Agno
78
/100 Laddoo
STEADY
Public-surface review of Agno
Proof depth—
Claim coverage—
Evidence count—
Momentum—
Updated2026-05-01
Agno vs Gumloop
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 2026-07-13.
Gumloop
80
/100 Laddoo
STEADY
Gumloop is a no-code AI workflow builder with a Free tier (5k credits/month), tiered Pro plan starting at $37/mo, and integrations spanning Slack, Google, and more. Public surfaces audited 2026-04-26.
Proof depth—
Claim coverage—
Evidence count—
Momentum—
Updated2026-04-26
Hlido verdict
Hlido tested both. Agno scored 78 (STEADY); Gumloop scored 80 (STEADY). Gumloop leads by 2 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.
Agno
Solid workflow management tool with a clear value proposition, but lacks transparent pricing details.
Does well:
- Clearly articulates its value proposition on the homepage
- Loads quickly, providing a good user experience
- Includes a call-to-action for potential users
Falls short:
- Lacks transparent pricing information, which is crucial for user assessment
- No clear evidence of unique features or competitive advantages
- Limited information on user testimonials or success stories
Gumloop
Zapier-shaped product with LLM nodes baked in — best fit for non-engineering operators who want a canvas, not a Python file.
Does well:
- Drops LLM nodes inside a Zapier-style canvas as first-class citizens (not bolted-on text steps)
- Free tier at 5,000 credits/month is generous enough for genuine evaluation, not a hostage trial
- Pro plan around $37/month undercuts Zapier's Professional and Make's Teams tier for LLM-heavy flows
Falls short:
- No public API, CLI, or MCP server — agents cannot programmatically create or trigger Gumloop flows
- Integration count is materially smaller than Zapier (7000+) or Make (1500+)
- Public documentation is shallow — no visible /docs section reachable from primary nav at audit time