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Sources, dates & methodology

Research edition
Edition 2
Research cutoff
2026-10-06
Page last reviewed
2026-10-06

Vibe to Value Index is an independent editorial assessment of AI-assisted software creation platforms. Scores and placements are directional judgments, not validated performance benchmarks. Vendor-documented capabilities, public user feedback, and hands-on findings are identified separately. Features, pricing, and availability can change after the stated review date. Public feedback may not represent all users. This is not Gartner research and is not affiliated with or endorsed by Gartner.

Editorial relationships

  • Jason Wickman / Agilidy: Founder/Owner and editor of the Vibe to Value Index.

Relevant commercial relationships are disclosed here and do not determine scores.