Autonomy has a defined remit.
The reviewed implementation gates higher-impact actions. Backlink outreach drafts require human approval and individual sending; broad site publishing has separate safeguards from publishing a single CMS item.
Opening the build…
Research, strategy, website improvements, and reporting in one autonomous SEO workflow.

SEO is recurring operational work: investigate the site, choose the next improvements, make the changes, and report on what happened. A strategy document does not carry out its own recommendations. Cliff connects that cycle.
We built an agent around the full job, with website adapters, scheduled work, a strategy layer, and an inspectable change history. The system can carry out permitted work and verify changes, while higher-impact actions follow the account’s approval rules.
Site research and opportunity discovery feed the strategy and work queue. The intent is a continuing sequence of useful improvements, with context carried forward between runs.
Open full capture ↗
The reviewed implementation gates higher-impact actions. Backlink outreach drafts require human approval and individual sending; broad site publishing has separate safeguards from publishing a single CMS item.
The central workflow works through a shared site interface. Each platform adapter handles how a change is actually applied and recovered.
A finished draft is a step in the process. The system also needs evaluation, delivery, verification, and a record of the change.
Cliff brings strategy, scheduled SEO work, and reporting into a connected product. It is built to take on recurring work without adding a full-time SEO hire. Employee-cost comparisons and a “4× output” claim have not been established by a measured baseline.
Autonomous execution depends on the connected platform, configured permissions, and the type of action.