Repeated AI picks for to-do list app that people stick with

In this batch, Todoist appeared in 8 of 8 clean model outputs and ranked first in 7. BotPicked did not test these products or check live web sources; this page compares repeat recommendations from the saved outputs.

Model ID: claude-haiku-4-5 · 8 clean runs · 3 prompt variants · Data batch 2026-07-02 · Read the methodology

What was measured

Model queried
claude-haiku-4-5
Data batch
2026-07-02
Included outputs
8 clean runs
Prompt mix
3 × direct best-product prompt · 2 × close-friend prompt · 3 × value-over-hype prompt

Only successful, parseable runs not flagged as tool-assisted enter these counts. Last clean run in this dataset: 2026-07-02T23:00:23.975Z. Mentions, first picks and average ranks below all use this same run set.

Compare the repeated picks

Start with the observed counts. Read the stored model rationales as context, not verified product evidence, and check current specifications, warranty, returns, availability and price before choosing.

1 Todoist by Doist Most repeated recommendation

Stored model reason: Rock-solid cross-platform sync that actually works, powerful natural language parsing, genuine free tier, and an ecosystem of integrations that make it the glue between tools without forcing you into one walled garden.

One stored model comparison: Todoist is the most reliably used to-do app because it removed the main friction point: it works identically across all devices, so users don't have to learn a different interface on phone vs. desktop. Its sync is bulletproof after 15 years of refinement, the free tier is genuinely useful (most apps cripple theirs), and the paid tier at $4/month is cheap enough that people don't resent it. The alternative is either being locked into one ecosystem (Things 3, Apple Reminders) or paying significantly more (OmniFocus at $99) for features most users never use.

Model-generated price note — verify current price: Free; €29/year or €4/month paid

Observed in 8 of 8 clean runs · 7 first-place picks · average rank 1.13 when mentioned

2 Things 3 by Cultured Code

Stored model reason: The interface is genuinely thoughtful—it feels like the app was designed by someone who has actually used a to-do app. People stay because the experience is smooth, not because it has the most features.

One stored comparison rationale: One-time payment model ($27.99) means no subscription guilt, and the interface is so clean that it doesn't distract you. Trade-off: only works on macOS/iOS, and lacks power-user features like recurring tasks with complex rules.

Model-generated price note — verify current price: ~$50 Mac, ~$20 iOS (one-time purchase)

Observed in 8 of 8 clean runs · 1 first-place pick · average rank 2.00 when mentioned

3 TickTick by TickTick

Stored model reason: Underrated powerhouse with the best habit-tracking system of any app—people who care about tracking recurring behaviors stick hard.

One stored comparison rationale: Better middle ground than OmniFocus for 80% of users (costs $27.99/year vs. $99.99), and more capable than Microsoft To Do if you need calendar view or habit stacking. Trade-off: less minimalist than Things 3, smaller community than Todoist.

Model-generated price note — verify current price: Free; ~€27/year premium

Observed in 6 of 8 clean runs · 0 first-place picks · average rank 3.83 when mentioned

4 Apple Reminders by Apple

Stored model reason: Zero friction for Apple users—it's already there, syncs seamlessly, and recent updates made it surprisingly capable for basic to complex task management.

One stored comparison rationale: Completely free, syncs perfectly between Apple devices without any setup, and Siri integration means tasks get captured in the moment (often while driving). The main downside is it only works on Apple devices, but if that's your world, paying for Todoist is waste.

Model-generated price note — verify current price: Free (requires Apple device)

Observed in 6 of 8 clean runs · 0 first-place picks · average rank 4.17 when mentioned

5 Microsoft To Do by Microsoft

Stored model reason: Zero cost and Outlook/Teams integration eliminate friction for people already in Microsoft environments; simplicity prevents feature bloat that kills retention.

One stored comparison rationale: Completely free, integrates with Outlook/Teams/Office, and has decent sync. Simpler than Todoist if you don't need advanced features. Main downside: less polished design and fewer cross-platform options (no native Android app with feature parity).

Model-generated price note — verify current price: Free (included with Microsoft 365)

Observed in 5 of 8 clean runs · 0 first-place picks · average rank 3.80 when mentioned

6 OmniFocus 3 by The Omni Group

Stored model reason: The most capable system for complex workflows and GTD practitioners—it can handle dozens of projects and nearly any organizational system.

One stored comparison rationale: If you've already committed to GTD, this is the only app that doesn't force you to compromise the methodology. Not for casual list-keepers—the learning curve justifies the price only if you're already bought into the system.

Model-generated price note — verify current price: $99.99 one-time (iOS/Mac); $129.99 subscription for full power

Observed in 3 of 8 clean runs · 0 first-place picks · average rank 3.67 when mentioned

How to use this result: it shows consistency within one model and one saved batch. It is not hands-on testing or proof of product quality. There are no paid placements or affiliate links, but the model can still be wrong or out of date. Verify important details before buying.

Questions

What did the model recommend most often for to-do list app that people stick with?

Todoist appeared in 8 of 8 clean model outputs and ranked first in 7. That is a recurrence result, not a hands-on verdict.

How should I use this ranking?

Compare the observed counts, then verify current specifications, warranty, returns, availability and price. The methodology page explains what was included and what the evidence cannot show.

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