Modernized a walk-in dependent practice into an automated engine, cutting off-hours inquiry loss by 100% and enabling round-the-clock client booking and tracking.
Mark Dalumpines (Team member)
Live System Video Walkthrough Presentation — Aquino and Co. Law Firm
Production Showcase & Architecture
Accelerated lead generation by pairing free assessment funnels with retargeting campaigns aimed at active parents.
Mark Dalumpines (Team member)
GoHighLevel System Architecture & Automations
Inside Go High Level System
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Workflow Automation
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Email Auto Follow Up & Nurturing
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Live System Video Walkthrough — Toppers Tutorial Center
Customize Staycation Lead and Booking Funnel
The new direct-booking website established a credible, independent staycation brand that operates 24/7 with zero double-bookings—completely freeing the business from heavy third-party platform fees.
Automated Gmail Dispatch & Notification Proofs
System Architecture & Delivery
Measurable Impact
Stack & Integrations
Delivers an immediate 1-month buffer of automated, consistent social content that systematically guides organic visitors from casual browsing to active Messenger inquiries.
Dream Vacation Aspirations
This delivery report provides a comprehensive summary of all assets, systems, and creative deliverables developed for Clear Sky Travel and Tours. The engagement encompassed end-to-end Facebook page architecture, Messenger lead automation, custom visual branding templates, and an exclusive complimentary 29-Day Automated Social Media Content Package.
| # | Item / Deliverable | Quantity | Status |
|---|---|---|---|
| 1 | Facebook Business Page Optimization Configuration, vanity URL, verified contact channels & booking CTA |
1 Complete Setup | Verified & Live |
| 2 | 24/7 Messenger Automation & Navigation Interactive greeting, quick replies, FAQ triage & booking consultation routing |
1 Workflow Suite | Tested & Active |
| 3 | Custom Canva Brand Template Pack Cover banner, header/footer frame, testimonials, promos, advisory & logo |
6 Master Layouts | Handed Over |
| 4 | AI-Generated Marketing Graphics 7 tailored concept visuals across key travel personas |
7 High-Res Images | Handed Over |
| 5 | Direct-Response Travel Scripts Scroll-stopping hooks, friction points, value propositions & Messenger CTAs |
7 Full Scripts | Handed Over |
| 6 | Educational & Engagement Value Posts Travel advice, budgeting tips, itinerary guide & FAQs |
7 Long-Form Posts | Handed Over |
| 7 | Content Calendar & Automated Posting Plan Sequenced editorial calendar for sustained 1-month momentum |
29 Days | Scheduled / Ready |
Project Sign-Off
The deliverables listed in this report have been fully produced, tested, verified, and handed over in complete fulfillment of the project scope.
FB Page AI Customer Support Agent - AI Automation workflow
To turn missed inquiries into paying customers by providing instant, 24/7 answers to Facebook Page messages automatically.
- Zero Missed Leads: Captures and qualifies potential buyers immediately, even after hours or on weekends when staff are offline.
- Cuts Support Overhead: Resolves up to 80% of repetitive FAQs, pricing, and availability queries without hiring additional staff.
- Faster Sales Conversion: Customers buy faster when their questions receive accurate answers in seconds rather than hours.
Customer Support AI
Typically replies instantlyOur current specials are the Truffle Steak Frites and the Seared Scallops with Lemon Butter. We also have a 2-for-1 cocktail happy hour until 7 PM if you decide to arrive a bit early!
Brief Introduction
This project is an intelligent Messenger automation system designed for any business operating a Facebook Page. By replacing rigid, rule-based chatbots with an autonomous AI Agent, it delivers real-time, context-aware customer support 24/7—even outside business hours. The solution is fully customizable, pulling accurate company information, pricing, availability, and policies directly from a centralized knowledge base to ensure seamless customer engagement without human intervention.
Tools Used
n8n
Core workflow orchestrator and API integration engine.
Meta Graph API (Messenger Webhooks)
Real-time message reception and automated delivery.
DeepSeek Chat Model
Advanced natural language understanding and response generation.
Google Sheets
Dynamic knowledge base tool for live business information retrieval.
n8n Simple Memory
Context retention across continuous conversational turns.
Workflow Breakdown
Webhook Trigger
Captures incoming GET verification handshakes and real-time POST message events from Facebook Messenger.
Verification Router (If Node)
Confirms Meta’s token verification requests instantly via the Respond to Webhook node to maintain continuous webhook synchronization.
AI Agent Brain
Processes customer inquiries using the DeepSeek Chat Model to analyze context and intent.
Conversation Memory
Stores chat history through the Simple Memory node so the AI remembers prior interactions within the same session.
Custom Knowledge Retrieval (Tool Node)
Queries a connected Google Sheets database dynamically to fetch live business details, FAQs, service catalogs, or rates.
Messenger Delivery (HTTP Request)
Packages the AI's final answer and sends it back to the customer's Messenger inbox through the Meta Graph API endpoint.
Challenges
Rigid Rule-Based Bots
Traditional auto-responders rely on static button menus that cannot answer complex, open-ended customer queries.
Delayed Response Times
Delayed response times during off-hours, weekends, or peak traffic periods lead to lost leads and customer drop-off.
Maintenance Headaches
Updating business details (pricing, FAQs, hours) across standard bots often requires manual redesign of entire conversational trees.
Solution
Natural Language Processing
Integrated an LLM-driven AI agent capable of understanding nuanced user intents and responding naturally like a dedicated sales or support representative.
Dynamic Retrieval via Sheets
Implemented dynamic retrieval via Google Sheets, allowing non-technical business operators to edit their live knowledge base instantly without modifying the backend automation.
Always-On Infrastructure
Designed a lightweight, self-hosted or cloud-based n8n infrastructure that operates continuously, ensuring zero-latency replies day or night.
Results
Instant 24/7 Availability
100% automated first-response capability, capturing leads instantly even during offline hours.
Reduced Support Workload
Resolves over 80% of repetitive customer inquiries without human team intervention.
Universal Adaptability
A plug-and-play architecture that can be customized to any industry—from hospitality and e-commerce to local services and professional consulting.
AI Booking Agent & Calendar Integration
To eliminate lost bookings and convert Facebook inquiries into confirmed appointments instantly, 24/7, without requiring manual administrative work.
- Zero Missed Appointments: Locks in clients the moment they are interested—even during late nights, weekends, or busy work hours.
- Eliminates Manual Back-and-Forth: Replaces time-consuming scheduling chats by letting the AI check live availability and write events directly into the calendar.
- Prevents Human Scheduling Errors: Removes the risk of double bookings, missed reminders, or misplaced client contact details.
- Lowers Front-Desk Overhead: Cuts scheduling and FAQ handling time by over 80%, allowing staff to focus on serving clients rather than managing messages.
Booking AI Assistant
Typically replies instantlyYes! We have two openings this Friday afternoon: one at 1:30 PM and another at 3:00 PM. Which one works best for you?
Brief Introduction
This project delivers an end-to-end appointment scheduling and customer inquiry agent integrated directly into Facebook Messenger. Built using n8n and powered by Google Gemini, the system autonomously answers client questions, checks real-time calendar availability, and books appointments on the spot 24/7. It eliminates the back-and-forth friction of manual scheduling, operating seamlessly without human staff intervention.
Tools Used
n8n
Workflow orchestration, logic routing, and multi-API synchronization
Meta Graph API (Messenger Webhooks)
Real-time customer message reception and outgoing delivery
Google Gemini Chat Model
Natural language understanding, intent extraction, and conversational reasoning
Google Calendar API
Real-time slot availability lookups and automatic event creation
Google Docs / Knowledge Base
Dynamic business policies, service menus, pricing, and FAQ document retrieval
n8n Simple Memory
Context retention across multi-turn user conversations
Target Industries & Use Cases
This automation fits service-based and appointment-driven businesses that generate lead flow through Meta platforms:
Hospitality & Rentals
Staycations, Airbnb units, boutique resorts, and private event venues.
Healthcare & Wellness
Dental clinics, aesthetic and dermatology centers, physical therapy, and chiropractic offices.
Professional & Consulting Services
Business coaching, legal consultations, marketing agencies, and financial planning.
Personal Care & Lifestyle
Salons, spas, tattoo studios, and fitness personal training.
Home & Field Services
Auto detailing, HVAC repair, photography studios, and home renovation consultations.
Automation Workflow
Webhook Receiver
Captures both incoming verification challenges (GET) and incoming chat messages (POST) from the Facebook Page.
Handshake Router (If Node)
Validates Meta's webhook token handshake via Respond to Webhook to keep the API connection active.
Payload Filter & Acknowledgment
Filters valid incoming text messages, dropping non-essential events, and sends an immediate HTTP 200 via Respond to Webhook1 to prevent Meta retry loops.
AI Agent Core
Powered by the Google Gemini Chat Model and supported by Simple Memory, the agent analyzes customer requests contextually.
Dynamic Knowledge Base Tool
Uses the Access Knowledge Base tool node to pull relevant business rules, rates, and policies from a centralized document.
Calendar Tool Suite
Check for Available Slots: Scans Google Calendar in real time to verify whether the requested date and time are open.
Create a Booking Schedule: Automatically books the confirmed time slot into Google Calendar with client details.
Messenger Delivery
Sends formatted, natural-language booking confirmations and answers back to the user via the Meta Graph API.
Challenges
Missed Opportunities Outside Business Hours
Potential customers message outside business hours and bounce to competitors when no one responds immediately to check availability.
Manual Scheduling Friction
Manual scheduling requires staff to check calendars, coordinate back and forth, and manually type event invites, leading to booking delays and double-booking errors.
Rigid Rule-Based Chatbots
Rigid rule-based chatbots cannot interpret complex, multi-variable requests like "Do you have an opening this Friday afternoon?" alongside specific service inquiries.
Solution
Autonomous Dynamic Interaction
Built an autonomous agent that handles open-ended conversations naturally, interpreting dates, times, and customer preferences dynamically.
Live Bi-Directional Synchronization
Integrated bi-directional Google Calendar tools directly into the AI's execution path so it checks live openings before committing a booking.
Decoupled Knowledge Base
Decoupled business information into an external knowledge base document, allowing business owners to update pricing, service details, and rules without altering the automation engine.
Results
Zero Booking Latency
Clients can inquire, select a slot, and confirm appointments in under 60 seconds at any time of day.
100% Elimination of Double Bookings
Direct calendar synchronization checks availability before writing reservations.
Drastic Overhead Reduction
Frees up front-desk and support teams by automating over 85% of standard appointment booking and FAQ management.
Multimodal AI Telegram Assistant with Voice-to-Text Processing
To provide a hands-free, 24/7 personal executive assistant on Telegram that processes both spoken voice notes and text messages into instant, intelligent actions and replies.
- Frictionless Mobile Productivity: Allows founders, operators, and busy professionals to dictate thoughts, questions, or instructions via voice memo while on the move, without stopping to type.
- Instant Information Synthesis: Transcribes voice notes and uses AI to summarize details, answer questions, or organize tasks in seconds.
- Continuous Context Retention: Remembers previous turns in the conversation, making it easy to handle complex follow-ups without repeating background details.
- Unified Channel Communication: Keeps personal workflows, quick brainstorming, and assistant tasks inside a single chat app instead of juggling multiple note-taking and AI tools.
Brian AI Assistant
bot • 24/7 online"Hey Brian, summarize our Q3 marketing action items and draft a quick update for Sarah."
Executive Summary:
• Influencer deliverables finalized by Friday
• Ad spend approved at $12,500 budget cap
Draft Reply for Sarah:
"Hi Sarah, Q3 budget is locked at $12.5k. We're launching the influencer campaign this Friday!" 10:42 AM
Brief Introduction
This project is an intelligent, multimodal personal assistant built within Telegram to help busy professionals, agency owners, and executives manage communication on the go. Powered by n8n and Google Gemini, the agent processes both written text and spoken voice notes seamlessly. It automatically transcribes voice memos, maintains conversational context across sessions, and generates instant, reasoned responses back to the user in Telegram.
Alternative Project Titles:
Tools Used
n8n
Workflow orchestration, branch routing, and data aggregation
Telegram Bot API
Trigger events (messages, audio notes) and automated chat response delivery
Speech-to-Text Transcription Engine
Audio file download and voice transcription into clean text
Google Gemini Chat Model
Natural language understanding, intent analysis, and response generation
n8n Simple Memory
Context retention and chat history management across active sessions
Target Use Cases & Applications
Built to serve dynamic professionals and operations where mobile voice memos replace friction-heavy typing:
Busy Executives & Founders
Recording quick voice notes on the move to summarize thoughts, brainstorm, or draft action items without typing.
Agencies & Freelancers
Handling client inquiries, organizing task lists, and generating rapid content drafts directly from chat.
Customer Support Channels
Providing round-the-clock Telegram community support that accommodates users who prefer sending voice messages over typing.
On-the-Field Professionals
Real estate agents, site managers, and consultants who need hands-free information retrieval and note logging while away from their desks.
Automation Workflow
Telegram Trigger
Listens in real time for incoming updates (text messages or voice recordings) sent to the Telegram bot.
Modality Router (Voice or Text)
Checks whether the message format is an audio file or raw text:
• Voice Branch: Downloads the incoming audio file via Get voice file, runs it through Transcribe a recording, and standardizes the output as text via Set chatInput and sessionId.
• Text Branch: Bypasses audio transcription and directly maps the message content via Set chatInput and sessionId1.
Aggregate Node
Merges the separate execution branches into a unified data stream while preserving session keys and user input.
AI Agent Core ("Brian AI")
• LLM Engine: Utilizes Google Gemini to reason through prompts, synthesize information, and draft answers.
• Memory: Leverages Simple Memory to recall prior messages within the conversation thread.
Telegram Delivery
Dispatches the final generated reply back to the user via Send a text message.
Challenges
Voice Memo Inconvenience for Standard Chatbots
Voice memos are often inconvenient or impossible for standard chatbots to parse, forcing users to type out long queries manually.
Disjointed Multi-Modal Handling
Disjointed handling of audio and text inputs usually requires separate bots or complex multiple webhooks.
Stateless Bots Without Memory
AI bots without memory treat every message as an isolated event, resulting in disjointed and repetitive conversations.
Solution
Intelligent Dual-Branch Routing
Built an intelligent dual-branch routing system that handles raw text and voice messages within a single n8n canvas.
Automated Speech-to-Text Transcription
Integrated automated transcription, converting voice memos into clean text prompts before routing them to the AI agent.
Persistent Session Memory
Connected persistent session memory, enabling the agent to retain context and handle complex follow-up questions naturally.
Results
Hands-Free Productivity
Enables instant voice-note querying, cutting the time spent typing queries on mobile by over 60%.
Unified Communication
Flawlessly handles mixed media (voice and text) in a single continuous conversation stream.
Zero-Latency Assistance
Delivers rapid, context-rich responses 24/7 without manual intervention.
Multimodal Enterprise Slack AI Assistant with Model Fallback & Global Error Handling
To provide teams with a resilient, enterprise-ready Slack copilot that handles both spoken voice notes and text inquiries, ensuring continuous workspace productivity with zero downtime.
- Frictionless Team Collaboration: Enables team members and executives on the go to dictate voice memos or send text queries directly in Slack without breaking their focus or workflow.
- Continuous System Uptime: Features an automatic model fallback (DeepSeek to Google Gemini) so internal workflows never stall during provider rate limits or third-party outages.
- Modular Subject-Matter Expertise: Uses a dedicated subworkflow ("AI Slack Professor") to deliver specialized, in-depth knowledge and contextual assistance right inside message threads.
- Proactive Operational Monitoring: Includes a global error-handling circuit that detects failed runs and alerts ops teams immediately, preventing silent system failures.
"Hey Copilot, our deployment webhook on server-03 just threw a 502 Bad Gateway. Run diagnostics and draft an incident report for the dev team."
📋 Incident Summary: Dispatched to
#dev-incidents with full
telemetry logs attached.
Brief Introduction
This project is an enterprise-grade, multimodal AI workspace assistant built inside Slack using n8n. Designed for internal operations, agency teams, and tech companies, the system processes both real-time text threads and voice audio uploads. It incorporates an advanced dual-model architecture (DeepSeek Chat with Google Gemini fallback), modular subworkflows for specialized conversational intelligence, and a dedicated global error-handling circuit to ensure zero downtime in production environments.
Alternative Project Titles:
Tools Used
n8n
Multi-workflow orchestration, subworkflow calls, and modular error-handling architecture
Slack API
Workspace event triggers (mentions, DMs, thread messages) and automated message/alert delivery
DeepSeek Chat Model
Primary reasoning and conversational response engine
Google Gemini Chat Model
Speech-to-text audio transcription and secondary chat model fallback
JavaScript (Code Nodes)
Custom binary buffer manipulation (MIME type correction) and error formatting
n8n Simple Memory
Context retention across continuous chat threads
Target Industries & Use Cases
Built to empower fast-moving teams, technical departments, and remote organizations that rely on Slack as their primary operational hub:
Software Development & IT Ops
Answering internal documentation questions, debugging code snippets, and processing team voice memos hands-free.
Digital Agencies & Remote Teams
Summarizing client updates, drafting internal communications, and capturing brainstorming voice notes inside dedicated channels.
Educational & Corporate Training Teams
Acting as an on-demand subject-matter expert or "Professor" sub-agent to assist team members with learning and workflow questions.
Consulting & Professional Services
Enabling mobile executives and consultants to dictate complex instructions into Slack while traveling.
Automation Workflow Architecture
The solution operates across three specialized, interconnected workflows built to ensure complete modality coverage, modular domain reasoning, and enterprise-grade fault tolerance:
Slack Trigger & If Filter
Listens live for new direct messages, bot mentions, or file uploads across designated Slack channels.
Switch Router (Voice vs. Text)
Inspects the incoming payload with a conditional JavaScript expression to detect audio MIME types.
Voice Pipeline
Downloads raw audio binary media from Slack, runs a custom code block to fix the file container
to audio/ogg to prevent upload rejections, and feeds the file into Google Gemini for
instant transcription. The text is mapped via Set Voice Fields.
Text Pipeline
Routes standard chat messages directly through Set Text Fields.
Aggregate Node
Consolidates voice transcripts and text messages into a standardized prompt structure.
Subworkflow Call
Executes the modular AI Slack Professor workflow to enrich prompt handling.
AI Agent Core
The Slack Personal Assistant agent evaluates the context using DeepSeek Chat as the primary engine, backed by Google Gemini as an automatic model fallback and Simple Memory for session continuity.
Slack Dispatch
Posts the structured AI response directly back to the original message thread or channel.
Modular Execution Trigger
Listens via When Executed by Another Workflow to handle complex or domain-specific reasoning without cluttering the primary canvas.
Specialized Agent
Runs a dedicated AI Slack Professor agent configured with dual models (DeepSeek & Gemini) and session memory to refine responses before posting back to Slack.
Error Trigger
Intercepts execution failures from the main workflow (such as LLM API timeouts or rate limits).
Format Slack Alert (Code Node)
Parses the error stack trace, workflow ID, and failure point into an actionable incident summary.
Send Slack Alert
Broadcasts instant incident notifications to an internal channel (e.g., #ops-alerts)
with dual-branch fallback capability to external channels (Email/Telegram) during Slack API
downtime.
Challenges
Mismatched Audio MIME Containers
Mobile Slack voice notes frequently fail to process in AI workflows due to mismatched audio MIME
containers (audio/ogg vs. raw audio).
Single-LLM Integration Fragility
Single-LLM integrations cause complete system downtime whenever an AI provider experiences rate limits, server outages, or API latency spikes.
Silent Production Failures
Production workflows often fail silently, leaving team members with unresponsive bots and administrators unaware of broken executions.
Solution
Automated Audio Pipeline
Built an automated audio pipeline with custom buffer manipulation to standardize Slack voice recordings for speech-to-text conversion.
Dual-LLM Fallback Architecture
Implemented a dual-LLM fallback architecture combining DeepSeek Chat as the primary cost-effective reasoning model and Google Gemini as a secondary fail-safe.
Decoupled Global Error Circuit
Created a decoupled global error-handling workflow that monitors executions and alerts engineering teams immediately upon unexpected failures.
Results
100% Modality Coverage
Seamlessly accepts both text instructions and raw mobile audio notes without manual formatting.
99.9% Uptime Resilience
Model fallback and decoupled error traps eliminate single points of failure across the workspace.
Eliminates Context Fragmentation
Thread-level memory retention allows team members to have natural, multi-turn discussions with the AI inside Slack.