What I Do

I build AI products, custom software, and the web apps around them.

Bring me an idea or a stuck project. I design the architecture and ship it to production - AI agents, AI SaaS products, automations, and enterprise RAG, plus the full-stack software and web around them. Enterprise RAG is my flagship specialty. Stack-agnostic - I choose tools to fit your problem, not a fixed toolkit.

What I Build

From idea to shipped product

Flagship

Enterprise RAG & Knowledge Systems

Production retrieval over sprawling documentation - citations, no hallucinations. My flagship specialty.

AI Agent Development

Custom AI agents and multi-agent systems that plan, retrieve, reason, and act - not single-shot prompts.

AI Automation

Automation and integrations that connect your tools and remove the manual busywork from your team.

AI Product & SaaS Development

Your idea taken from concept to a live, shipped product - the AI core and the app around it.

Custom Software & Web Apps

Full-stack software and web applications, designed and built end to end. Any stack.

AI Consulting & Fractional

Architecture reviews, AI integration, and fractional AI architecture for teams building with AI.

Proof

Shipped, live, in production

Real products I designed and built end to end - not slides. The clearest signal that I can build yours.

NirixAI

AI learning assistant - turns videos and documents into summaries, quizzes, and cited answers.

PiperQL

Open-source tool to query databases in plain English instead of SQL.

Tim Edge

Trading platform - backtest strategies and fix bad habits with automated journaling.

Tim Academy

Mechanical trading education - courses, live labs, and certification.

See full case studies →

Ways to Work Together

A custom build, or a fixed-scope package

Start with a Custom Build scoped to your idea, or pick a fixed-scope Enterprise RAG package. Scope is clear. Outcomes are measurable. Pricing is scoped on the call based on your goals, volume, compliance posture, and integration complexity.

Custom Build

Start here

You have an idea or a stuck project. I design it and ship it to production.

Duration
Scoped on the call
Ideal forAI agents, AI SaaS, custom software & web apps · any stack
  • Architecture and build plan for your idea, mapped end to end
  • Full-stack delivery: the AI, the backend, the web app, the interface
  • Shipped to production - not a demo or a notebook
  • The right tools chosen to fit your problem, not a fixed toolkit
  • Clear scope and a fixed quote before any build starts
Book a Build Call→

RAG Readiness Audit

For enterprises who know they need this but don’t know where to start.

Duration
2 weeks
Ideal forFirst engagement · Low commitment · Converts to pilot in ~60% of cases
  • Content inventory & classification of your document ecosystem
  • Top 3 highest-ROI use cases identified
  • Data security & compliance assessment
  • Phased architecture recommendation
  • 25-page written report + 60-min walkthrough call
Start with an Audit→

RAG Pilot Build

One use case, one document set, shipped to production.

Duration
6-8 weeks
Ideal forTeams ready to commit to one clear use case · Up to ~10,000 documents
  • Hybrid retrieval (BM25 + vector search) with reranking
  • Inline citations with source links on every answer
  • Basic UI OR Slack / Microsoft Teams integration
  • Cloud deployment with monitoring & logging
  • 2 weeks of post-launch support
Scope a Pilot→

Enterprise RAG Platform

The full commitment. Multi-source, role-based, production-hardened.

Duration
3-4 months
Ideal forOrganizations standardizing on an internal knowledge platform
  • Multi-source ingestion: SharePoint, Confluence, Google Drive, S3, databases
  • Role-based access control & audit logs
  • Metadata filtering & dynamic permission-aware retrieval
  • Agents for multi-step retrieval workflows
  • Evaluation harness + monitoring dashboards
  • Feedback loop for continuous improvement
  • Custom integrations (3-5 included)
  • Team handover training
Discuss Platform Build→

Fractional AI Architect

For teams already building but stuck.

Duration
2 days/week · 3-month minimum
Ideal forIn-house teams that need senior architectural guidance without a full-time hire
  • Weekly architecture reviews
  • Hands-on implementation guidance
  • Code review & PR feedback
  • Team upskilling sessions
  • Direct Slack access during engagement days
Request Availability→

FAQ

Questions clients ask before engaging

I have an idea but no spec or tech team - can you still help?

Yes - that is exactly what a Custom Build is for. Bring the idea; I turn it into an architecture, a build plan, and a fixed quote, then ship it to production. You do not need to arrive with a spec or a technical team.

Do you only build RAG systems?

No. Enterprise RAG is my flagship specialty, but I build complete products - AI agents, AI SaaS, custom software, and the web apps around them. I am stack-agnostic and choose tools to fit your problem, not a fixed toolkit.

How do I know the answers won’t hallucinate?

Every answer includes source citations linked back to the exact document and section. The system is designed to say "I don’t know based on your documents" rather than fabricate. I also deliver an evaluation harness that lets your team score answer accuracy on an ongoing basis - so you have measurable confidence, not blind trust.

Does my data go to OpenAI, Anthropic, or any third party?

It depends on the deployment model you choose. I support three options: (1) fully self-hosted open-source models in your VPC, (2) enterprise API tiers with zero-data-retention agreements, or (3) hybrid setups. I’ll recommend the right tier during scoping based on your compliance requirements. Your raw documents never go to a model provider without your explicit approval.

Can it connect to SharePoint / Confluence / Google Drive / our internal systems?

Yes. Standard connectors exist for SharePoint, Confluence, Google Drive, Notion, S3, and most SQL/NoSQL databases. Custom integrations (3-5) are included in the Enterprise Platform tier. For the Pilot tier, we pick one source to keep scope tight.

What does "production-grade" actually mean?

Monitoring, logging, alerting, auto-scaling, access control, audit trails, evaluation harness, and documented runbooks. Not a Jupyter notebook with a Streamlit demo. Every engagement ends with your team able to operate and extend the system without me.

What if we already have a RAG system that isn’t working?

Start with the Audit. In 2 weeks I’ll tell you exactly what’s failing - usually it’s chunking strategy, retrieval quality, or lack of reranking - and whether it’s worth fixing or rebuilding. About 40% of audits result in "fix it," the rest in "rebuild with a cleaner foundation."

How quickly can we start?

Custom Builds and Audits can usually start within 1-2 weeks. Pilot builds require a 2-week scoping window. Platform builds require alignment with your internal teams and usually start 3-4 weeks out.

Next Step

Ready to build something?

Book a 60-minute strategy call. No sales pitch - just honest, actionable direction on your idea or project.

Book a Strategy Call