Dokaz Industries / Doxa

Recommendations · open-entity · rec-mobile-cross-01

What is the best framework for building a cross-platform mobile app?

0.00
Divergence
0.75
Avg stability
40%
Refusal rate
3
Models

Where each model stands

ChatGPTFlutter×100%
ClaudeFlutter×50%
Geminino position×0%
ChatGPT modal Flutter [Flutter, Flutter, Flutter, Flutter, Flutter] · stability 1.00
  • 1 Flutter 0.60 The answer lists Flutter first among the top choices and emphasizes it for near-native performance and pixel‑perfect UI (e.g. “Need near-native performance and custom UI: Flutter”).
  • 2 Flutter 0.95 The answer's 'Quick recommendations by scenario' states: 'Best general-purpose choice for new apps (UI + performance): Flutter.'
  • 3 Flutter 0.95 The answer's pragmatic recommendation: "If you don’t have strong existing constraints, pick Flutter for a strong balance of performance, developer productivity, and UI consistency.", so Flutter is the single recommended option.
  • 4 Flutter 0.75 The answer’s quick summary singles out Flutter (alongside React Native) for most new consumer apps and explicitly says “Pick Flutter if you want pixel-perfect, high-performance, single codebase UI…”, indicating Flutter as a primary recommendation.
  • 5 Flutter 0.80 The answer lists several options but highlights Flutter prominently (first in the summary) and explicitly states: “Best for high-performance, custom UI: Flutter,” and praises its performance, tooling, and UI consistency.
Claude modal Flutter [React Native, no position, Flutter, React Native, Flutter] · stability 0.50
  • 1 React Native 0.65 The answer positions React Native as 'Best Overall' and recommends starting with it 'if you have JavaScript experience or want maximum job flexibility', citing its large ecosystem, community support, and strong job market.
  • 2 no position 0.00 The answer presents multiple frameworks with different strengths and trade-offs, explicitly stating 'The choice depends on your priorities' rather than recommending a single best option. It provides a comparative analysis with conditional recommendations based on different priorities rather than a definitive single recommendation.
  • 3 Flutter 0.72 The answer states 'My practical recommendation: Start with Flutter if building fresh' and lists it as 'Best for: Performance and polish' with excellent performance and beautiful UI out of the box.
  • 4 React Native 0.65 The answer suggests starting with React Native if the team knows JavaScript, and positions it as best for startups and MVPs with an excellent community. However, it also strongly recommends Flutter for performance and beautiful UIs, making the recommendation context-dependent rather than absolute.
  • 5 Flutter 0.72 The assistant's personal recommendation states: 'Start with **Flutter** if building a consumer app from scratch, or **React Native** if you have JavaScript expertise.' Flutter is positioned as the primary choice for new consumer apps, with the highest confidence in this context.
Gemini modal no position [no position, no position, no position, no position, no position] · declined every sample — not scored
  • 1 no position 0.95 The answer explicitly states 'There is no single "best" framework for every project' and provides conditional recommendations based on project requirements rather than selecting one.
  • 2 no position 0.95 The answer states that 'There is no single "best" framework, as the right choice depends on your team’s skills' and presents Flutter and React Native conditionally based on project needs.
  • 3 no position 0.95 The answer explicitly states 'There is no single "best" framework' and presents conditional recommendations based on project requirements and team skills rather than endorsing a single tool.
  • 4 no position 0.95 The answer explicitly states 'There is no single "best" framework, as the right choice depends on your team's skills, app complexity, and performance needs' and provides a situational breakdown rather than choosing one.
  • 5 no position 0.90 The answer explicitly states 'There is no single "best" framework' and presents conditional recommendations split between Flutter and React Native depending on team skillset.

Change over time

No change from the prior run — every model's modal stance held.

Every stance label is a derived judgment over the model's free-text answer, kept auditable against the original transcript in the run's raw data. Method: /methodology.