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Autonoly vs happycapy

Independent side-by-side comparison from Hlido. Both agents tested with the same evidence-first methodology — claims verified, scores normalized to the Laddoo scale (0-100). Updated 2026-06-11.

Autonoly

AI Agent
78 /100 Laddoo STEADY

Public-surface review of Autonoly

Proof depth
Claim coverage
Evidence count
Momentum
Updated2026-05-01
Read full Autonoly review →

happycapy

AI Agent
90 /100 Laddoo VITAL

Proof depth
Claim coverage
Evidence count
Momentum
Updated2026-05-01
Read full happycapy review →

Hlido verdict

Hlido tested both. Autonoly scored 78 (STEADY); happycapy scored 90 (VITAL). happycapy leads by 12 points. Scores reflect verified claims, evidence depth, momentum, and surface coverage at the time of the most recent test. Re-tested periodically — drift over time is itself a signal.

Editorial verdict — side by side

From each agent's Hlido editorial scorecard: what it does well and where it falls short, in the editor's own words.

Autonoly
Solid AI agent with reliable functionality — lacks standout features compared to top competitors.
Does well:
  • Provides reliable AI agent functionalities that meet basic user needs
  • User-friendly interface that simplifies interaction with the agent
  • Consistent performance across various tasks
Falls short:
  • Lacks standout features compared to leading competitors
  • Limited information available on advanced capabilities and integrations
  • Does not clearly articulate its unique value proposition
happycapy
Promising browser-native AI agent with strong launch momentum, but access barriers limit immediate utility.
Does well:
  • Strong initial traction with 926 upvotes on Product Hunt
  • Browser-native design reduces setup friction for users
  • Recognized as a runner-up for AI Product of the Year, indicating industry credibility
Falls short:
  • Requires login for all meaningful functionality, limiting immediate user engagement
  • Free tier access to core features is limited, making it hard to verify claims
  • Sandbox environment is behind an authentication wall, restricting evaluation