Solutions Architect · Johannesburg → Worldwide

I design AI & automation that ships.

I'm Caleb Lazarus — a Solutions Architect Team Lead designing intelligent agents, workflow automation, and HubSpot AI integrations for businesses ready to operate with software, not headcount.

Clients shipped for
90+
Industries
15+
Years architecting
6+
Projects delivered
100+
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The shift

The businesses that win the next decade won't be the ones with the most people. They'll be the ones with the smartest systems.

I help leadership teams design those systems — agents, automations, and integrations that compound, instead of dashboards that sit unread.

Capabilities

Five things I do, very well.

An AI-first practice grounded in 6+ years of solutions architecture. The patterns are mature; the tooling is brand new.

01 AI & Agents

AI Agents & Workflow Automation

LLM-powered agents that handle the operational work your team keeps deferring — qualification, triage, drafting, retrieval, routing. Built on Anthropic Claude or OpenAI, instrumented from day one.

  • Autonomous & human-in-the-loop agents
  • RAG over Notion, Drive, Confluence, Slack
  • Tool use, function calling, MCP servers
  • Prompt caching & cost engineering
02 HubSpot AI

HubSpot AI & CRM Integrations

Embed AI inside HubSpot — Breeze AI, custom workflows, AI-assisted sequences, lead scoring, and content generation. Then sync it bidirectionally with Salesforce, billing, ERPs, and your data warehouse.

  • Breeze AI configuration & custom assistants
  • HubSpot ↔ Salesforce / ERP / warehouse sync
  • Operations Hub custom code actions
  • Lead scoring, routing, predictive workflows
03 Integrations

Custom Integrations & Middleware

The connective tissue. REST & GraphQL APIs, webhook orchestration, idempotent retries, queues, and the kind of middleware that doesn't wake anyone at 2am.

  • Node.js & TypeScript microservices
  • Webhook fan-out, queueing, dead-letter handling
  • ETL & reverse-ETL pipelines
  • OAuth, API gateways, secret management
04 Web

Smart Web Experiences

HubSpot CMS, React, and headless builds with personalisation and conversion logic baked in. Engineered for Core Web Vitals, semantic SEO, and the new wave of answer-engine traffic.

  • HubSpot CMS, Next.js, headless
  • SEO + AEO with structured data & llms.txt
  • A/B testing & behavioural personalisation
  • Core Web Vitals tuning
05 Architecture

Solutions Architecture & Team Leadership

End-to-end system design across CRM, marketing, sales, support, finance, and product. I lead the team that builds it — discovery through delivery, not just a diagram and a wave goodbye.

  • Architecture decisions & build-vs-buy
  • Stack consolidation & data ownership
  • Multi-developer team leadership
  • Hand-over your team can actually run

Process

From idea to live, four steps.

No 80-page documents. No 6-month discovery. Vertical slices, shipped to production, instrumented before the next slice starts.

  1. 01

    Discover

    Stakeholder interviews, current-state map, integration audit. We name the highest-leverage workflows before any code is written.

  2. 02

    Architect

    One clear diagram. A decision log with trade-offs. Platform, AI approach, integration pattern, and measurement plan in writing.

  3. 03

    Build

    Vertical slices to production. Each slice is real, observed, and reversible before the next one starts.

  4. 04

    Optimise

    Measure. Tune prompts, raise automation coverage, retire deprecated steps. Hand over with documentation a successor team can actually use.

Clients

Trusted by leading teams.

A selection of public case-study clients spanning financial services, energy, legal, conservation, telecoms, retail, and B2B SaaS — alongside the broader 90+ engagements I’ve led at MO.

Altron Sasol Investec EasyEquities Greenpeace iKhokha Werksmans Attorneys Norman Goodfellows Altron Sasol Investec EasyEquities Greenpeace iKhokha Werksmans Attorneys Norman Goodfellows
Teraco Data Centres Investec Property Fund GT247 Vodeno Meerkat LRMG MECAD Cash Flow Capital Teraco Data Centres Investec Property Fund GT247 Vodeno Meerkat LRMG MECAD Cash Flow Capital
Centracom Saicom Voice Services 4Racing Real Success Network The Student Hub Everest Packaging Quantum Cryogenics IEP Centracom Saicom Voice Services 4Racing Real Success Network The Student Hub Everest Packaging Quantum Cryogenics IEP

About

Solutions architecture, with a film-school detour.

I started behind a camera at AFDA, then ran digital marketing for Microsoft and Oracle accounts, and now lead a development team at MO Agency in Johannesburg. The thread has always been the same: take messy inputs, work out how the pieces fit, and ship the picture the client had in their head.

Today that picture almost always includes AI — agents that handle the operational grind, models embedded inside the CRM, retrieval systems that sit on top of internal knowledge, and automation that means people get to do the work that needs them.

  1. 2020 → Now

    Solutions Architect Team Lead

    MO Agency · Johannesburg

    Leading a team building integrations, AI automations, and websites/web apps for enterprise clients globally.

  2. 2023

    Full Stack Web Development Bootcamp

    HyperionDev

    HTML, CSS, JavaScript, MySQL, MongoDB, React, Express, and HubL.

  3. 2021

    Digital Marketing Course

    University of Cape Town

    Integrated digital marketing campaign design and implementation.

  4. 2019 — 2020

    Head of Digital Marketing

    Digital Kungfu · Johannesburg

    Led 3 marketers running campaigns for enterprise clients including Microsoft and Oracle.

  5. 2015 — 2018

    Senior Apple Technician

    iStore · Johannesburg

    Managed a team of 4 technicians; troubleshooting, servicing, and repairing Apple devices.

  6. 2014 — 2017

    Honours, Motion Picture Medium

    AFDA

    Conceptual, practical, and contextual skills in film, TV, stage, and emerging media.

What I’m building toward

A practice where every client engagement leaves a system that learns.

I want every project to ship with measurement, evals, and feedback loops baked in — so the system gets sharper after launch, not staler. Less consulting on slides. More compounding software. More AI that earns its keep on day 30, not just on day 1.

I’m looking for partners — clients, peers, founders — building seriously in this space. If that’s you, the door is open.

FAQ

Questions, answered.

What does a Solutions Architect actually do?

A Solutions Architect designs how systems fit together end-to-end — choosing platforms, defining data flow, planning integrations, and translating business goals into technical architecture. I lead the build through delivery, not just hand off a diagram and disappear.

How do you integrate AI into a business?

Discovery first. We identify the highest-leverage manual workflows and decision points before any AI work starts. Then we layer AI where it has measurable ROI — agentic automation for repetitive ops, retrieval-augmented assistants for internal knowledge, AI-assisted content and scoring inside the CRM. Always with measurement, guardrails, and human review where the stakes call for it.

Do you work with HubSpot Breeze AI?

Yes. I implement Breeze AI agents, content tools, and copilots, and combine them with custom AI workflows where Breeze alone doesn’t fit. I also build external AI agents that sync into HubSpot via Operations Hub and custom code actions.

Can you integrate HubSpot with Salesforce, billing, or other systems?

Yes — bidirectional sync, custom middleware, queueing, and conflict resolution are core to the practice. I’ve shipped HubSpot ↔ Salesforce, HubSpot ↔ ERP, HubSpot ↔ data warehouse, and many bespoke integrations.

Which AI models and providers do you use?

Primarily Anthropic Claude (Opus, Sonnet, Haiku) and OpenAI. The model fits the task — long-context reasoning vs. fast classification vs. tool-use orchestration. Cost, latency, and prompt caching are part of every architecture.

Do you build agents from scratch or use a framework?

Both. Custom Node.js or TypeScript orchestrators when the requirement is bespoke; Anthropic’s Claude Agent SDK or OpenAI’s tools when the workflow is standard. The goal is the smallest dependency surface that meets the requirement.

Are you available for freelance or contract work?

I lead a team at MO Agency, so project enquiries are best routed through MO. For personal advisory, speaking, or writing enquiries, email caleb@caleblazarus.com.

Where are you based?

Johannesburg, South Africa (UTC+2). I work remotely with clients globally and overlap comfortably with EMEA, most of APAC, and US east-coast mornings.

Contact

Got an AI or automation problem?
Let’s architect the answer.

Send a brief on the problem, the current stack, and the outcome you’re after. I respond within one business day.

caleb@caleblazarus.com