Methodology Reference · v2.0
The Strategic Translation Architecture
Discover. Translate. Architect. Deliver. Build.
A five-stage, human-led, AI-accelerated methodology for transforming raw enterprise discovery into executive-ready deliverables and, for builder architects, into working production systems.
Author
Tania Makroo
Discipline
Enterprise & Change Architecture
Context
Enterprise Salesforce Delivery
Version
April 2026
01 : Core Thesis
The translation tax is the real cost
Experience Architects, Business Strategists and Change Managers are translators. We convert raw discovery into language executives act on, champions adopt, and end users trust. The STA restructures the workflow so human judgment governs what matters and AI accelerates what doesn't.
3 weeks
Traditional playbook deck design
Minutes
STA responsive site from same data
1.5 wks
Of the 3 weeks spent on design alone
Core Principle
AI handles production. You own the thinking.
The speed comes from having the content pipeline established through human-led work, not from shortcutting the strategic analysis. The quality of the data is the foundation. The execution layer gets faster, but only because the thinking was done first.
Why AI Acceleration Matters
Two purposes, both human-centered
AI acceleration serves two specific purposes. First: improve human interactions. Better meeting quality, bespoke support for executives, communication architectures that respect how leaders actually consume information. Time recovered is reinvested into deeper stakeholder engagement.
Second: serve as a sounding board for learning. AI is a thinking partner for exploring different approaches, stress-testing frameworks, and expanding the practitioner's own pattern recognition.
Second: serve as a sounding board for learning. AI is a thinking partner for exploring different approaches, stress-testing frameworks, and expanding the practitioner's own pattern recognition.
02 : The Pipeline
Five stages. Three owners.
Click any stage to expand its detail.
Stage 01
Discover
Interviews, workshops, NotebookLM
Human-Led
Stage 02
Translate
Gemini, Claude, Slackbot
AI-Accelerated
Stage 03
Architect
Structure, narrative, funnel
Human-Led
Stage 04
Deliver
Figma Sites, responsive
Hybrid
Stage 05
Build
Cursor AI, Vercel
Builder Architect
Tiered Communication Architecture
The cognitive funnel: three layers, one narrative
Layer 1: Executive Pre-Reads provide low-friction entry and prime the narrative.
Layer 2: Facilitated Walkthroughs force engagement through timed, daily sessions.
Layer 3: Detailed Reference Documents serve as accountability artifacts.
Layer 2: Facilitated Walkthroughs force engagement through timed, daily sessions.
Layer 3: Detailed Reference Documents serve as accountability artifacts.
Stage 5 Capstone
From deliverables to working systems
The practitioner moves beyond presentations into product delivery: PRD-driven development, AI-paired engineering via Cursor AI, hosted applications with data persistence, user interaction, and live URLs.
03 : The Toolkit
Six tools. One knowledge base.
Click any image to expand.
NotebookLM
Foundational · Source Knowledge Base
The private RAG backbone. Upload all project sources and query them conversationally. Also serves as a 30-minute onboarding accelerator.
NotebookLM: 3 Project Notebooks, 329 Combined Sources
Stage 01 Discover: Stakeholder Alignment Analysis
Gemini
Synthesis & Automation
Structure themes from unstructured content. Reusable Gems. Daily automated workflows.
Slackbot
Salesforce-Specific Insights
Capture insights, decisions, and action items in the flow of work.
Stage 02 Translate: Go-Live Comms from Template
Claude / Gemini Pro
Deep Analysis & Narrative
Deep research, executive report generation, TSX code generation.
Figma Sites
Executive-Ready Execution
Pixel-perfect, on-brand. 100dvh viewport. Desktop, tablet, mobile.
Stage 02 Translate: Claude TSX Code Output
Stage 04 Deliver: Figma Sites Code Editor + Live Preview
Cursor AI
Stage 5 · Full-Stack Product Delivery
PRD-driven full-stack development. Output is a hosted, working application with a live URL.
04 : The Guardrails Layer
Speed is responsible only with these
PII & Data Privacy
Strip or anonymize PII before prompting. No client data to external AI.
WCAG Accessibility
Color contrast 4.5:1 minimum. Alt text, reading order, plain language.
Security Protocols
Password-protect external deliverables. No sensitive org data in consumer AI.
Design System Fidelity
AI does not know your design system. Figma is where brand fidelity is enforced.
Real Hallucinations, More than your realize
"The AI produced a 'typical' All-Hands summary with generic talking points, fabricated decisions, and placeholder names that sounded completely plausible. The output looked right. It read well. It was entirely fabricated."
Caught via line-by-line cross-reference against source transcript. I have a habit of checking my emails 10+ times before sending them, of course I check my AI outputs with the same level of scurtiny as I would my work.
05 : Evidence of Application
Where the STA has delivered
Enterprise Application
Enterprise CMO Co-Creation & Executive Readout
Context: 70,000-employee automotive manufacturer, $18B+ annual revenue, no CMO in place.
STA Application: Human-led executive interviews and co-creation workshop in FigJam. Three core documents. Responsive Figma site for 43-minute timed readout. Change Playbook 101. Google Docs detailed recommendation plan.
Outcome: Unanimous executive agreement: adoption risked due to history of passively focused on outputs, moving towards 'engineering' adoption through a 3-track outcome based plan.
STA Application: Human-led executive interviews and co-creation workshop in FigJam. Three core documents. Responsive Figma site for 43-minute timed readout. Change Playbook 101. Google Docs detailed recommendation plan.
Outcome: Unanimous executive agreement: adoption risked due to history of passively focused on outputs, moving towards 'engineering' adoption through a 3-track outcome based plan.
Stage 01 Discover: FigJam CMO Co-Creation Workshop
Readout: Desktop 1280px
Readout: Tablet 800px
Readout: Mobile 375px
Stage 03 Architect: Detailed Plan, 6 Tabs
Execution Acceleration: Traditional Deck vs. STA Site
The original Change Playbook was built as a traditional Google Slides deck. Total time: 3 weeks, of which 1.5 weeks was spent on presentation design alone. When the same content was fed through the STA pipeline into a responsive Figma site, the execution layer completed in minutes. The data quality was the constant through prep of design system and branding guidelines. The delivery format was the variable and executive friendly with mobile-first view easily accessibile.
Traditional: Google Slides, 3 Weeks
STA Output: Responsive Site, Minutes
Playbook: How To Use
Playbook: Navigation
Playbook: Mobile RASCI
Practice Enablement
Multiper Effect
Context: Internal Salesforce ProServ.
Outcome: Using my experimental method as a pilot, setting up new ways of approaching work through AI enabled delievery.
Outcome: Using my experimental method as a pilot, setting up new ways of approaching work through AI enabled delievery.
Stronger Human Interactions
Building Relationships with Knowledge, Context, and Finess
Context: Having more time for human high-touch interactions.
Outcome: Being able to meet real people on the team and customer account, more often, with right amount of preparation and forward momevent on deliverables.
Outcome: Being able to meet real people on the team and customer account, more often, with right amount of preparation and forward momevent on deliverables.
Stage 5 · Builder Architect
Cursor AI: Code Component for Project Story
Outcome: Shipped live site component, that you are interacting with right now.
Replicability Test
Same-Day Internal Build: 45 Minutes, Zero Prep
Responsive Figma site built in ~45 minutes while multitasking. STA speed comes from the content pipeline, not from shortcutting strategic depth.
06 : Strategic Positioning
What the STA demonstrates
Capability 01
Executive Alignment Architecture
Designing conditions for executive buy-in through stakeholder interviews, co-creation workshops, and tiered communication funnels.
Capability 02
Enterprise CMO Infrastructure
Building change management offices from the ground up: governance models, competency frameworks, Hub and Spoke structures.
Capability 03
AI-Accelerated Strategic Delivery
A named, repeatable methodology. Human judgment governs. AI accelerates. Guardrails ensure responsible use.
Capability 04 · Aspirational
Full-Stack Product Delivery
The builder architect capstone. Full lifecycle from PRD through deployment. The deliverable is a live URL.
SOW Positioning
The STA is operational and living, like all technology and methodology there is always room for updates and changes. I alwyas tell my students that the toolbox is just the beginning, so don't only follow these, let me know what you do and how you changed your way of working with AI acceleration. Stages 1 through 4 define the strategic operating model. Stage 5 is the aspirational capstone. The practitioner who operates across all five stages creates a category of one.
