Two AI models cleared every line item on a construction change-order test
Elie AlChaer ran change-order line items through two models and reports both got every item right, a small but concrete preconstruction check for capital project teams.
Elie AlChaer ran change-order line items through two models and reports both got every item right, a small but concrete preconstruction check for capital project teams.
The company says it resolves customer calls, responds in under a second and costs less than other frontier models. Those are the company's own claims, with no benchmark in the post.
The server runs spectral analysis, bearing fault matching and ISO 20816-3 severity locally, refuses to guess from filenames, and ships a Claude Code plugin with eight diagnostic skills.
For reliability: load a vibration CSV, ask whether a bearing is healthy, and get matched fault frequencies plus an HTML report while the raw signal stays on your machine.
Check your MCP server, get a quality score out of 100 and see what to improve. Manufact is offering a free month on a standard plan for posting your score.
For controls teams: several industrial MCP servers are now in this feed, so a scorecard is a cheap check if you build or buy one. It is developer-facing and a promotion, so the fit is a stretch.