Wiring LLM Capabilities Into the Systems Your Business Already Runs.

Autonomous AI agentic architectures, self-healing visual workflows, and deterministic MCP backends powering high-ticket enterprise operations and high-scale B2B outbound systems.

AI Automation & Agentic Systems
Flagship
Autonomous Systems Engine

Enterprise Make.com & n8n architectures: Vapi voice agents with 7 deterministic MCP tools, Claude Code multi-agent browser swarms, and strict JSON schema LLM guardrails preventing hallucinations.

Backend Reliability: 100% Deterministic
Lead Gen at AI Automation Scale
Autonomous
$350K+ Pipeline Engine

Self-healing Make.com & n8n agentic workflows: Apify scraping, dynamic GPT-4o personalized icebreakers under strict JSON schema, and sub-60s speed-to-lead routing directly into CRM pipelines.

Speed to Lead: <60s (96% Precision)

Trusted Enterprise Partnerships

Clients & Proven Engagements

National Television PK

Green TV Entertainment

Automated broadcast campaign distribution & mass media reach.

Verified Commercial Media
National Franchise IE

Apache Pizza Ireland

Multi-location organic audience acquisition & social systems.

Irish Healthcare

Rock Road & Slievemore

Patient appointment routing & automated clinic workflow retention.

Confidential Cloud

Master Drive Vault

Direct access to architectural blueprints, diagrams & assets.

COD Fraud Shield

RTO Down 48%

Voice AI Receptionist

7 n8n MCP Tools

Browser Swarm

Claude Code + MCP

Deterministic Gates

96% Audited Precision

Enterprise Agentic Fleet · 5 Production Architectures

Autonomous Multi Agent Swarms & Self Healing Loops

Beyond fragile single prompt chat and linear automations. Five production grade, deterministic agentic systems featuring multimodal vision recovery, isolated Docker execution sandboxes, dynamic task DAGs, and human in the loop governance.

LANGGRAPH SUPERVISOR DAG RUNNING
> Directive Layer: ICP constraints loaded
> Supervisor: LangGraph DAG initialized
> Firecrawl Worker: Deep tech stack enriched
> Copywriter Node: Claude 3.5 Sonnet pitch generated
> Confidence Gate: 94.2% verified, dispatched
LangGraph DOE Framework Firecrawl Human in the Loop
Architecture 01 · Nick Saraev Provenance

Autonomous Outbound SDR Swarm

Three layer Directive, Orchestration, and Execution architecture. Extracts deep account intelligence via Firecrawl, synthesizes low ego abundance copy, and routes ambiguous outputs to human review before dispatch.

15 to 20 Bookings / Wk
SANDBOX VERIFICATION LOOP PASSED
> Lead Architect: Issue DAG decomposed
> Red Phase: Reproduction test failing as expected
> Coder: Surgical patch applied in isolated context
> Green Phase: Docker sandbox pytest passed
> Security Gate: Semgrep 0 alerts, PR created
LangGraph Docker Sandbox TDD Red Green Semgrep Audit
Architecture 02 · IndyDevDan & Ebbelaar Provenance

Autonomous Software Engineer

Hierarchical 5 agent system replacing monolithic vibe coding. Isolates context windows, executes reproduction tests in ephemeral Docker sandboxes, self corrects on runtime stack traces, and gates PR releases with Semgrep.

Zero Host Blast Radius
VISION HEALER ACTIVE
> Fast Path: Cache executed (14ms)
> DOM Mutation: 404 trapped
> Viewport: Screenshot taken
> Gemini: Spatial box grounded
> Cache: ARIA locator updated
Playwright Async Gemini Vision Self Healing
Architecture 03 · Cole Medin Provenance

Self Healing Web Scraper

Eliminates scraper maintenance. Stealth Playwright runs fast on cached locators. On DOM failure, Gemini Flash Vision performs spatial grounding and updates persistent cache on the fly.

95% Zero LLM Fast Path
OPS TRIAGE SWARM ESCORTED
> Inbound: $120k ARR account
> Intent: Ticket decomposed
> Deterministic Gate: Refund > $100
> Paused: Slack card pushed
> Resumed: Manager sign off logged
LangGraph Interrupt VIP Routing Slack HITL
Architecture 04 · Berman & Ottley Provenance

Enterprise Operations Swarm

Triage routing swarm with strict operational barriers. LLMs formulate proposals while deterministic Python executes database changes, pausing for Slack manager sign off on high risk actions.

70% Triage Deflection
FINANCIAL MATH SANDBOX GROUNDED
> Target: 3 Year margin analysis
> Hybrid: Docling vector and BM25
> Code Sandbox: Python Pandas
> Math: EBITDA 32.41% computed
> Critic: 100% SEC citations cited
LangGraph Send Docling Hybrid Pandas Math
Architecture 05 · Harrison Chase Provenance

Deep Financial Intelligence

Zero hallucination equity research architecture. Employs LangGraph dynamic Send API, isolated Python code execution for financial arithmetic, and adversarial citation validation against raw SEC filings.

100% Math Accuracy
10 Master Production Workflows

Visual Canvas Proof & Architectural Blueprints

Every workflow contains live screencasts directly recorded from Make.com & n8n canvasses. Open dedicated case studies for full breakdowns and blueprints.

LIVE EXECUTION
n8n Apify Scraper ZeroBounce CRM Queue
Workflow 01 · Flagship Architecture

Full Automated B2B Lead Gen in n8n

Most complex automated outbound scenario: webhook trigger, Apify actor scraping, multi-layer ZeroBounce SMTP verification, lead scoring, and automated CRM slotting.

25K+ Leads/Mo · <1.5% Bounce Open Full Webpage
Commercial Enterprise Asset

Shopify COD Fraud Shield

Proprietary architecture reducing Cash-on-Delivery return-to-origin courier losses by 48%. Never open-sourced. Full setup & private license.

$1,000 / Private License
Chat to Owner

Shopify COD Fraud Prevention Engine

Proprietary GraphQL + WhatsApp confirmation pipeline.

LIVE EXECUTION
Make.com Google Calendar Twilio SMS Speed-to-Lead
Workflow 03 · Conversational Booking

Make.com Autonomous Meeting Booking

Sub-60-second speed-to-lead qualification: listens for inbound bookings, verifies availability slots in real time, locks schedule, and alerts SDRs on Slack.

<60s Lead Response Time Open Full Webpage
CANVAS WALKTHROUGH
Make.com Apify GPT-4o LinkedIn REST
Workflow 04 · Content Machine

LinkedIn Social Intelligence & Post Generator

Scrapes trending industry themes, classifies timely vs evergreen hooks via GPT-4o, rewrites in brand voice, and calculates optimal 6-hour publishing queues.

20+ hrs/wk Saved · Automated Queues Open Full Webpage
Multi-Tenant Commercial Architecture

Cold DM Replier (Multi-Account Engine)

Runs 3+ Instagram accounts simultaneously in a single task with sub-60s human reply pacing. Scalable to unlimited accounts. Confidential commercial deployment.

$500 / Commercial Setup
Chat to Owner

Multi-Account Cold DM Replier

Paced automated replies across multiple Instagram handles.

LIVE EXECUTION
Make.com WhatsApp Cloud API Typing Pacing
Workflow 06 · Conversational AI

WhatsApp Cloud API Bot with Paced Delays

Built to prevent Meta spam detection with intelligent sleep timers (1-3s human pacing). Handles inbound client questions, orders, and intent routing.

Anti-Ban Paced · 100% Automated Open Full Webpage
LIVE EXECUTION
Make.com OpenAI GPT-4o Google Sheets JSON Schema
Workflow 07 · Outbound Personalization

Custom AI Icebreaker & Hook Generator

Scrapes executive profile data, evaluates career highlights via GPT-4o, and generates personalized 1-sentence opening hooks directly into dispatch CSVs.

16% Outbound Reply Rate Benchmark Open Full Webpage
LIVE EXECUTION
Make.com ClickUp API Slack Notifier Sprint Ops
Workflow 08 · Agency Operations

ClickUp Automated Sprint & Task Engine

Connects onboarding forms with ClickUp workspaces: creates project spaces, assigns technical deliverables, and updates team channels on sprint progress.

Zero Manual PM Overhead Open Full Webpage
CANVAS WALKTHROUGH
Make.com GPT-4o Router Google Sheets DB Sales Engine
Workflow 09 · Sales Pipeline

Autonomous Inbound Customer Sales Agent

Full-funnel customer qualification: dynamically determines returning vs new buyers from database, answers product inquiries via GPT-4o, and routes to payment.

24/7 Closing Capability Open Full Webpage
CANVAS WALKTHROUGH
Make.com WhatsApp Cloud Break Handlers Error Resiliency
Workflow 10 · Hardened Resilience

WhatsApp ChatBot Improved Routing Engine

Enterprise-grade reliability: includes custom rollback handlers, edge-case recovery, human escalation routing via Slack, and automatic lead history logging.

99.4% Uptime · Zero Silent Drops Open Full Webpage

Community n8n Starter Pack & Enterprise Blueprints

Curated starter templates across 17 SaaS categories (Shopify, CRM, Slack, AI Agents) alongside our proprietary production-grade engines.

Workflow Architecture 01

Sub-10s Dynamic Lead Scoring

Scores incoming inbound and outbound prospect replies against strict ICP criteria, applies automated lead heat tags, and triggers instant SMS or Slack alerts to top closers.

Open Blueprint
Workflow Architecture 02

Multi-Model Fallback & Cost Optimizer

Dynamically routes lightweight JSON formatting to fast flash models and deep analytical personalization to Claude or GPT-4. Reduces enterprise API operating expenses by 42%.

Open Blueprint
Workflow Architecture 03

pgvector Semantic Knowledge Base

Vectorizes company case studies, pricing tiers, and objection documentation into pgvector storage. AI agents reference exact brand facts with zero hallucinations.

Open Blueprint

Outbound Data Pipeline & Deliverability Infrastructure

Full end-to-end outbound engine: Apify scraping and LinkedIn extraction through waterfall enrichment, ZeroBounce verification, LLM-generated icebreakers under strict JSON schema, and Instantly/Smartlead dispatch across 40+ governed inboxes.

Stage 01: Extraction

Apify Scraping & LinkedIn Extraction

Headless Apify actors scrape target industry lists and LinkedIn profiles. Python-based deduplication filters remove already-processed URNs before any enrichment API is called, keeping cost to a minimum.

Stage 02: Waterfall Enrichment

Apollo, Clay & ZeroBounce Fallback

Records flow through Apollo for firmographic data, then Clay for waterfall enrichment, then ZeroBounce and MillionVerifier in sequence. Only contacts that pass all verification layers enter the dispatch queue.

Stage 03: Governed Dispatch

40+ Inbox Rotation & DNS Governance

Smartlead/Instantly rotate sends across 40+ secondary domains under full SPF, DKIM, DMARC governance. Per-domain daily send caps are enforced via Airtable rate ledger with auto-pause on bounce threshold breach.

Autonomous Prospect Extraction

Decision-maker data sourced, enriched, and validated without a single manual lookup.

decision_maker_extractor.py Playwright + AsyncIO

async def extract_leadership_pool(target_url):

page = await browser.new_page()

await page.goto(f"{target_url}/about-us", wait_until="networkidle")

executives = await page.evaluate("""() => Array.from(document.querySelectorAll('.leadership-card'))

.map(el => ({ name: el.querySelector('h3')?.innerText, role: el.querySelector('p')?.innerText }))""")

return [e for e in executives if any(t in e['role'].lower() for t in ['ceo', 'founder', 'vp'])]

Hyper-Personalized Outreach at Scale

Every prospect receives a first line written specifically about them. Not a template. Not a spin. A real observation that stops them mid-scroll.

Live Example : FinTech Series A

Trigger: EU merchant routing launch

"Saw you rolled out automated SEPA routing across EU accounts last week. Curious how you are handling real-time dispute reconciliation at that volume. Built something similar for a payments startup that cut their chargeback rate by 34%."
Live Example : Enterprise Logistics

Trigger: Regional freight hub expansion

"Noticed you expanded across three regional freight hubs this quarter. If your team is still managing dispatch coordination manually across 3PL partners, there is a straightforward automation that typically recovers 18 hours per week."

Email Infrastructure That Actually Lands

40+ warmed domains. Full DNS governance. Every email I send lands in the primary inbox, not spam.

SPF & DKIM

2048-bit key validation

DMARC

`p=quarantine` policy

CNAME SSL

Custom tracking domain

<2% Bounce

ZeroBounce hygiene

Psychological Copywriting & Objection Mastery

The difference between a 2% reply rate and a 16% reply rate is psychological positioning. Below is how I engineer cold outreach hooks and neutralize commercial objections before they kill the deal.

Framework 01: Bottleneck Diagnosis 62% Open Rate

Subject: quick question regarding {{company}} outbound

Hi {{first_name}},

Noticed {{company}} is aggressively expanding your commercial sales roster this quarter.

Most technical founders lose 40% of their qualified pipeline to slow manual enrichment and multi day response delays.

We engineered an autonomous acquisition pipeline that eliminated manual SDR research and delivered 35+ verified executive meetings every month.

Open to a 4 minute walkthrough this Thursday at 2 PM EST to inspect the backend architecture?

Psychology: Zero begging, validates executive growth, pinpoints a specific revenue leak, and proposes an ultra low friction screen share.

Framework 02: Permission Based Asset 16.4% Reply Rate

Subject: {{first_name}}, saw your {{trigger_event}} deployment

Hi {{first_name}},

Saw your team recently launched {{trigger_event}} across international markets.

Built a custom routing architecture for a similar enterprise client syncing paid ad lead captures directly to Close CRM in under 45 seconds, doubling demo attendance.

Recorded a 90 second video breakdown showing the full technical schema. Would it make sense to send the link over?

Psychology: Asks for permission before dropping links, eliminates spam triggers, and demonstrates customized proof upfront.

Live Consultative Objection Neutralization

How we reframe traditional pushbacks into high ticket discovery conversations.

Objection 01

"We already have an in-house team or agency."

"Understood completely. Most enterprise leaders we partner with already have an internal team. We do not replace them. We install the autonomous data enrichment and verification layer underneath them so your reps spend 100% of their time closing rather than building CSV lists. Worth a 5 minute look at how we feed their pipeline?"
Objection 02

"Send info over email, we are too busy."

"Happy to send documentation over. To ensure I only send the exact architecture that fits your current setup, are you primarily focused on scaling cold email volume or speeding up inbound lead qualification to under 60 seconds?"
Objection 03

"Timing is not right for this quarter."

"Totally respect that timing is key. Out of curiosity, when you revisit pipeline growth in Q3, what is the single biggest bottleneck that would make an automated pipeline an immediate priority for the leadership team?"
CRM Speed-to-Lead & Commercial Scope

CRM Architecture & Enterprise Proposals

The fastest company to respond wins the deal. Below are production speed-to-lead pipelines alongside battle-tested commercial proposal frameworks.

Close CRM Architecture
SUB-60s SPEED

Smart Views, Auto-Sequences & Heat Routing

Custom Smart Views dynamically surface the hottest leads first. Automated task creation, instantaneous lead enrollment, and SMS speed-to-lead routing so closers never manually sift through lists.

Response: <60 Seconds Inspect Architecture
HubSpot Architecture
AUTOMATED DISPATCH

Pipeline Automation & Round-Robin Calendar

Inbound lead webhook parses qualification criteria, scores fit against tier matrices, and dispatches personalized calendar booking links within 60 seconds with zero rep manual intervention.

Show-Up Rate: 84% Average Inspect Architecture
Commercial Proposal Blueprint
$3,500 – $5,000 SCOPE

Enterprise AI Automation & Growth Scope

Production deliverables agreement: multi-inbox deliverability setup, automated data enrichment, webhook speed-to-lead middleware, and SLA terms with structured milestones.

Terms: 50% Kickoff / 50% Deploy View Full Proposal Scope
Retainer Proposal Blueprint
$2,500/MO RETAINER

High-Velocity Outbound Engine & Monthly Optimization

Continuous growth contract: 40+ secondary inbox maintenance, monthly 25,000+ lead enrichment, weekly copy iteration, and guaranteed deliverability uptime monitoring.

Guarantee: <1.5% Bounce SLA View Full Proposal Scope
System Architecture Inspection