Provider status: preview; identity checked 2026-10-14. Capabilities still need verification before choosing. Preview availability and limits may change.
Provider status: preview; identity checked 2026-10-06. Capabilities still need verification before choosing. Preview availability and limits may change.
Price not verified
What changed in the research
Gemini Notebook: Verified changes to verified.sources, verified.citations, verified.images, facts.Access & limits, facts.Working with your files, facts.Checking an answer. Recommendations and exported plans use this evidence. 2026-10-15
Claude tasks: Verified changes to verified.plainLanguage, facts.How you direct it, facts.What you connect, facts.What you own. Recommendations and exported plans use this evidence. 2026-10-15
Lovable: Verified changes to verified.codeWorkspace, facts.From idea to preview, facts.Keeping control, facts.Ongoing cost. Recommendations and exported plans use this evidence. 2026-10-15
Replit: Verified changes to verified.browserBuild, verified.codeWorkspace, facts.From idea to preview, facts.Keeping control, facts.Ongoing cost. Recommendations and exported plans use this evidence. 2026-10-15
Lovable: Verified changes to verified.browserBuild, verified.codeWorkspace, verified.portable, facts.From idea to preview, facts.Keeping control, facts.Ongoing cost. Recommendations and exported plans use this evidence. 2026-10-15
Create image (Pixflux): New provider-verified model added to comparisons and candidate selection. 2026-10-14
Provider coverage and freshness
Source checks and verification rotate within the collection budget. A failed check does not make an old record current.
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