Part IV · Chapters 19–26

Delivery

Requirements, data model, success metrics, risks, and the line that has to be true at launch.

Chapters
1926
Count
8
Reading time
9 min

Chapter 19. Functional Requirements

2 min read5 parts

Account and safety

  • FR-001: An adult visitor can create and verify an account.
  • FR-002: A user can log in, log out, reset credentials, export data, and delete the account.
  • FR-003: A user must confirm they are at least 18.
  • FR-004: A user must answer required allergen, health-issue, and physical-limitation questions before planning.
  • FR-005: The system blocks plan assembly when safety rules require individualized medical guidance.

Goals and planning

  • FR-010: A user can select a predefined goal or enter a custom goal.
  • FR-011: A user can assemble a one-week workout-plan draft from curated content.
  • FR-012: A user can assemble a macro-based nutrition draft from curated meal templates and USDA-backed food data.
  • FR-013: A user can edit drafts within content and safety constraints.
  • FR-014: A user can activate workout and nutrition plans independently.
  • FR-015: A user can plan up to four weeks ahead.
  • FR-016: A user can view and compare plan versions.
  • FR-017: Deterministic calculations update macros, grocery quantities, and adherence.

Logging and review

  • FR-020: A user can log a workout as completed, modified, partially completed, or skipped.
  • FR-021: A user can optionally record detailed workout performance.
  • FR-022: A user can log meal-template and macro adherence.
  • FR-023: The system displays workout and nutrition adherence separately.
  • FR-024: Partial adherence receives partial credit.
  • FR-025: A user receives a Pact Pulse after each active week.
  • FR-026: A lane owner can request a Reset at any time.

Pact and Pactmate

  • FR-030: A user can invite one Pactmate.
  • FR-031: Pact creation offers only 1-week, 1-month, 2-month, and 3-month terms.
  • FR-032: The system deterministically computes and enforces the pact start and end dates.
  • FR-033: Each member can choose workouts, nutrition, or both for their own Pact Lane.
  • FR-034: The invitee can join without a lane or make the pact mutual by creating a separate lane.
  • FR-035: A member reviews the term, lane scopes, and sharing summary before activating a pact.
  • FR-036: A Pactmate can see the other lane’s default shared plan and adherence information.
  • FR-037: Pactmates can send only structured interactions, including Boosts and Pact Pulses.
  • FR-038: A Pactmate can co-sign or decline a Reset for the other member’s lane.
  • FR-039: Either member may pause their lane or end the pact without a co-sign.

Notifications

  • FR-040: An eligible account can opt into SMS reminders using a verified number.
  • FR-041: A recipient can configure reminders, quiet hours, and opt-out preferences.
  • FR-042: SMS content does not reveal sensitive health or adherence information.

Chapter 20. Non-Functional Requirements

1 min read5 parts

Performance

  • Main authenticated pages should target an LCP of 2.5 seconds or less at the 75th percentile on supported mobile devices.
  • Template-based plan assembly should feel immediate where possible and always show progress when processing is required.
  • Partial failures must preserve user-entered information.

Responsive design

  • Mobile web is a primary use case.
  • Core flows work on current major desktop, tablet, and mobile browsers.

Accessibility

  • Target WCAG 2.2 AA.
  • Support keyboard navigation and assistive technologies.
  • Do not rely on color alone to communicate completion or adherence.
  • Use neutral, descriptive status language.

Security and privacy

  • Encrypt data in transit and at rest where appropriate.
  • Apply relationship-scoped role-based access controls.
  • Log sharing, pact, co-sign, and permission changes.
  • Prevent Pactmates from accessing unshared health and profile data.
  • Make progress photos and private notes private by default.
  • Support data export and account deletion.
  • Do not use sensitive details in SMS messages.

Reliability and auditability

  • Store content, USDA source, calculation, safety-rule, and plan versions.
  • Store user and Pactmate co-sign events.
  • Maintain logs of AI-assisted selections and proposed changes for safety review.
  • A catalog update must not silently alter an already active plan.

Chapter 21. Data Model Overview

1 min read10 parts

Account

  • Account ID
  • Email
  • Verified mobile number
  • Display name
  • Adult confirmation
  • Authentication state
  • SMS consent and preferences
  • Timezone and quiet hours
  • Account status
  • Created date

Fitness profile

  • Account ID
  • Goal and custom-goal text
  • Experience and activity level
  • Availability and equipment
  • Workout preferences and exclusions
  • Dietary preferences and exclusions
  • Required safety answers
  • Optional body metrics

Catalog content

  • Content ID and type
  • Structured content
  • Compatibility and exclusion tags
  • Source or author
  • Review status
  • Content version

Plan

  • Plan ID
  • User ID
  • Plan type
  • Weekly start and end dates
  • Source template and content versions
  • Plan version and status
  • AI selection summary and assumptions
  • User edits
  • Created, submitted, co-signed, and activated dates

Scheduled commitment

  • Commitment ID
  • Plan ID
  • Scheduled date
  • Exercise, workout, meal, or macro target reference
  • Completion state
  • Optional detailed log
  • Notes and sharing status

Adherence summary

  • User ID and week
  • Workout adherence components and score
  • Nutrition adherence components and score
  • Scoring-rule version
  • Computed date

Pact

  • Pact ID
  • Initiating member ID
  • Invited member ID
  • Term enum: one_week, one_month, two_months, or three_months
  • Start date and deterministic end date
  • Status
  • Pact Pulse cadence
  • Created, accepted, started, paused, ended, and finished dates

Pact Lane

  • Lane ID
  • Pact ID
  • Owner account ID
  • Scope enum: workout, nutrition, or both
  • Goal ID
  • Active workout plan ID, when included
  • Active nutrition plan ID, when included
  • Sharing confirmation and permissions
  • Lane status

Structured interaction

  • Interaction ID
  • Pact ID
  • Interaction type
  • Sender and recipient
  • Template or reaction ID
  • Related commitment or plan ID
  • Response
  • Created date

Reset co-sign

  • Co-sign ID
  • Pact ID
  • Pact Lane ID
  • Proposed plan ID
  • Pactmate decision
  • Structured reason
  • Decision date

Chapter 22. Success Metrics

1 min read3 parts

Primary MVP validation metric

Four-week recurring weekly usage: the percentage of activated users who complete at least one meaningful FitPact action in each of four consecutive weeks.

Meaningful actions include:

  • Logging workout or nutrition adherence
  • Completing a Pact Pulse
  • Confirming or requesting a weekly plan
  • Responding to a structured pact interaction
  • Co-signing or declining a Reset as a Pactmate

The target percentage is TBD before launch. The metric must be segmented by users with and without an active Pactmate.

Supporting metrics

  • Weekly active users
  • Four-week recurring weekly users
  • Plan activation rate
  • Workout and nutrition plan adoption, separately
  • Partial-adherence rate
  • Weekly-review completion rate
  • Pactmate invitation and acceptance rates
  • Percentage of users with an active pact
  • Pact term selection and Finish rate by term
  • One-way versus mutual pact adoption and recurrence
  • Pact Pulse response rate
  • Reset request and co-sign rates
  • Four-week recurrence difference with versus without an active Pactmate

Safety and quality metrics

  • Safety block and caution rates
  • Reported inappropriate-output rate
  • Allergen-conflict rate, with a required target of zero known conflicts
  • Unsupported catalog-item rate, with a required target of zero active-plan items
  • Plan abandonment and pact termination rates

Chapter 23. MVP Release Criteria

1 min read

The MVP is ready when:

  • Adult eligibility and required safety intake work.
  • Safety-blocking rules have been reviewed and tested.
  • Users can independently assemble and activate workout and nutrition plans.
  • Plans use only compatible, reviewed catalog content.
  • Nutrition calculations use versioned USDA-backed food data where available.
  • Macro targets and grocery lists recalculate correctly.
  • Users can plan one active week and prepare up to four weeks.
  • Users can select only 1-week, 1-month, 2-month, or 3-month pact terms.
  • Pact start and end dates are deterministic and enforced.
  • Pactmates can create one-way or mutual pacts with separate workout, nutrition, or combined Pact Lanes.
  • Simple and optional detailed workout logging work on mobile web.
  • Workout and nutrition adherence are calculated separately with partial credit.
  • Users can invite one Pactmate and confirm default sharing.
  • Pactmate access boundaries pass permission testing.
  • Boosts, Pact Pulses, and Reset co-signing work.
  • Users can pause plans and end pacts without a Pactmate co-sign.
  • SMS consent, quiet hours, sensitive-content restrictions, and opt-out work.
  • The four-week recurring weekly usage metric is instrumented.
  • Account export and deletion work.

Chapter 24. Key Risks and Mitigations

1 min read9 parts

Pactmate co-signing feels controlling

Mitigation: Co-signing applies only to activating a Reset during an active pact. Users can always pause, stop, revoke sharing, or end the pact. Product language frames a co-sign as shared recommitment.

Longer pacts feel endless after motivation drops

Mitigation: Every pact has a visible end date, weekly Pact Pulses, and explicit pause and end controls. The product never auto-renews or extends a pact.

Mutual pacts blur ownership

Mitigation: Give each member a separate Pact Lane, plan history, adherence score, privacy controls, and Reset workflow. Never combine goals or allow cross-editing.

Default sharing feels intrusive

Mitigation: Show a clear preview and explicit confirmation before pact activation. Keep health intake, body metrics, photos, and notes private unless separately shared.

Curated content is insufficiently personalized

Mitigation: Build catalog depth around goals, schedules, equipment, dietary preferences, cost, and preparation time. Support reviewed substitutions and track searches with no compatible result.

USDA data creates inconsistent calculations

Mitigation: Use normalized serving units, source identifiers, data versions, deterministic calculations, and reviewed mappings between meal templates and food records.

SMS becomes costly or intrusive

Mitigation: Use event-based, rate-limited messages; quiet hours; minimal sensitive content; and explicit consent. Track cost per four-week recurring user.

Users treat macro targets as medical prescriptions

Mitigation: Label values as estimates, show assumptions, avoid clinical claims, and block cases requiring individualized medical advice.

Partial-credit points encourage gaming

Mitigation: Keep workout and nutrition scores transparent and separate, prioritize reflection over rewards, and avoid competitive leaderboards.


Chapter 25. Open Decisions Before Engineering Sign-Off

1 min read

  • Define reviewed safety conditions for Needs caution and Blocked with qualified clinical and legal input.
  • Choose the specific age-confirmation and regional eligibility implementation.
  • Define configurable point weights for full, modified, partial, skipped, and unlogged commitments.
  • Define the four-week recurring weekly usage target.
  • Select the initial countries and SMS provider.
  • Decide whether Pactmates receive only weekly summaries or can also view adherence in real time; this draft assumes real-time visibility.
  • Define what happens when a Pactmate does not respond to a Reset co-sign request before the next week starts.
  • Define the initial catalog size and content-review workflow.
  • Define USDA FoodData Central ingestion, licensing/attribution, update, and normalization processes.

Chapter 26. One-Sentence MVP Definition

1 min read

FitPact’s MVP is a free, adult-only responsive web app where two people make a fixed 1-week, 1-month, 2-month, or 3-month pact, choose separate workout, nutrition, or combined Pact Lanes, and help each other keep showing up through Boosts, Pact Pulses, and co-signed Resets.