Make processes consistent.Reduce exceptions.Move faster with AI.
I assess and improve document-heavy AI workflows for operations and compliance teams at small and mid-sized US companies: internal assistants, policy lookups, document extraction. Start with a scoped assessment of your current process, where it fails, and whether a build is worth it.
- Cited answers your auditors can check
- Runs where your data already lives
- Measured against a baseline before anything goes hands-off
No obligation · or see the interactive demo ↓
Published Studies
Evidence-based evaluations to inform deployment decisions
Latest Study · Engagement rehearsal
From 82% to 95% on One GPU: An Engagement Rehearsal on a Synthetic Benefits Corpus
A full engagement rehearsal on a synthetic benefits-administration corpus: an assessment measured the baseline and ruled out the expensive fixes with data, then structured retrieval for tabular documents and a 14B open-weight model on the same single GPU took answer accuracy from 82.2% to 95.0% on the fixed 180-question test (peak build), with a deterministic auto-accept path that answered 13 of 43 tabular lookups with zero errors.
Results come from specific benchmarks and a rehearsal on specific data; yours will differ.
Generic AI Isn’t Grounded in Your Business
Off-the-shelf tools answer well only once they are connected to your documents, your rules and a way to check them.
Missing context
Effective AI needs to understand your specific policies, terms, and workflows.
Lack of integration
Most AI tools sit beside your workflow, not inside it.
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, grounded in your own policies and documents rather than generic training data, so the answers your team acts on are cited and current.
AI Knowledge Assistant
Handbooks, SOPs and policies your employees or customers can ask, with cited answers.
Compliance Automation
Policy and procedure answers in seconds, audit trails, and human sign-off where it matters.
Document Extraction & Review
Invoices, receipts and forms extracted by AI, with confidence scores deciding what a person still checks.
RAG Development & Rescue
Build a retrieval system on your documents, or fix the prototype your team doesn’t trust.
Private LLM Deployment
Open-weight models on your servers or private cloud; nothing sent to an AI vendor.
Scoped Assessment
Start here if you are unsure: a fixed-scope look at where AI fits, where it doesn’t, and what a pilot should cost.
See It In Action
Five scripted scenarios on sample documents, modeled on how a production deployment behaves: cited answers, guardrails that stop and escalate, and a decision log. You pick from suggested questions; the only record is a transient connection log, described in the privacy policy.
Scenarios
Sample exchange (HR Policy Assistant)
Remote work policy for my role
Here's the remote work policy for your role:
Eligibility: Full-time employees in eligible roles may work remotely up to 3 days/week.
Approval: Manager approval required; documented in HR system.
Expectations: Core hours 10am-3pm local time; reliable internet required.
Source: Remote_Work_Policy_v2025.10 §2.1
Decision log: what a production system records for audit
The interactive version loads here; pick a scenario to run it.
Want a deeper look? More detailed demos are available during a free consultation.
From Documentation to Deployment
A clear, collaborative process: pilot engagements typically run 8–10 weeks from discovery to a working system on one workflow
Discovery & Planning
Together, we identify the highest-impact workflows and define success criteria.
Data Preparation
Your documentation is transformed into structured, searchable knowledge.
Configuration & Evaluation
Retrieval and prompts tuned, fine-tuning only if testing shows it helps, then measured against real questions from your team.
Integration & Deployment
The solution is deployed and connected to your existing tools with clear documentation.
Common Applications
HR & Policy Q&A
Employees get cited answers about benefits, PTO, and procedures in seconds, instead of waiting on HR for routine questions.
Technical Documentation
SOPs and manuals become searchable, so technicians find the right procedure in seconds, with a citation 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 sign-off wherever judgment is required.
Document Extraction
Invoices, receipts and forms turned into structured fields, with a confidence score deciding what a person still checks.
Process Automation
Routine steps run automatically with fewer handoffs, and an audit log records what was done and why.
Why Work With an Independent Consultant
High-trust delivery without unnecessary complexity
About the practice
The consultant behind RCTK, on LinkedIn
- AI systems running in production across multiple industries
- Evidence-first: the methods, results, and limitations of every study are published
- Rhode Island–based, working exclusively with US companies
- Insured before any engagement starts: professional liability (E&O), cyber, and general liability
- Free consultation and initial discovery; pilots typically run 8–10 weeks
Security-first deployment
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.
Common Questions
Answers to frequently asked questions about working together
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.