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Industry news, product innovations, and strategies for adopting new technologies in design and manufacturing.

AI Takeoff for MEP Estimators: What It Can Do, What Still Needs Human Review, and How to Evaluate It
Estimating12 min read

AI Takeoff for MEP Estimators: What It Can Do, What Still Needs Human Review, and How to Evaluate It

Learn how AI takeoff software handles MEP drawings, engineer notes, details, risers, hangers, assemblies, pricing, exports, and estimator review workflows. A practical guide for electrical and mechanical estimators evaluating AI takeoff platforms.

Mark Singleton
May 31, 2026
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AI Takeoff for MEP Estimators: What It Can Do, What Still Needs Human Review, and How to Evaluate It
Estimating12 min read

AI Takeoff for MEP Estimators: What It Can Do, What Still Needs Human Review, and How to Evaluate It

Learn how AI takeoff software handles MEP drawings, engineer notes, details, risers, hangers, assemblies, pricing, exports, and estimator review workflows. A practical guide for electrical and mechanical estimators evaluating AI takeoff platforms.

Mark Singleton
May 31, 2026
How AI Automates Refrigeration Piping Takeoffs for Grocery and Retail Remodels
Product10 min read

How AI Automates Refrigeration Piping Takeoffs for Grocery and Retail Remodels

From piping schedule extraction to labor hour calculations, here's how Aginera turns a 167-page retail refrigeration plan set into a bid-ready estimate with pipe LF, insulation quantities, hanger counts, and labor hours — in under 5 minutes.

Kiran Karunakaran
May 16, 2026
How Aginera's AI Quality Agent Is Changing Electrical Takeoffs Forever
Product14 min read

How Aginera's AI Quality Agent Is Changing Electrical Takeoffs Forever

From automated conduit run inference to NEC code compliance audits and a self-improving AI Quality Agent, Aginera is eliminating the manual grind of electrical estimating. Here's what's new — and why it matters for your bottom line.

Kiran Karunakaran
May 9, 2026
Floor Plan to 3D: Why Most AI Renderers Get It Wrong — and How Data-Grounded Generation Fixes It
Product8 min read

Floor Plan to 3D: Why Most AI Renderers Get It Wrong — and How Data-Grounded Generation Fixes It

Most AI floor plan to 3D tools generate beautiful images that don't match the actual layout. Aginera takes a fundamentally different approach: extracting real spatial data from PDFs, then grounding image generation on the measured floor plan. Here's how the pipeline works and why it matters.

Kiran Karunakaran
Apr 30, 2026
Best Electrical Takeoff Software in 2026: Free Tools, AI-Powered Platforms, and What Actually Works
Industry9 min read

Best Electrical Takeoff Software in 2026: Free Tools, AI-Powered Platforms, and What Actually Works

Comparing the best electrical takeoff software options for 2026 — from free tools and spreadsheets to AI-powered platforms that read drawings automatically. Covers features, pricing, accuracy, and what electrical contractors actually need for bid day.

Liz Gordon
Apr 27, 2026
MEP Estimating Software in 2026: Free Downloads, AI Tools, and What Works for Real Projects
Industry8 min read

MEP Estimating Software in 2026: Free Downloads, AI Tools, and What Works for Real Projects

Looking for MEP estimating software? This guide compares free downloadable tools, subscription platforms, and AI-powered estimating software — covering what each approach handles for mechanical, electrical, and plumbing takeoffs and when to upgrade.

Nancy Smith
Apr 26, 2026
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“DesignOps is pioneering by offering AI to our customers. This makes advanced engineering insights accessible without any additional cost.”
Kiran Karunakaran
Founder, Aginera