How this guide is built.

Every comparison on this site is framed as Lift against one other product. That is the structure of the guide, not a thumb on the scale. Each product is scored on the same axes, and competitors are named as the better choice wherever the evidence supports it. SteelFlo wins on budget, Beam AI on done-for-you work, Bid Wizard for erectors, and Ferra on interface.

The evidence bar is the same for everyone, and it is a high one. Customer-named results are quotable only because they are public, whether that's Lift's King Steel and FabArc figures or Steel Genie's Master Steel case study. Private intel and off-record demos don't appear here, and neither do claims nobody can verify.

Every claim about a competitor is sourced from one of three places: the vendor's own website (homepage, product pages, blog), trade press (Modern Steel Construction, Engineering.com, The Fabricator, Architosh), or public profiles (Pitchbook, Crunchbase, LinkedIn). Where a claim is the vendor's own marketing, we say so. Where it is a published throughput number, we cite the case study.

What we don't publish: unverified field reports, private demo screenshots, or off-record customer feedback. That kind of input can shape editorial judgment, but it never appears as a claim in the comparison.

Each comparison shows a head-to-head score on six axes: detection breadth, field maturity, integrations, usability, pricing clarity, and stack independence. Scores run from 0 to 100. They are editorial assessments, not lab benchmarks, and they reflect what is publicly known about each product as of the date stamped at the top of the page. No product leads on every axis, and several competitors score ahead of Lift on specific ones.

If a vendor publishes more, the score moves. If a vendor ships more, the score moves. This is intentionally a living document.

If you work at one of the vendors profiled here and something is wrong, write to us. We update fast and we credit corrections in the changelog.