Skip to main content

Make processes consistent.Reduce exceptions.Move faster with AI.

I help small and mid-sized teams integrate AI into new and existing workflows so employees and clients can complete routine steps with less friction, find answers in less time, and better understand relevant procedures and policies.

  • Secure data handling
  • Integration into existing processes
  • Audit-friendly logs & citations

Free consultation & initial discovery · No obligation · or see the live demo ↓

RCTK Studies

Evidence-based AI evaluations for real-world deployment decisions

Latest Study

From 82% to 95% on Existing Hardware — Assessing and Improving an On-Premise AI Assistant

An assessment-first engagement took a regulated, on-premise AI assistant from 82.2% to a deployed 94.8% answer accuracy on the same single GPU — adding a zero-critical-error auto-accept capability that handled roughly 1,100 answers in its first production month.

82% → 95%
accuracy on the same GPU
9/9
pre-registered predictions held
~1,100
auto-accepts, zero critical errors

View all studies →

Generic AI Doesn't Know Your Business

Off-the-shelf AI tools weren't built for your specific needs

Missing context

Effective AI needs to understand your specific policies, terms, and workflows.

Lack of integration

Third-party tools can't effectively integrate into your current workflows.

Privacy and compliance

Sending proprietary information to third-party APIs can create compliance risk.

An AI Layer That Improves Your Processes

Integrate AI into the tools you already use so your team can more easily follow policy, complete routine steps, and find answers quickly without extra back-and-forth.

Process consistencyClear citations to source docsReduced manual oversightIncreased compliance

See It In Action

Pick a scenario and watch an AI assistant answer with citations, enforce guardrails, and log every decision — exactly how a production deployment behaves.

Loading demo...

From Documentation to Deployment

A clear, collaborative process — pilot engagements typically run 4–8 weeks from discovery to a working deployment

1

Discovery & Planning

Together, we identify the highest-impact workflows and define success criteria.

2

Data Preparation

Your documentation is transformed into structured, searchable knowledge.

3

Training & Evaluation

AI behavior is customized and tested against real scenarios from your domain.

4

Integration & Deployment

The solution is deployed and connected to your existing tools with clear documentation.

Common Applications

HR & Policy Q&A

Employees get instant, cited answers about benefits, PTO, and procedures — instead of waiting on HR for routine questions.

Technical Documentation

SOPs and manuals become searchable, so technicians find the right procedure in seconds — with citations to the source.

Customer Support

Grounded answers with consistent messaging, designed to deflect routine tickets and cut response times.

Contract & Legal Intake

Extract key terms and route documents for review — with human-in-the-loop gates wherever judgment is required.

Process Automation

Routine steps run automatically with fewer handoffs — and an audit log of what was done, and why.

Why Work With an Independent Consultant

High-trust delivery without unnecessary complexity

Secure by default

Deployment options that fit your risk profile, with clear boundaries around data handling.

Direct collaboration

Work directly with the person building the solution — no handoffs, no translation loss.

Right-sized delivery

Focused solutions that improve a defined workflow, with measurable success criteria.

Clear documentation

You get implementation notes, handoff docs, and practical training so the work is maintainable.

Discretion

Sensitive details stay need-to-know. Controls and access are designed intentionally.

About the practice

15+
years in software engineering
10+
years working with AI models
  • AI systems running in production across multiple industries
  • Evidence-first: every recommendation is backed by published, reproducible testing
  • Rhode Island–based, working exclusively with US companies
  • Free consultation and initial discovery; pilots typically run 4–8 weeks

Technologies & Tools

Built with proven foundations

I work with models and tools that keep you in control, so your solution is auditable, maintainable, and avoids unnecessary vendor lock-in.

Common Questions

Answers to frequently asked questions about working together

We start with a short discovery call, then I deliver a written plan: target workflows, success criteria, data sources, integration points, security requirements, and a phased delivery roadmap. The consultation and initial discovery are free.

The consultation and initial discovery are free, with no obligation. After scoping, you receive a fixed written proposal — so the price is known before you commit to anything. I don't publish rates because scope varies widely between projects, but there is no cost to finding out what yours would be.

Most pilot engagements run 4–8 weeks from discovery to a working deployment on a defined workflow. Larger integrations are delivered in phases, with working software at each milestone rather than a single big handoff.

I work exclusively with US-based companies. This keeps contracting, data residency, and compliance requirements straightforward for both sides.

I define a test set of real questions from your team, measure answer quality against your source-of-truth, and iterate. The system is designed to cite sources when possible and to say it doesn't know when the documentation doesn't support a confident answer.

You can choose a full handoff with documentation and training, or ongoing support for monitoring, updates, and incremental improvements as your processes evolve.

Work is delivered in clearly defined stages with review checkpoints. If the solution isn't meeting the agreed success criteria, you can pause or stop after any milestone with no lock-in.

Generic tools don't know your internal policies, terminology, or systems. A business-ready solution is grounded in your approved sources, integrated into your workflows, and instrumented with logging, evaluation, and guardrails — so outputs are more consistent and operationally usable.

Most text-based content works: handbooks, SOPs, product manuals, policies, FAQs, training materials, and knowledge base articles. PDFs, Word docs, wikis, and structured databases can all be processed. Image-heavy documentation is usually a poor fit — I'll say so during the free discovery if yours is.

Common integrations include help desk platforms (Zendesk, Intercom), chat tools (Slack, Teams), document stores (SharePoint, Confluence, Google Drive), and CRMs. Integration scope is defined during discovery based on your existing stack.

Access is least-privilege and role-based where possible, and the system can log activity for review (what was asked, what sources were used, and what was returned). Security requirements are defined during scoping and reflected in the deployment plan.

Not unless you choose that option. In most cases I recommend deploying models on infrastructure you control, so documents never leave your environment.

Minor updates are usually handled by reindexing during scheduled maintenance. Significant policy or process changes may require prompt/rule updates or a new evaluation pass. I can provide ongoing updates/maintenance if needed.

You own your documents and the solution artifacts delivered for your environment. If we use third-party services or base models, their licenses and terms are documented so ownership and reuse rights are unambiguous.

Ready to Put Your Documentation to Work?

The consultation and initial discovery are free — discuss your workflow and get a preliminary recommendation, whether or not we work together.