Method
How we assess AI agents
Every assessment on this site is written from each vendor's public documentation plus recurring themes in publicly posted user discussion and published hands-on reviews. We do not run private benchmarks, and we never invent scores, ratings or statistics.
What counts as evidence
- Vendor documentation and product pages. Used for capability, availability, integrations and pricing shape. These are stated as facts about the product.
- Published hands-on reviews. Used for real-world behaviour: speed, reliability, failure modes. Attributed as reviewer opinion.
- Publicly posted user discussion. Used for recurring themes only — a complaint has to appear repeatedly before it appears here, and it is always labelled "what users report", never presented as a measurement.
What we never do
- No paid placement. No vendor can buy a position, a rating or a wording change.
- No invented numbers. We use qualitative labels because that is what the evidence supports.
- No fabricated testimonials, case studies or customer quotes.
- The site is funded through monday.com, n8n, Tidio and ElevenLabs commissions, disclosed clearly in the footer without affecting placement, ranking or wording.
The autonomy scale
The only rating on this site is a three-point autonomy label, and it describes design intent rather than measured performance.
- Assistive
- Suggests and drafts; you carry out the steps.
- Supervised autonomy
- Carries out multi-step tasks itself, with you reviewing the result or approving key steps.
- High autonomy
- Designed to run unattended for long stretches and return only when a decision is needed.
Scope and review cycle
Agents For Work currently covers 8 agents chosen because they can take a goal and act on it, not merely answer questions. This category changes quickly, so every page carries a visible review date; treat anything undated as current only as of 16 September 2026. Corrections are welcome and get fixed rather than defended.
Review history
- 16 September 2026 — n8n AI agents added as a sixth assessed agent, with a head-to-head against monday.com AI agents.
- 14 September 2026 — First full assessment of all five agents published, with per-agent pages and head-to-head comparisons.