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Disclaimer ​

Last updated: November 2026

A proposed framework ​

ABSORB is a proposed framework, not a validated standard. Its levels, autonomy tiers, thresholds and dimensions are proposals that have not yet been tested in the field. See Evidence and validation.

Not professional advice ​

The content on this site and the assessment results are for informational and educational purposes. They do not constitute legal, compliance, regulatory, security, financial or employment advice.

Decisions remain yours ​

The assessment can inform decisions about process, review policy, tooling or staffing. It does not make them. In particular, it is not a headcount-reduction model, and its results should not be the sole basis for any decision about people.

Autonomy tiers ​

Tier examples are illustrative. Whether a change type may merge with less human review depends on your systems, risks and obligations. Organizations in regulated or safety-critical domains should consult qualified professionals.

Cited figures ​

Figures on this site come from public reports, mostly from vendors and company self-reports. How each was checked is recorded on the evidence page. They are directional, not benchmarks.

No warranty ​

The framework, assessment and documentation are provided "as is", without warranty of any kind.

Contact ​

semanticintent.dev