Agent Made / Case file
Symmetry
Third-partySelf-reportedActiveNeeds moreGym app (Symmetry). ~$160K revenue in a recent month (not framed as a peak). 3M = downloads.
Self-reported figures — not independently audited. Methodology.
The earnings claim (summary)
- Reported amount
- $160,000 · monthly revenue
- Income type
- monthly revenue
- Claim period
- a recent month (not a stated peak)
- Claim date
- 2026-09-09
- Business type
- other
- Business model
- unclassified
- Proof type
- self-post-text
Evidence timeline
Dated source events from fields already on this record. Missing values stay “not recorded” — we do not invent dates.
- 2026-09-09Claim date
- 2026-09-09Source date
- 2026-09-09Source published
- not recordedCollected
- not recordedLast checked
- not recordedMetric as of
Source trail
Only fields already recorded on this case. Missing dates show as not recorded — we do not invent checks.
Recorded sources
- Interview / story page (as recorded) · primary/original field
Original source ↗ - Video (as recorded)
Original source ↗
Dates
- Publication (source_published)
- 2026-09-09
- Metric as of
- not recorded
- Source date
- 2026-09-09
- Last checked
- not recorded
Reported vs desk label
Figures are self-reported (founder post, interview, or similar). Not independently audited; not the Verified confidence label. Evidence level on file: Third-party. Editorial status: needs-more (editorial keep is not Verified).
What was checked
No check recorded in the supplied data.
Unresolved gaps
- Unknowns
- which code/tasks Claude did; profit; human effort; exact metric window
- Open question
- Which code or tasks did Claude actually do?
Evidence checklist
Short casefile from recorded fields only. Extend it; we do not invent missing checks or dates.
The claim
Symmetry — Gym app (Symmetry). ~$160K revenue in a recent month (not framed as a peak). 3M = downloads.
$160,000 USD · monthly revenue · timeframe: a recent month (not a stated peak) · claim date: 2026-09-09
Sources & checks recorded
- Original source ↗ — Interview / story page (as recorded)
- Original source ↗ — Video (as recorded)
Last checked: not recorded. Publication: 2026-09-09. Metric as of: not recorded. Source date: 2026-09-09.
Only recorded checks appear here. Missing steps stay “not recorded”.
What they establish (named scope)
Desk label self-reported: founder- or interview-stated figures as recorded. Scope: reported claim only — not independently audited earnings.
Evidence level on file: Third-party. Income status field: self-reported. Editorial status: needs-more (editorial keep is not Verified).
Unknowns
Unknowns: which code/tasks Claude did; profit; human effort; exact metric window
Open question: Which code or tasks did Claude actually do?
Costs: not recorded. Human effort: not recorded. AI role: Claude/MCP used for team operations and analytics; not proven to have built the app.
Tools used
Provider tabs
How they did it
- Sell a gym app into Spanish-speaking and Mexican markets. The coverage describes the founder as 22.
- Use Claude with MCP tools in the build, WhisperFlow for voice input, PostHog for product analytics, Superwall for paywalls, and RevenueCat for subscriptions.
- The loaded page pairs $160,000 monthly revenue with 3 million downloads inside a year of the June 2023 launch.
- Inference: a September 2026 episode title that says "now" may mean the same business is still at that rate, or it may be repeating the year-one story. The pages do not say which.
Steps above are the recorded desk notes for this case.
Copy this prompt
Point your agent at this case.
I am rebuilding the operating loop of a paid gym app. Ask which market language I serve, then outline a Claude-plus-MCP workflow for one feature, a WhisperFlow capture step, a PostHog event list, a Superwall paywall test, and a RevenueCat product. Require me to label any revenue figure as either current-month cash or a historical year-one peak before it can appear in a sentence.
Is this wrong? Report it Include case ID: mauro-symmetry-gym