Nycolai — AI For Good
What a Fractional AI Architect Builds

The Obelisk. The Sage.
The Oracle.

The technical anatomy of what gets built when you bring on a fractional AI architect.

This page is the deep-dive on the deliverable — not the pitch. The Obelisk is the living knowledge foundation encoded from your business. The Sage is the autonomous AI that runs on top of it. The Oracle is what your team actually uses, day to day. Built sprint by sprint, handed off when it's yours.

🗿 The Obelisk — Knowledge Foundation 🔮 The Sage — Autonomous Layer
Book a Discovery Call See sprint pricing →

Accepting 2 new clients · Mid-Atlantic & Remote

Want a written deliverable instead? See the $1,500 AI Workflow Audit →

10+
Years Cloud Arch
3
Cloud Platforms
5
AWS Certifications
10+
Client Engagements
Expertise built at
Concept One — The Foundation

The Data Obelisk.

FUTURE PRESENT PAST

A living, growing dataset that encodes the complete context of your business — its history, its current operating reality, and the trajectory you're building toward. Not a document. Not a dashboard. A structured, queryable intelligence foundation that the Digital Sage runs on. Built once. Maintained continuously. Owned entirely by you.

Past — Institutional Memory
Decisions, Outcomes & Hard-Won Knowledge
Prior architecture decisions, incident post-mortems, vendor contract outcomes, compliance findings, technical debt. Everything your business ever learned — indexed, vectorized, permanently accessible.
Present — Live Operating Context
Goals, Workflows, Systems & Active Constraints
Current OKRs, cloud cost baselines, CI/CD state, vendor relationships, team structure, active compliance posture. The Sage knows what's happening right now — not last quarter.
Future — Strategic Trajectory
Roadmaps, Expansion Plans & Market Positioning
Hiring plans, product roadmaps, competitive positioning, AI adoption milestones. The Obelisk encodes where you're going so the Sage can reason forward — not just backward.
Living Knowledge
Updated continuously as your business evolves
Mission-Aligned
Structured around your actual business objectives
Temporally Complete
Past, present, future — all three layers indexed
Secure & Sovereign
Hosted in your cloud. Zero data leaves your perimeter
Concept Two — The Intelligence Layer

The Digital Sage.

The Sage is awakened by the Obelisk. It's not a chatbot — it's a composable, multi-model intelligence that can answer, reason, act, and orchestrate on behalf of your business. Queryable by your team. Autonomous by design. Governed by the rules you set.

🧠
Conversational RAG
Retrieval-augmented pipeline running over your full Obelisk. Ask any question about your business, history, or strategy — answers grounded in your data, not hallucinated from training weights.
🔗
MCP Tool Integration
Secure Model Context Protocol connections to Slack, Jira, Salesforce, AWS, GitHub. The Sage doesn't just answer. It acts: creates tickets, pulls metrics, flags anomalies, drafts communications.
⚡
AI Skills Library
Specialized reasoning modules — cost analysis, compliance checking, architecture review, vendor scoring, incident triage. Each skill configured to your business context, not a generic prompt.
🤖
Cowork Agents
Autonomous agents running multi-step workflows — weekly cost digests, drift detection, compliance reminders, onboarding sequences. Background workers, always aligned to your Obelisk.
digital-sage — live query
sage> What's our biggest cloud cost risk this quarter?
# Querying Obelisk: cost baseline · current spend · OKRs · past decisions...
✓ EC2 over-provisioning detected — $4,200/mo excess vs. Q3 Obelisk baseline
✓ Cross-linked: reserved instance commitment expires in 47 days
✓ Recommendation: right-size 12 instances + renew 3yr RI (saves $1,800/mo)
sage> Draft a Slack summary for the engineering lead.
# MCP → Slack connected · drafting from Obelisk context...
✓ Draft ready. Sending to #platform-eng with cost report attached.
sage> █
AWS Bedrock LangChain LangGraph MCP Protocol RAG / pgvector Qdrant Claude API CloudWatch Zero Trust IAM TypeScript · Python
Nycolai — Digital Sage

"The Obelisk remembers everything your business has ever learned. The Sage makes that knowledge work — continuously, autonomously, and always in service of where you're going next."

Jason Campbell · Principal, Nycolai LLC
The Engagement Model

The Obelisk. The Sage.
One Outcome.

Every engagement operates on two layers. Human expertise upfront — then a purpose-built AI oracle that keeps delivering value long after the engagement ends.

01
◆ Tier One

Fractional IT Manager &
AI Integration Engineer

Embedded senior leadership without the salary. CTO-lite — owning cloud strategy, vendor relationships, security posture, and AI adoption roadmap. Real decisions made, not slide decks delivered.

  • Cloud architecture & cost governance (AWS · Azure · GCP)
  • CI/CD pipeline buildout & DevOps modernisation
  • AI/ML integration into existing business workflows
  • HIPAA · SOC 2 · compliance alignment
  • Team coaching and engineering standards
  • Vendor evaluation and contract negotiation
  • On-site sessions for audits, exec reviews & vendor meetings
02
◆ Tier Two — The Deliverable

Your AI Agent,
Trained on Your Business

The engagement culminates in a custom agentic AI — a digital oracle built from the strategic work done together. RAG-powered, MCP-connected, tuned to your ops, your goals, your stack.

  • Tuned RAG pipeline over your internal knowledge base
  • Secure MCP integration with your tools & data sources
  • Agentic workflows that automate decision logic
  • Business-goal alignment built into the system prompt
  • Monitoring, audit logs, and feedback loops
  • Handoff documentation + self-managed operations
The Process

From Discovery to Deployed Oracle.

A structured engagement that ends with a working system — not a presentation, not a roadmap, a live agentic AI in your stack.

01 · DISCOVER
Business & Stack Audit
On-site or remote. Map current state: cloud accounts, tooling, workflows, pain points, and strategic goals. Define the AI use cases worth building.
02 · CARVE
Obelisk Construction
Ingest institutional knowledge, live business data, and strategic context into the Obelisk — Past, Present, Future layers indexed and queryable.
03 · AWAKEN
Sage Architecture
Deploy the RAG pipeline over the Obelisk. Wire MCP tool integrations. Configure AI Skills and Cowork agents tuned to your business goals.
04 · TUNE
Alignment & Hardening
Iterative feedback on agent outputs. Security review. Audit logging. Production-grade and compliant where required.
05 · HAND OFF
Deploy & Transfer
Full deployment, runbooks, and training. Your team owns it. Ongoing retainer available for model updates.
nycolai-agent — deploy_agent.py
$ python deploy_agent.py --client acme-corp --env production
# Initializing oracle context from secure vector store...
✓ RAG pipeline online — 4,812 business embeddings indexed
✓ MCP tools connected: [Slack, Jira, AWS Cost Explorer, Salesforce]
✓ Goal alignment layer active — 6 business objectives loaded
✓ Audit trail → CloudWatch (HIPAA-compliant logging enabled)
# Obelisk encoded. Sage is live. 24/7. Zero additional headcount.
$ █
AWS Bedrock LangChain MCP Protocol RAG / Vector DB Amazon SageMaker Terraform IaC GitHub Actions CloudWatch Zero Trust IAM TypeScript · Python
How to Engage

Three doors. Same architect.

The Obelisk and Sage live behind any of three entry points. Pick the one that matches where you are right now. None of them lock you in to anything beyond the scope you sign for.

QUICK SCAN
AI Workflow Audit
$1,500 · 5 business days

A written deliverable: three workflows mapped, one pilot recommended, ROI sized, 14-day pilot plan. Best when you want a paper artifact before committing to build work.

See the audit →
SPRINT-BASED
Fractional Sprints
$1,800 / $4,800 / $9,400 mo

Hours of architecture and build work, sprint by sprint. Intro (8h), Pilot (24h), or ongoing Fractional (48h/mo). Best when you want me embedded and shipping.

See sprint pricing →
START HERE
Free Discovery Call
$0 · 30 minutes

Direct conversation. You describe the friction; I describe what I'd build first. We figure out which door above is the right one. If none fit, I'll say so.

Book the call →
Representative Outcomes
34%
Cloud Cost Reduction
Regional healthcare network · AWS rightsizing, Reserved Instance strategy, lifecycle policies
18wk
HIPAA Agent Deployed
Document intelligence agent · RAG over clinical policies · Fully compliant audit trail
60%
Faster Environment Provisioning
Enterprise retail · Landing zone + IaC automation · Days to hours
* Outcomes are composites based on prior engagements at Corpay, VCU Health, and AdvanceAuto. Client details anonymised.
AI For Good

Every system built here is designed to serve the people who use it — not just the business that deploys it. "AI For Good" means HIPAA-aligned by default, ethically governed, and built with the assumption that real humans will depend on what we ship. Automation should reduce burden, not transfer it. The goal is always a system your team trusts and your clients never notice — because it just works.

Who Builds This

One architect. Full stack.

Jason Campbell — 10+ years architecting cloud infrastructure for healthcare, fintech, and enterprise retail. AWS, Azure, GCP certified. Based in Richmond, VA. The full bio, credentials grid, and presence model live on the sprint pricing page.

Full bio →
Start the Conversation

Let's scope the first sprint.

Free 30-minute discovery call directly with me. No pitch deck. We figure out which entry point fits — Audit, Intro Sprint, Pilot Sprint, or Fractional Subscription.

Currently accepting 2 new clients · Mid-Atlantic & Remote

Book 30-Min Discovery Call →

Or browse sprint pricing · $1,500 audit