What the workflow on this page demonstrates
- 01 · Idempotency
- Run it twice, get one result. No duplicate contacts, no double bookings.
- 02 · State gates
- Nothing moves until the conditions for it are true.
- 03 · Recovery
- Transient failures retry safely. Everything else is classified, never swallowed.
- 04 · Human context
- When judgment is needed, a person gets the whole story, not just an alert.
The tools I wire together, stack-agnostic and failure-aware: OpenAI, Claude, n8n, Make, HubSpot, GoHighLevel, Vapi, ElevenLabs, monday.com, Power BI, Tableau, Airtable, Supabase, Intercom, Close, Next.js, Vercel, Python, FastAPI, Ollama, DuckDB, Pydantic, GitHub, Cal.com.
Client work · delivered through AiXCEL Solutions
Built in their accounts. Still running today.
Agencies, clinics, communities and investors handed over their lead flow, onboarding and reporting, and kept the systems we built. Counts describe the size of the work, not business results.
Built and handed over · AI agency · US
Problem. Lead, onboarding and reporting work had to run across four separate client workspaces.
What we built. Workflows across all four workspaces: ads, attribution, CRM and reporting.
- 39 n8n workflows
- 103 Make scenarios
- 4 client workspaces
Engagement completed · Smart vending · Community
Problem. Automations were spread across three platforms, and setting up a new member touched several tools.
What we built. Monitoring across every automation and one onboarding pipeline for new members.
- 216 automations monitored across n8n, Make and Zapier
- 7 platforms in one six-stage onboarding pipeline
- 52/52 automated tests passing
Reconciled July 2026 · Healthcare marketing
Problem. A large set of GoHighLevel locations had to be accounted for before clinic accounts could run from one system.
What we built. An inventory of every location and one role-gated system for accounts and staff.
- 450 GoHighLevel locations inventoried and reconciled
- 204 client accounts and 22 staff, role-gated
- 7 AI call flows, new lead to missed-call callback
Systems that reached their clients, too.
- Conversions.ai · AI agency · US 39 n8n workflows and 103 Make scenarios across four client workspaces.
- We Scale Creators · Creator growth · US Creator CRM stacks, billing recovery, intake-to-fulfilment pipelines and CAC, LTV and ROAS reporting.
- Agency on Fire · Agency coaching · US GoHighLevel CRM automation, funnel templates, lead nurture and student-progress dashboards.
- Modern Amenities · Smart vending · Community 216 automations monitored and one six-stage onboarding pipeline across 7 platforms.
- ChiroCandy · Healthcare marketing 450 GoHighLevel locations reconciled, 204 accounts on one role-gated system, 7 AI call flows.
- Hrmny · Creative agency · Dubai & Riyadh Creative and communications agency across digital, social, brand experience and production.
- AI Product Accelerator · Education program Helps professionals launch their own AI product in 90 days, without writing code.
- RepStack · Remote staffing Places employer-of-record talent with digital agencies and GoHighLevel SaaS founders.
- One Konnector · CRM & lead capture CRM and lead-capture business running its funnels and pipeline on GoHighLevel.
- VT Capital · Capital · Cyprus Architected and automated key stages of its AI video production pipeline.
- Hire Zim AI · AI hiring Systems work delivered through AiXCEL Solutions.
- Realiste · AI real estate analytics Systems work delivered through AiXCEL Solutions.
git log --graph · 7+ years operating
Operator first. Systems specialist by evolution.
I spent years inside sales rooms, client conversations, training programs, and operational handoffs before designing the systems beneath them.
“That history shapes the work: I care whether the exception reaches the right person, whether the interface is clear at 2 a.m., and whether the team can operate the system after the builder leaves.”
Now
AI systems & automation
Architecting resilient CRM, voice, agentic, migration, and delivery systems for service businesses and internal teams.
2021 to 2024
Sales leadership & training
Led teams, designed operating rhythms, and trained more than one hundred candidates across real estate organizations.
107 people trained across a 16-month leadership role · self-reported
2020 to now
Yardim Foundation
Directing food and ration support: a human system where reliability is measured in families reached, not dashboards shipped.
748 ration packs mobilized in the COVID-response food program · self-reported
2019 to 2021
Investment advisory
Translated complex property decisions into clear client choices across residential and commercial transactions.
AiXCEL Solutions ↗ · Founder
The company I built to hand systems over.
AiXCEL builds lead follow-up, client onboarding, reporting and monitoring inside each client’s own accounts, with a person approving every client-facing step. Founder-led, and built to be handed over with a runbook.
Four services · one approval layer · one set of numbers
01 · Subscription
Every enquiry captured, scored, routed to an owner and followed up on a clock until a call is booked.
02 · Sprint
From signed contract to live client without the chase. Anything that touches the client waits for approval.
03 · Subscription or Sprint
One agreed view of spend, leads and revenue, and a pulse in Slack each morning.
04 · Subscription
Every automation watched by deterministic checks. Failures arrive with the cause and a fix to approve.
Product
OpenXCEL AI
Business-owned AI with company memory, connected tools and role-based assistants. First deployed in my own agency, instead of renting a system I couldn’t inspect.
- 86% lower monthly model bill
- 25K requests run in September
- 13 client jobs a week in Slack, each approved by a person
Read the case study ↗
Product
SIGNAL
AI search visibility audits. SIGNAL records what AI answer engines say about a business, which sources they cite, and whether the visits they send become qualified enquiries.
See the method ↗
Modules inside the services: Onboard ↗ · ErrorLens ↗ · Pulse ↗ · AI Model Router ↗
Ten flagship agentic systems · verified public demos
Agents that stop where a person should decide.
A production-minded revenue and creator operations portfolio proving controlled multi-agent orchestration, evidence, typed APIs, human approval, evaluation, observability, replay, and cloud deployment.
Multi-agent campaign planning · Verified 5 Aug 2026
Creator Campaign Command
Five bounded roles turn a campaign objective and budget into an evidence-linked creator plan, then stop before outreach or spend.
LangGraph + FastAPI · 5 bounded roles · 3 scenario shapes · Objective-sensitive ranking · Approval gate before outreach or spend
Open live system ↗
Cross-system revenue assurance · Verified 10 Aug 2026
Marketing Revenue Assurance
Ten bounded specialists reconcile advertising delivery, CRM state, funnel movement, and collected cash, then propose a recovery plan without changing any external system.
12 of 12 golden scenarios · 31 automated tests · 81.93% measured coverage · 25 Postman assertions · Signed serverless approval receipts · Docker and PostgreSQL acceptance
Open live system ↗
B2B forecast control · Verified
Deal Rescue & Forecast Truth
Twelve bounded stages compare seller confidence with exact buyer language, stakeholder coverage, and dated commitments, then stop at a sales manager decision.
12 of 12 golden deal states · 53 automated tests · 83.97% measured coverage · 28 live Postman assertions · PostgreSQL checkpoint restart proof · 0 external mutations
Open live system ↗
Creative measurement and learning · Verified
Creative Learning OS
Eleven bounded stages separate attributable creative signal from sample, audience, placement, funnel, lag, fatigue, and data-quality confounds, then stop before publishing or changing spend.
13 of 13 golden scenarios · 68 automated tests · 82.76% measured coverage · 18 evaluation measures · 34 production Postman assertions · 0 platform mutations
Open live system ↗
Multilingual content operations · Verified 5 Aug 2026
LanguageMix Studio
Timed English scripts become distinct Urdu, Roman Urdu, or Arabic review packages with voice register, safety checks, and native-language approval.
FastAPI · 3 source scenarios · 3 locale routes · 3 registers · 27 meaningful combinations · Native-language approval
Open live system ↗
Independent evaluation · Verified 5 Aug 2026
Agentic Systems Evaluation Lab
A live black-box evaluator tests deployed systems for contracts, evidence, approval gates, boundaries, idempotency, and latency.
3 target systems · 7 weighted checks · 4 baseline and fault scenarios · Arbitrary URLs blocked
Open live system ↗
Pre-publish decision support · Verified 5 Aug 2026
Content Performance Forecaster
A reproducible historical baseline returns forecast ranges, confidence, cohort fallback, and input sensitivity before publication.
500 licensed records · 400 training rows · 100 holdout rows · Versioned ridge models · No LLM claim
Open live system ↗
Governed revenue operations · Verified 10 Aug 2026
Revenue Signal Graph
Seven bounded agents convert fragmented account evidence into an explainable qualification, speed-to-lead decision, and human-reviewed action proposal.
LangGraph + FastAPI, PostgreSQL path · 12 of 12 golden scenarios · 31 automated tests · 85.30% measured coverage · 18 Postman assertions · $0 replay inference
Open live system ↗
Creator and talent campaign control · Verified
Creator & Talent Campaign OS
Twelve bounded stages test audience authenticity, campaign fit, conflicts, rights, safety, historical evidence, budget, and concentration, then stop at a campaign manager decision.
13 of 13 golden scenarios · 70 automated tests · 85.38% measured coverage · 18 evaluation measures · 34 production Postman assertions · 0 external writes
Open live system ↗
Governed model access and release evidence · Verified 11 Aug 2026
Agentic Systems Gateway
A deterministic policy gateway gives nine deployed systems free replay, visitor-owned NVIDIA NIM or OpenRouter access, signed receipts, and an evidence-qualified evaluation registry without exposing an owner-funded model key.
Fixed provider allowlist · HMAC receipts · 85 automated tests · 18 of 18 evaluation measures · 40 production Postman assertions · 0 production 5xx
Open live system ↗
Flagship systems and case studies
- Workspine · Flagship product · In progress A private desktop work-memory system that turns fragmented activity into a navigable timeline of context, decisions, and evidence.
- MANHAJ · Delivery engine · Private system A system factory and control plane for turning repeatable delivery knowledge into governed modules, agents, and releases.
- Enterprise OS · Client system · Anonymized A layered operating model joining permissions, delivery, finance, state gates, and observability without exposing client internals.
- Self Healing Automation · Reliability system · ErrorLens · Public proof ErrorLens turns workflow failures into structured events. It classifies errors, retries safe cases, escalates with context, and records what needs fixing.
- Make → n8n Factory · Migration factory · Documented scope A migration program that classifies 108 workflow candidates into reusable families, then validates behavior instead of copying spaghetti.
- Resilient Onboarding · Cross-platform operations · Anonymized A checkpointed onboarding architecture spanning CRM, billing, calendars, messaging, and human handoffs. Recovery is part of the design.
Open source · 6 public repos
Repos you can inspect. Not claims you have to trust.
Small, focused systems that expose the architecture, the safety rails, and the real run path.
- FlowSentry ↗ · AI OPS Deterministic n8n failure detection with local LLM root cause analysis and Slack ready digests.
- Ticket Triage AI ↗ · HUMAN IN LOOP KB grounded ticket classification, priority, routing, and drafts with approval before customer delivery.
- SQL Analyst Agent ↗ · DATA AGENT A schema aware, SELECT only analyst that reads errors, repairs its SQL, and makes every attempt visible.
- Paper Scout ↗ · RESEARCH New arXiv papers become a referenced briefing, comparison table, open questions, and interactive topic map.
- VoiceLine AI ↗ · VOICE A local voice receptionist that extracts intent, schedules an appointment, and returns a spoken confirmation.
- Extractor Pipeline ↗ · DOCUMENT AI Messy documents become validated records through schema checks, model repair, and explicit failure logs.
Field notes · what I’m finding now
- Practitioner guide · August 11, 2026 · 9 min
Automation governance for inspectable systems ↗ Connect CRM state, AI decisions, delivery gates, workflow migration, and error recovery through explicit owners and evidence. - Buyer guide · July 22, 2026 · 7 min
How to choose an AI automation agency ↗ Evaluate diagnosis, controls, evidence, ownership, recovery, and handover, not demo count.
Build in public · 8 channels
Watch the builds between the case studies.
Reels, walkthroughs, source and notes from systems in progress. Pick a channel.
Build in public · 8 channels
Watch the builds between the case studies.
Reels, walkthroughs, source and notes from systems in progress. Pick a channel.