Machined.ai is Automated AI article generator. MIR · Agency is the opposite end of the same shelf: a done-for-you programmatic SEO + AEO engagement built from your first-party data — with a live reference build you can inspect on the call instead of taking on faith.
An automated article generator that turns a keyword set into clusters of published posts at high volume. The speed is real — but volume without a first-party data layer and an edit pass is exactly what the December 2025 Helpful Content Update targeted.
| Machined.ai | MIR · Agency | |
|---|---|---|
| Optimizes for | Volume of published posts | Pages that rank and survive updates |
| Data layer | Keyword set → generic articles | Your first-party data → defensible pages |
| Edit layer | Minimal | Human verdict/angle on every page |
| HCU 2025 | Volume plays were hit hardest | Reference build kept indexing through it |
| Proof | Tool dashboard | Live GSC, screen-shared on the call |
Pure-generation tools optimize for pages-per-month. MIR optimizes for pages-that-survive — first-party data, an editorial verdict layer, and a build that kept indexing straight through HCU 2025.
We screen-share a live client GSC dashboard, hear your data, and quote on the same call.