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Business judgment on AI products

Track habits

Insufficient evidence

Habits are more than a checkbox: log numbers and times, and a few days off does not wipe the streak.

Started charging Early AI + LifeCommunity score 7
Team / maker
bohdanstefaniuk
First tracked here
2026-08-13
Last updated here
2026-08-15
Product site
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01

Why this would be needed

Start inside the user's day · Public facts + workflow reasoning · 2026-08-28

Use case

Habits are more than a checkbox: log numbers and times, and a few days off does not wipe the streak.

Public materials do not yet show how users complete this job today or what they replace.

The product targets friction in this job, but public user evidence does not yet show the cost, frequency, or consequence of leaving it unsolved.

xOcto's call

The most copyable thing is the "skip, not fail" mechanism. Real-world effort is not binary. Three days camping without running is not abandoning running. Giving "pause" an expression that does not break a streak sustains long-term use better than punitive checking-in — a general design lesson for an…

Checkbox apps treat “not quite” as failure, erase real effort, and people quit. Don't ship another streak calendar—sell a ledger that records the actual numbers and does not punish a pause, to the people willing to log the truth.

Reason to use it

Why users would choose it

It promises a simpler way to complete this job: Habits are more than a checkbox: log numbers and times, and a few days off does not wipe the streak. The exact adoption motive and repeat use are not yet verified.

Where the easy answer breaks down

The tension worth following

① Whether it actually open-sources as planned — open source + self-hosting is the only; clear growth story it has; ② Whether Android ships — no Android locks out half the market; ③ Whether any paying user shows up publicly — for an indie product, the standard is; survival, not growth

If this is your job

Keep watching. It promises a simpler way to complete this job: Habits are more than a checkbox: log numbers and times, and a few days off does not wipe the streak. The exact adoption motive and repeat use are not yet verified.

Entry and what to borrow

the counterintuitive design for tracking products — "skip" is a deliberately kept escape hatch. Real effort is not binary; giving users a "pause, not fail" option sustains long-term use better than punitive streaks. Numeric and time-of-day record types also carry more analytical value than a plain check. Free / $3.99 monthly / $49 lifetime, AI behind the paid tier, data export always free — a replicable structure for consumer tools.

Evidence and risk

Freemium. Free: 5 habits, yes/no and numeric types, one auto chart per habit, 60 days; of stats, multi-device sync. Pro at $3.99/month: unlimited habits, time-of-day and; select types, AI access (MCP), Apple Health, candle chart and custom … ① Whether it actually open-sources as planned — open source + self-hosting is the only; clear growth story it has; ② Whether Android ships — no Android locks out half the market; ③ Whether any paying user shows up publicly — for an indie product, the standard is; survival, not growth

What this judgment rests on
Public fact

Habits are more than a checkbox: log numbers and times, and a few days off does not wipe the streak.

Workflow reasoning

It promises a simpler way to complete this job: Habits are more than a checkbox: log numbers and times, and a few days off does not wipe the streak. The exact adoption motive and repeat use are not yet verified.

The unknown that could change the call

An English validation note will follow from the public evidence.

01 · Value Insufficient evidence

The product claims to help users complete: “Habits are more than a checkbox: log numbers and times, and a few days off does not wipe the streak.”. User evidence has not yet verified pain intensity or the cost of doing without it.

02 · Consensus Insufficient evidence

The assessment is recorded; an English explanation is pending.

03 · Model Insufficient evidence

The assessment is recorded; an English explanation is pending.

04 · Truth Insufficient evidence

The assessment is recorded; an English explanation is pending.

02

Chinese and English ecosystems

Market comparison

The Chinese–English market comparison is not complete yet. A conclusion follows only after its coverage and verifiable evidence are recorded.

03

60-second business read

The call and next move come first; the full read retains the evidence and counterevidence.

What it is in one line

A habit tracker that refuses to stop at checkmarks — check, number, time-of-day, and pick-from-a-list sit side by side, so you see "the numbers and the time" rather than just "done or not."

Who built it

Individually built by bohdanstefaniuk (Habit Pocket, habitpocket.io). The author's own pain, as stated: most trackers only know done/not-done, but he wants to log actual effort — walking 9k steps today when the goal is 10k is still progress; three days of camping without running should not destroy a streak, hence a "skip" feature. iOS and web, offline-first, not open-sourced yet, with a plan to open-source and support self-hosting.

Read: the classic personal tool built for the maker's own pain. Four record types and a forgiving streak are the selling points — small and honest, but no team and no growth engine.

What it actually does

  • Four record types → a yes/no check, a target number with a unit (steps, weight, water), a time of day (what time you woke up), and a custom pick-list (mood, energy, workout type)
  • Grid view → every habit on one table, the whole week at a glance
  • Forgiving streaks → a blank day breaks the streak; a skip day pauses it instead of breaking it
  • Overlay charts → sleep over mood, steps over energy, on one chart, to find what moves together
  • Apple Health auto-fill → steps and weight arrive on their own on iOS
  • Ask AI about your data → MCP connection to Claude or ChatGPT; ask in plain words what changed this week
  • Offline-first → an operations-log model that reconciles on reconnect

What old behavior it replaces

Two old behaviors. First, checkmark habit apps (Streaks and the like): binary state only, so a near-miss like "9k steps" gets recorded as failure, real effort is erased, and motivation erodes. Second, keeping metrics in Excel — the author's own words: "I wanted something friendlier than an Excel spreadsheet": records anything but has zero experience.

It replaces "either a fake win or a full failure" binary logging, and the "records-everything-but-painful" generic spreadsheet. The core difference is the data model: "time of day" and "numbers" are first-class citizens instead of everything being squashed into a boolean.

Business model

Freemium. Free: 5 habits, yes/no and numeric types, one auto chart per habit, 60 days of stats, multi-device sync. Pro at $3.99/month: unlimited habits, time-of-day and select types, AI access (MCP), Apple Health, candle chart and custom chart builder. Lifetime at $49. No Android yet (planned). Data exports as CSV/JSON at any time; deleting the account wipes everything immediately.

Read: restrained and honest pricing; $49 lifetime is the common indie-developer choice. But no reminder notifications and no Android means the growth engine is weak.

Hard numbers

  • HN Show HN: 6 points / 7 comments (2026-08-13). Very little traction
  • iOS and web; no Android yet
  • Not open-sourced; the author says open source + self-hosting is planned
  • Users, downloads, paid conversion: not disclosed

Four-way read

Dimension Call
Founder-product fit The author uses it himself; the pain is real, and the motives behind number-logging and skip design all line up
Product insight "Record real effort, not a binary state" has insight, but the category is crowded
Execution quality Offline operations-log and MCP integration — not rough engineering
Timing Habit tracking is a red ocean; four record types alone will not differentiate a market

The call

The most copyable thing is the "skip, not fail" mechanism. Real-world effort is not binary. Three days camping without running is not abandoning running. Giving "pause" an expression that does not break a streak sustains long-term use better than punitive checking-in — a general design lesson for any retention-oriented product.

"Record numbers and time" rebels against binary check-ins, but it cuts both ways. Numeric logging is truer and more analyzable, but it costs more to enter. A check is a second; a number is three. Three seconds of friction will shed most users after ninety days. It bets on the small-but-real niche of people willing to log real data.

The MCP interface is the smartest differentiation. Letting a user's AI read habit data directly over MCP upgrades the tracker from "logging tool" to "personal data base." The headroom of that interface is much larger than the four record types — once the data layer opens, whether the tool is a habit tracker barely matters.

But 6 points plus a red-ocean category caps its ceiling. No reminders, no Android, no social layer, and the head of the habit-tracking market is already taken by checkmark apps. A differentiated data model only carves out a small market.

What to watch next

① Whether it actually open-sources as planned — open source + self-hosting is the only clear growth story it has ② Whether Android ships — no Android locks out half the market ③ Whether any paying user shows up publicly — for an indie product, the standard is survival, not growth

What you can take from it

Product logic: the counterintuitive design for tracking products — "skip" is a deliberately kept escape hatch. Real effort is not binary; giving users a "pause, not fail" option sustains long-term use better than punitive streaks. Numeric and time-of-day record types also carry more analytical value than a plain check.

Pricing structure: Free / $3.99 monthly / $49 lifetime, AI behind the paid tier, data export always free — a replicable structure for consumer tools.

Verdict

Unproven. An honest little product with a useful mechanism, but a red ocean, no Android, no reminders, and 6 points of traction. Treat it as a reference, not a target.

04

Verifiable public evidence

Evidence trail

05

Go from the product name to primary material

Use these searches when the official site is missing or the current link is only a lead.