb 9, 2026|7 min
4 AI Myths Trade Contractors Believe- Busted
AI doesn't replace trade experience, it removes the busywork that slows teams down.
Yael Meretyk Hanan|Jan 8, 2026|5 min
The Estimating Grind: What Trade Contractors Deal With Every Day
Every trade contractor knows estimating is never just takeoff. It's one of the hardest parts of the job.
Yael Meretyk Hanan|Jan 5, 2026|4 min
Good Things Take Time
Why letting AI take its time is a trade-off worth making in mission critical use cases.
Ido Glanz|Oct 21, 2025|5 min
Proceed with Caution: AI safety & security for your business
AI is powerful, but it's only worth using if it's secure, trustworthy, and protects your data.
Yael Meretyk Hanan|Sep 9, 2025|4 min
The Art and Science of Context Engineering
Explores how intelligent systems are architected beyond models and prompts.
Matan Weksler|Jul 8, 2025|6 min
AI Prompts for Construction: The CRAFT Framework (2026)
Master construction AI prompts with the CRAFT framework. Better answers for estimates, submittals, and RFIs — with copy-paste templates included.
Matan Weksler|Jun 23, 2025|7 min
Your Next Hire Might Be an AI That Never Sleeps — What is an Ambient AI agent?
How long-running AI agents are turning preconstruction from a manual, high-risk scramble into a proactive, always-on digital workforce.
Matan Weksler|Jun 17, 2025|7 min
The AI Blueprint for Construction's Future: Inside the Rise of MCP (Model Context Protocol)
How MCP connects AI with construction tools to automate workflows and boost subcontractor efficiency.
Ido Beerie|Jun 10, 2025|6 min
Beyond the Prompt — From On-Demand to Always-On
How AI is evolving from a tool you direct to a colleague that anticipates your needs.
Matan Weksler|Jun 8, 2025|8 min
Why search is going to change forever
How AI is reshaping search — from keyword matching to semantic and agentic search.
Nadav Orren|Jun 4, 2025|8 min
Making AI work for You: Easier than you imagine
Modern AI tools are accessible, intuitive, and ready to deliver value from day one.
Yael Meretyk Hanan|Dec 2, 2024|4 min
Cracking AI's Black Boxes
A practical look inside the AI black box, explaining how generative models work.
Yael Meretyk Hanan|Aug 27, 2024|3 min
Tackling AI trust issues
Trusting AI starts with treating it like a power tool — understanding its limits.
Yael Meretyk Hanan|Jul 24, 2024|4 min
The Battle of the Giants
What the latest OpenAI and Google AI releases mean — and why real value comes from industry-specific AI, not just bigger models.
Yael Meretyk Hanan|May 16, 2024|3 min
Construction AI Agents — From Tools to Workers
How agentic reasoning can transform preconstruction workflows.
Matan Weksler|May 7, 2024|4 min
AI at Play: Explaining AI Through Sports
What AI really is — explained in simple, human terms, with everyday analogies.
Yael Meretyk Hanan|Apr 30, 2024|4 min
Building Smarter, Not Harder: AI's Role in Preconstruction
A billboard challenged ChatGPT to complete a construction project — but AI's real power lies in preconstruction.
Yael Meretyk Hanan|Mar 25, 2024|3 min
OpenAI, ChatGPT, and the MEP Industry
Discusses OpenAI's mission and relevance to mechanical, electrical, plumbing sectors.
Yael Meretyk Hanan|Feb 20, 2024|3 min
The HVAC Industry - Future Trends & Outlook from AHR Expo
Overview of AHR Expo's role in HVAC industry networking and innovation.
Yael Meretyk Hanan|Feb 1, 2024|2 min
The limitations of ChatGPT or why isn't it good enough for the MEP industry
General-purpose GPT tools aren't built for construction — and why the industry needs domain-specific AI instead.
Yael Meretyk Hanan|Dec 7, 2023|4 min
Unlocking the Potential of Data in Construction: Key Challenges
Addresses construction data challenges including unused information and complexity.
Matan Weksler|Oct 10, 2023|4 min
Unleashing Efficiency: The Power of Multimodal AI in Pre-Construction and MEP Design
Discusses multimodal AI as a groundbreaking advancement reshaping preconstruction.
Matan Weksler|Aug 10, 2023|2 min
The Benefits of Value Engineering
Why value engineering is a powerful yet underused lever in MEP projects.
Yael Meretyk Hanan|Jul 27, 2023|2 min
5 Ways AI Can Save Time & Money for the MEP Industry
How AI-driven design and automation can reduce errors, RFIs, rework, and coordination.
Yael Meretyk Hanan|Jul 18, 2023|2 min
Generative AI and the Future of MEP Engineering
How generative design is reshaping MEP workflows by reducing design time.
Yael Meretyk Hanan|Mar 30, 2023|1 min
The Future of the AEC Industry
Reflects on significant changes and challenges in the architecture, engineering, and construction sector.
Yael Meretyk Hanan|Feb 23, 2023|2 min
Electrical Contractor Software: 2026 Buyer's Guide
Compare the best electrical contractor software in 2026. Find tools for estimating, project management, and AI-powered workflows that win more bids.
Pelles.ai|Jun 3, 2026|8 min
Top 10 MEP Estimating Software for Construction (2026 Guide)
Compare estimating software for construction in 2026. Evaluate features, pricing models, and best-fit use cases so your team can bid faster with less scope risk.
Pelles.ai|May 18, 2026|11 min
Generative AI in Construction: 10 Real Use Cases (2026)
Generative AI in construction explained — plus 10 real use cases from spec review and RFI drafting to risk detection. Built for trade contractors.
Pelles.ai|Mar 22, 2026|8 min
Construction Document Control Software: 10 Best Tools (2026)
Compare the 10 best construction document control & management software for 2026 — version control, audit trails, AI intelligence, and workflow fit for contractors.
Pelles.ai|Mar 13, 2026|11 min
What Contractors Conversations Taught Us About Where The Industry Is Heading
Insights from ongoing conversations with trade contractors on demand, labor, material costs, prefabrication, and operational data visibility.
Pelles AI|Mar 8, 2026|6 min
AI Document Management Systems: 10 Best Tools (2026)
What an AI document management system is, plus the 10 best DMS tools by use case for construction — intelligence layers, version control, governance, and field access.
Pelles.ai|Feb 26, 2026|11 min
8 Essential Steps to Perform a Voltage Drop Test
Learn a repeatable voltage drop test workflow to catch low-voltage issues early, reduce callbacks, and protect margin on feeder and branch circuits.
Pelles.ai|Feb 17, 2026|12 min
MEP AI: A Practical Guide for Contractors (2026)
How AI transforms MEP engineering — spec review, clash detection, and submittal generation. A practical guide for MEP contractors.
Pelles.ai|Jan 26, 2026|10 min
AI Agents for Construction Contractors: What They Are and How to Use Them
AI agents go beyond chatbots to autonomously execute construction workflows. Learn what AI agents are, 5 trade contractor use cases, and how to evaluate agent-based tools.
Pelles.ai|Jan 14, 2026|9 min
Best Construction Submittals Software for 2026
Compare the best construction submittals software for trade contractors — ranked by spec extraction, automation, audit trails, and PM platform fit for 2026.
Pelles.ai|Jan 4, 2026|10 min