Memory, Story& Legacy
A complete ecosystem of human story preservation — built on one AI engine
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"Every story deserves to be kept — individuals, families, communities, and organisations — before they are forgotten."
One engine.
Seven expressions.
Component 01
The Questionnaire
13 questions for Romantic Partners & Spouses. 10 for all others. Chip-select + free text. Designed so that anyone, regardless of writing ability, can give someone a beautifully written book in 8–12 minutes.
Component 02
The Chip Library
Pre-written answer options that resonate. Relationship-specific, age-specific, occasion-specific. "Their laugh — full and unself-conscious" feels like recognition, not a form field. Specificity is everything.
Component 03
The Master Prompt
6,000-word AI system instruction. Arc rules, Sacred Activity constraints, age-register logic, occasion-specific openings, word counts by age group. Assembled once, adapted for every product variant.
Component 04
Six Narrative Arcs
Opening → Foundation → Journey → Growth → Reflection → Closing. Every book follows this spine. Every product in the portfolio either uses it directly or borrows its structural logic.
Component 05
The Database Schema
PostgreSQL. users → characters → books → book_config → book_responses → book_q_options → story_pages → book_orders. Generation gate enforced. One schema accommodates all seven product variants.
Component 06
The Image Pipeline
AI writes one image prompt per page. Generation → CDN storage → webhook back to database. For Journeys™: client photos bypass generation entirely — placed exactly as submitted, never altered.
Seven ways to preserve
what matters most.
TLT Collective
Group Storytelling
Multiple contributors. One recipient. One book. Each person answers 5–7 questions and gets their own page — in their own voice. Every contributor becomes a natural extra-copy buyer.
High Volume · Uganda Gift Market
Treasured Journeys™
Travel & Life Memory
Client submits photos. AI shapes only the written story — images are never touched, enhanced, or generated. 1.5 hours of labour per project makes this financially viable.
Digital-first · Uganda + Diaspora
TLT Faith Series
Children's Values Books
Pre-written illustrated books in Christian and Islamic editions. African-context storytelling. 10 values themes. Sold through churches, mosques, and schools in institutional volume.
Volume · Schools & Institutions
TLT Legacy Edition
Life Memory & Memorial
Not a book about a relationship — a book about a life. Elder interviews, memorial tributes, diaspora heritage. Uganda's oral history, preserved before it is lost.
Premium · Family & Diaspora
TLT Corporate
Organisational Storytelling
Companies, NGOs, and schools have stories too. Founding journeys, team anniversaries, staff tributes. One mid-size corporate project equals 15 individual storybook orders.
B2B · Institutions & NGOs
TLT Foundation
Social Impact Storytelling
Teen mothers. Resilient women. Climate communities. The same AI engine directed at those whose stories are rarely told with care — connected directly to the existing foundation work in Namuwongo and Mityana.
Mission layer · Grants + NGO contracts
Built once.
Running everywhere.
Every product shares the same AI engine, schema, and pipeline. Each new product launch costs a fraction of the first — the infrastructure is already built.
AI Generation Engine
Core: 15 pages from one payload. Collective: 1 page per contributor. Journeys: prose from memory intake. Legacy: life-chapter narrative. Corporate: layered organisational arcs.
Master Prompt Architecture
Payload → system instruction → arc-based output. Identical structure across all products. Each variant modifies the instructions; the architecture never changes.
Database Schema
Same nine-table PostgreSQL schema for all products. book_type and product_type flags accommodate every variant without rebuilding.
Approval & Fulfilment
Every product that produces a physical book uses the same approval workflow and print partner integration. The pipeline is product-agnostic.
Three markets.
One brand.
Individual & Family
UGX 180k – 2.5M
Core · Collective · Journeys · Legacy
B2B / Institutional
UGX 2.5M – 20M+
Corporate · Faith Series · Foundation
Global Diaspora
$50 – $800 USD
Journeys™ · Legacy · Core Platform
Build in phases.
Not all at once.
1
Month 1–3 · Foundation2
Month 4–6 · Expand3
Month 7–12 · Deepen4
Year 2 · Mission