Automating the Engine: From Idea to High-Yield B2B Funnel in Under 3 Minutes.
Creating complex educational curriculums and high-converting B2B sales funnels manually creates an operational bottleneck that chokes revenue velocity. I architected and built a full-stack generative AI application that programmatically structures deterministic prompt scaffolds and securely proxies the Google Gemini 2.5 Flash API via Server-Sent Events (SSE).
Software that generates complete conversion infrastructure.
The hardest bottleneck in commercializing educational programs, enterprise training, and high-ticket B2B consulting is content and funnel generation. Relying on manual copywriting for every new course initiative or partnership activation creates friction, inconsistent messaging, and scales poorly. The solution was not to work more hours; the solution was to build a software system.
I engineered the aisa-course-creation-funnel. Instead of drafting copy manually across scattered Google Docs, this application ingests structured strategic parameters (Core Topic, Target Audience Cluster, Transformation Milestone) and programmatically generates an entire "academy initiative package". It compresses time-to-market from weeks down to under 3 minutes while standardizing quality and maximizing conversion velocity.
Productizing Strategic Scoping.
The Initiative Builder Wizard
A 3-stage strategic scoping wizard that productizes product manager logic, dynamically reconfiguring framework selection and target audience parameters before generation begins.
Algorithmic Scoping Logic
Instead of relying on ambiguous raw text prompts, the wizard algorithmically determines the ideal marketing framework before generation starts:
The user defines the Goal, Format, and Timeline. The backend logic dynamically swaps the target marketing model, substituting a sales funnel for an agile lead magnet framework based on revenue intent.
Target clusters and commercial friction points are aggregated into a structured audience summary, using algorithmic logic to isolate high-affinity conversion platforms.
Instructor profile data and brand constraints are injected from persistent storage, ensuring consistent executive tone without generic model hallucinations.
High-Yield Structured Outputs Generated Programmatically.
Strategic Curriculum Architecture
The system programmatically maps out learning outcomes, transformation milestones, and module breakdowns based on high-level topic inputs.
Funnel Infrastructure Setup
Generates complete platform-specific landing page copy, email nurture sequences, payment triggers, and delivery checklists in a single pass.
The Automated Funnel Generation Pipeline.
Parameter Ingestion
User configures core educational topic, target demographic cluster, transformation criteria, and delivery format through the React UI.
Prompt Scaffolding
The backend constructs modular, deterministic prompt templates enforcing strict JSON/Markdown schema validation and brand voice constraints.
Streaming Execution
Google Gemini 2.5 Flash processes the schema and streams generated tokens via Node.js Server-Sent Events, bypassing 60-second cloud timeouts.
Package Delivery
A complete commercial initiative package (curriculum, landing pages, email workflows, and deck outlines) is rendered instantly for deployment.
Production application infrastructure built for velocity.
High-yield B2B conversion requires turning expertise into deterministic software.
B2B enterprises, corporate academies, and growth-stage consultancies face a predictable ceiling when commercial initiatives, educational lead magnets, and sales funnels rely on ad hoc copywriting and fragmented marketing meetings. As market opportunities evolve, manual execution delays launch velocity and degrades brand consistency.
I solve this by building software engines that turn operational and marketing frameworks into automated tools. By embedding strategic constraints, persona parameters, and streaming AI into a unified production pipeline, a lean team can achieve the output leverage of an entire marketing department while maintaining absolute structural quality.
The Discipline to Scale
I bring an Olympic athletic background to fuel the relentless discipline required to execute, a deep research background focused on hyper-targeted strategy, and the grit of the immigrant experience. I rely on hard analytics and behavioral strategy to build resilient operational systems that help businesses actually run.