/ AI SYSTEMS

BUILD + ADOPT / Two-track delivery model

Build AI. Or adopt AI into your team.

Two tracks: Build (custom engineering, high ticket, long cycle) and Adopt (installation + enablement, short cycle, cashflow engine). Both anchored in live parent-company products.

6 Build services8 Adopt servicesLive product receipts

/01 Build is for technical buyers

/02 Adopt is for operational teams

/03 Both tracks end in production delivery

AI Strategy Sprint

1-2w

A runnable proof-of-concept and roadmap — not a slide deck.

One to two weeks to validate whether AI can actually deliver value for your business problem. You leave with a working demo, a scoped roadmap, and clear go/no-go criteria.

Deliverables

· Business & technical feasibility assessment
· Working proof-of-concept (not slideware)
· Scoped implementation roadmap
· Cost and risk projection
· Go / no-go recommendation

RAG & Knowledge Systems

2-6w

Production-grade retrieval over your internal docs, tickets, code and data.

We build RAG pipelines that survive production load. The same architecture runs inside JR Academy's `training-rag` — LangChain + pgvector on AWS Lambda — serving real learners every day.

Deliverables

· Document ingestion and chunking pipeline
· Vector store with metadata-aware retrieval
· Evaluation harness (recall / precision / LLM-judge)
· Observability and cost dashboards
· Handover training and runbooks

Proof

training-rag — LangChain + pgvector on AWS Lambda, live at JR Academy.

FLAGSHIP

AI Agent Development

3-8w

Autonomous agents that reason, use tools, and finish work.

2025-2026 is the year of agents. We build production AI agents with multi-step reasoning, tool use, human-in-the-loop checkpoints and full observability. Our team ships three live Chrome agent products for JR Academy — the architecture playbook is not theory, it is what we run.

Deliverables

· Agent architecture design (single vs. orchestrator vs. hierarchical)
· Tool development (MCP, internal APIs, third-party integrations)
· Memory system (short-term, long-term, episodic)
· Safety & governance layer (rate limits, approvals, audit log)
· Evaluation harness with LLM-judge and regression tests
· Deployment, monitoring, and on-call runbooks

Proof

Agent-Skills knowledge base · MCP servers · 3 live Chrome AI agents (考证匠 / 求职匠 / 牛小匠).

Custom LLM Applications

3-8w

Dialogue, generation, analysis, moderation — with eval baked in.

Bespoke LLM applications built with production quality in mind. We wire in evaluation harnesses, monitoring and cost guardrails from day one so you never ship a system you cannot measure.

Deliverables

· Prompt engineering and versioning pipeline
· Model selection and benchmarking
· Eval framework (golden set, LLM-judge, A/B testing)
· Cost and latency monitoring
· Production deployment on your infra

AI Platform Engineering

retainer

Multi-tenant AI SaaS architecture, LLM gateway, eval harness.

For teams building AI-native products. We help you scale from prototype to multi-tenant platform with governance, cost control, and reliable evaluation. Same stack pattern as SigmaQ — our parent company's 4-tier assessment SaaS with Stripe billing and LMS integration.

Deliverables

· Multi-tenant architecture and data isolation
· LLM gateway with routing, caching, fallbacks
· Usage metering and cost attribution
· Tenant admin and billing integration
· SRE, on-call playbooks, and SLOs

Proof

SigmaQ — 4-tier Stripe subscription, LMS integration, multi-tenant SaaS.

Web3 & Blockchain Applications

2-6w

DApps, DeFi platforms, NFT marketplaces, and blockchain infrastructure.

We build Web3 applications from smart contracts to full-stack DApps. Token economies, DeFi protocols, NFT platforms, DAO tooling, and blockchain data infrastructure — shipped to mainnet with security audits and production monitoring.

Deliverables

· Smart contract development and security audits
· Full-stack DApp frontend + backend
· DeFi protocol and token economy design
· NFT marketplace and minting platforms
· Wallet integration and on-chain analytics
· Mainnet deployment with monitoring

FLAGSHIP

Claude Cowork Setup & Consulting

1-2w

We install Claude across your team — not just teach them to click buttons.

Full technical rollout of Claude Code, Claude Desktop and Claude.ai for your engineering and product teams. We configure environments, wire up MCP servers, write your `CLAUDE.md`, develop custom subagents, and train your team on the workflows that actually matter. Our own team uses Claude Code every day shipping JR Academy — we use it and we teach it.

Deliverables

· Environment & SSO setup with usage governance
· Project-level CLAUDE.md, settings.json, hooks, slash commands
· MCP server integration (databases, internal APIs, Jira/Linear/Notion/Feishu/WeCom)
· Custom subagents for your workflows (code review, test gen, migrations)
· 5-10 reference workflows on your real business scenarios
· Team collaboration SOPs and prompt library
· Technical training repackaged from JR Academy curriculum
· 1-2 weeks hands-on + 30 days Slack support

Proof

Our team ships JR Academy with Claude Code daily. We use it and we teach it.

FLAGSHIP

AI Agent Workflow Automation

1-4w

Replace repetitive manual work with AI agents that run 24/7.

We help companies design and deploy AI agent workflows that automate real business processes — not toy demos. From customer support triage and lead qualification to document processing, content generation, and cross-system data sync. We assess your highest-ROI automation opportunities, build the agent pipelines, integrate with your existing tools (CRM, ERP, Slack, WeChat, email), and hand over with documentation so your team owns it.

Deliverables

· Automation opportunity audit and ROI prioritisation
· AI agent pipeline design and development
· Integration with existing tools (CRM, ERP, Slack, WeChat, email, databases)
· Human-in-the-loop checkpoints for critical decisions
· Error handling, retries, and alerting
· Monitoring dashboard and cost tracking
· Documentation and team handover training
· Optional: deploy on OpenClaw 🦞 for self-hosted, privacy-first setups

Proof

We run 10+ automated agent workflows internally. Same architecture, deployed for your business.

FLAGSHIP

OpenClaw Implementation 🦞

1-3w

Self-hosted, agent-first automation — known in the community as "the lobster".

OpenClaw is the open-source agent framework everyone in the agent community is talking about. It runs on your own infrastructure with native WeChat, Feishu and Slack integration. For clients with data residency requirements or Chinese-market needs, it outperforms n8n, Make, and Zapier — no SaaS dependency, no per-seat pricing, full TypeScript plugin system.

Deliverables

· Deployment on your infra (AWS / GCP / Aliyun / on-prem)
· Workflow orchestration from ClawFlows templates + custom TypeScript skills
· Custom skill development (ERP / CRM / OA / internal knowledge base)
· Message channel integration (WeChat / Feishu / WeCom / Slack / Discord)
· Data security, access control, and audit logging
· Ongoing operations retainer and skill iteration

Proof

Strategic service — native Chinese IM integration + self-hosted deployment unlock markets n8n/Zapier cannot.

FLAGSHIP

Hermes Agent Implementation

1-3w

The self-improving AI agent with 64k+ GitHub stars — deployed for your team.

Hermes Agent by Nous Research is the hottest open-source AI agent of 2026 — self-improving, persistent memory, 40+ built-in tools, runs on a $5 VPS. It learns from every conversation and writes reusable skill documents that make it better over time. We deploy it on your infrastructure, connect it to your team's Slack, Telegram, Discord or WhatsApp, build custom skills for your workflows, and set up the persistent memory system so it actually gets smarter the more your team uses it.

Deliverables

· Deployment on your infrastructure (Linux / macOS / VPS / cloud)
· Multi-platform gateway setup (Slack, Telegram, Discord, WhatsApp, Signal)
· Custom skill development for your business workflows
· Persistent memory configuration (SQLite + FTS5 indexing)
· Self-improvement loop tuning and evaluation
· Security boundaries and usage governance
· Team onboarding and skill authoring training

Proof

Hermes Agent: 64k+ GitHub stars, Nous Research, self-improving loop — the agent framework developers are migrating to in 2026.

Workflow Automation

1-3w

n8n, Make, Zapier — we design it, build it, teach you to own it.

For teams that need the lighter-weight automation stack. We scope your highest-ROI workflows, build them end-to-end, and hand them over with documentation and training so your team owns and extends the system after we leave.

Deliverables

· Workflow audit and prioritisation
· End-to-end workflow build on n8n / Make / Zapier
· Integration with your CRM / ERP / messaging tools
· Error handling, retries, and monitoring
· Documentation and team handover training

AI Tools Rollout

3-5d

ChatGPT, Copilot, Cursor, Gemini — get your whole team using them properly.

Licensing, usage governance, best-practice playbooks and a short training series so your team actually uses the AI tools you are paying for. No more shelfware.

Deliverables

· Tool evaluation and selection (role-based)
· License governance and cost controls
· Best-practice playbook per tool
· Training workshops (engineering, product, ops, sales)
· Usage metrics and adoption tracking

AI Adoption & Enablement

retainer

Ongoing change management, training, and governance as your team scales.

A long-term partnership covering employee training, SOP rewrites, prompt library maintenance, governance documentation, and continuous adoption tracking. Training content reuses JR Academy's AI curriculum, repackaged for your team — a capability no other AI consultancy has.

Deliverables

· Quarterly employee training workshops
· SOP rewrite and process integration
· Company prompt library maintenance
· AI governance, safety, and compliance documentation
· Adoption tracking and continuous improvement

Enterprise AI Training

3-10d

Upskill your entire team on AI — from executives to engineers.

Customised AI training programs for enterprise teams. We cover AI fundamentals for executives, prompt engineering for product teams, agent development for engineers, and AI governance for compliance. Backed by curriculum that has trained thousands of professionals across Australia and APAC.

Deliverables

· AI Fundamentals for Executives (half-day workshop)
· Prompt Engineering for Product & Ops teams (1-2 day intensive)
· AI Agent Development for Engineers (1-2 week bootcamp)
· Claude Code & AI Tools team rollout training
· AI Governance & Risk for compliance teams
· Custom curriculum tailored to your industry and tech stack
· Post-training assessment and certification

Proof

Curriculum has trained 5000+ professionals across Australia and APAC. Delivered in partnership with JR Academy.

/ HOW WE WORK

Two ways to work with us

Fixed price

We build it for you

Tell us the problem. We scope it, build it, and hand you a working system — on a fixed price and timeline. No surprises, no scope creep. You own everything we deliver.

Ongoing support

We level up your team

We work alongside your team to set up AI tools, redesign workflows, and train your people — until they can run it all independently. Think of us as your AI department, without the overhead.

/ RAG & Context Engineering

training-rag · LangChain · pgvector on Lambda

/ Multi-tenant AI SaaS

SigmaQ · 4-tier Stripe · LMS integration

/ Agent Orchestration

Agent-Skills · MCP · 3 live Chrome AI extensions

/ AI Content Automation

uni-course-architect · Bootcamp Pipeline

/ Claude Code in Practice

Team ships JR Academy with Claude Code daily

/ OpenClaw Deployment

Agent-first framework · native WeChat / Feishu

/ AWS AI Infrastructure

10+ Lambda microservices · Terraform IaC

/ 08 — NEXT STEP

30-minute call. See how much you can save.

Free assessment of your business. No sales pitch — just a concrete plan and a quote.

↓ Free 30-min consultation Send an email →