Benchmark scorecard

Mobile AI reply surface benchmark

The TypeToSell mobile AI reply surface benchmark gives mobile web + share/copy the strongest first-launch score because it validates demand with the fewest platform constraints. Android ReplyPilot Keyboard scores highest for later native Android composer fit, iOS keyboard plus Share Extension scores highest for iPhone context plus insertion, and mobile browser extensions score highest only for browser-first users.

Last updated: July 11, 2026. These are planning benchmarks, not customer outcome claims.

Benchmark method

How this scorecard should be read

Scores are planning benchmarks from 1 to 5. They combine validation speed, composer proximity, source-context handoff, permission burden, search indexability, browser-user fit, and manual approval safety. They are not customer outcome claims.

Benchmark scores

Scorecard

Score 92

Mobile web + share/copy

Best first benchmark because it reuses web account, quota, billing, generation, selected copy, and manual posting.

Score 78

Android ReplyPilot Keyboard

Best second benchmark because it can improve native Android composer speed after mobile web proves demand.

Score 74

iOS keyboard + Share Extension

Best third benchmark because it can pair source context handoff with selected draft placement after simpler paths are validated.

Score 61

Safari iOS + Firefox Android extensions

Best late benchmark because browser extensions help browser-first sessions but do not solve native app composers.

Evidence to collect

What data should prove readiness?

Copied draft rate

Measure how often mobile users choose and copy a draft after generation.

Repeat mobile sessions

Separate one-time curiosity from users who return to draft replies from a phone.

Native-friction complaint

Tag complaints about app switching, insertion, context handoff, or browser-session use.

Manual approval comprehension

Check whether users understand that TypeToSell drafts and the user posts manually.

Interpretation rules

How should the benchmark guide the roadmap?

If mobile web scores high

Keep investing in mobile web until copied drafts and repeat sessions prove the next bottleneck.

If Android friction is specific

Move to Android ReplyPilot Keyboard when copy-back friction, not draft quality, blocks repeat use.

If iOS context is the blocker

Plan iOS keyboard plus Share Extension rather than keyboard-only work.

If browser-first users appear

Add Safari iOS and Firefox Android extension support as fallback channels.

Risk controls

Keep benchmark pages honest

Fake performance proof

Benchmark pages can sound like measured customer outcomes even when they are a planning scorecard.

Label scores as TypeToSell decision benchmarks, not user results, revenue lift, rankings, ratings, or conversion claims.

Native availability drift

A high benchmark score can make roadmap surfaces sound like shipped native products instead of readiness planning.

Keep Android keyboard, iOS keyboard, Share Extension, Safari iOS, and Firefox Android claims framed as roadmap or planning until verified.

Automation pressure

Scorecards can reward speed so much that manual approval gets treated as optional.

Keep manual final posting, selected draft action, and editable text as pass-fail criteria.

FAQ

Benchmark questions

What is the best mobile AI reply benchmark?

Mobile web + share/copy is the best first benchmark because it validates demand before native keyboard or browser-extension complexity.

Are these scores customer results?

No. They are TypeToSell planning benchmarks, not customer performance, revenue, review, or ranking claims.

What makes a surface fail the benchmark?

Any surface that hides context, removes draft selection, prevents editing, or implies auto-posting should fail.