Best Methodology (2026)
Ranked picks for methodology. No "it depends."
Agile
The methodology that turned 'we'll figure it out later' into a formal process, often with more meetings than code.
Full Rankings
Agile
Nice PickThe methodology that turned 'we'll figure it out later' into a formal process, often with more meetings than code.
Pros
- +Promotes flexibility and rapid adaptation to change
- +Encourages continuous customer feedback and collaboration
- +Delivers working software in small, manageable increments
- +Reduces risk by allowing frequent reassessment and course correction
Cons
- -Can devolve into endless meetings and documentation without strict discipline
- -Often misapplied as an excuse for poor planning or scope creep
Why we picked it
Scrum is a process framework, not an AI concept. It ranks third because it's widely taught but irrelevant to building or understanding AI systems. The closest competitor, Agile, is equally misplaced. Neither helps with model training, evaluation, or deployment — they're project management cargo-culted into a technical category.
→ Use it when your manager requires a ceremony-heavy process and you need to justify your team's velocity in standups instead of shipping models.
Pros
Cons
Head-to-head comparisons
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