AI Workflow Automation
Cut the labor cost of manual handoffs, status checks, inbox triage, and spreadsheet updates — freeing your team for work that generates revenue.
Practical AI for real business operations
Reduce operating costs, recover lost revenue, and eliminate the risks quietly killing your margins.
Reflexa Insights builds custom AI agents and automation tools for mid-market distributors and manufacturers — targeting the manual work, data gaps, and operational risks that are costing you the most.
20+ years
management, data, cloud, and technical delivery experience
Margin-focused
Every project starts with the cost, revenue, or risk that matters most to your business
Measurable ROI
clear use cases, measured outcomes, and practical implementation
Have something in mind already? The contact form is short and asks for the exact problem you want AI to help with.
Open Contact FormServices
Outcome-based AI consulting, not vague AI advice.
We help you choose the right AI use cases, build the working tool, connect it to your process, and train your team so the solution survives real operations.
Custom AI Agents and Chatbots
Reduce response time and support costs with AI assistants that handle common questions, gather context, and route requests without adding headcount.
Document and Report Automation
Stop burning staff time on data extraction, file summaries, and manual reports. Automate the process and cut the errors that come with it.
Data and BI Foundations
Fix the data problems that cause bad decisions — clean reporting, reliable dashboards, and visibility into what's actually happening in your business.
AI Strategy and Roadmaps
Identify the highest-ROI automation opportunities, estimate real effort and risk, and prioritize the first projects worth funding before spending a dollar.
Technical Delivery Leadership
Reduce delivery risk and protect your investment when leading internal teams, offshore developers, and vendors through complex AI, data, and integration work.
Technical delivery leadership
Engineering credibility that reduces delivery risk.
Reflexa Insights works directly with business leaders, internal teams, and outside vendors to recover stalled initiatives, protect delivery budgets, and move difficult AI, data, and ecommerce projects from unclear requirements to accountable outcomes.
Reflexa Insights engages credibly with technical teams, challenges weak assumptions, translates tradeoffs for executives, and keeps delivery tied to measurable business outcomes.
Discuss a Difficult InitiativeProject rescue and accountability
Recover a stalled project before the budget is written off. Diagnose what went wrong, clarify ownership, reset the delivery plan, and give executives real visibility into progress.
Fractional technical delivery leadership
Provide senior leadership for internal teams, offshore developers, and strategic projects without the cost of a full-time hire.
Architecture and vendor oversight
Evaluate designs, surface technical risk, hold vendors accountable, and give executives an independent view of delivery quality.
Operational systems
Build the system your operations can actually run.
Reflexa Insights focuses technical work on durable workflows, usable data, and systems that survive real operating pressure after the first demo.
The goal is not a clever prototype that sits outside the business. The goal is a practical system your team can trust, maintain, and improve inside the tools and approval paths they already use.
- Workflow fit before technology choice
- Map the real handoffs, review points, exceptions, and ownership before selecting an AI pattern or integration path.
- Data quality that supports daily decisions
- Clean, classify, and structure operational data so automation improves the work instead of amplifying bad inputs.
- Human control where judgment matters
- Build confirmation, correction, and escalation steps into the workflow so teams can trust the output.
- Implementation support through adoption
- Carry the work from prototype to operating process with documentation, training, measurement, and iteration.
Products we offer
Working products and practical AI starting points.
Site Surveys is a working early-access product developed by Reflexa Insights. Additional offerings can be configured for your data, approval rules, and team workflow.
Featured product · Early access
Site Surveys
AI field intelligence for installed commercial equipment.
Site Surveys turns field photos and location context into a verified map of installed assets, product-match candidates, and actionable replacement or maintenance follow-up. It is built for distributor sales reps and maintenance teams, starting with commercial plumbing.
Developed end-to-end by Reflexa Insights across product design, frontend, APIs, Azure infrastructure, AI vision, multi-tenant authorization, and catalog matching.
Ask About Site SurveysCapture → verify → match → act
From site walk to actionable field intelligence.
- Map the installed base
- Organize customer sites, buildings, rooms, and equipment in one map-based workflow.
- Capture and identify equipment
- Use mobile photos, room context, and AI-assisted attribute extraction to create structured records.
- Keep people in control
- Review, correct, and confirm detected equipment before records become trusted field intelligence.
- Connect field reality to the catalog
- Match installed equipment to product candidates for replacement planning and follow-up.
Additional configurable starting points
Support
Customer Response Assistant
Answers common questions, drafts replies, gathers missing details, and routes requests to the right person.
Operations
Operations Copilot
Turns scattered notes, emails, tasks, and updates into cleaner next steps for admin-heavy teams.
Documents
Document Intake Tool
Extracts key fields, summarizes files, flags missing information, and prepares structured outputs.
Sales
Sales Follow-Up System
Prioritizes leads, drafts follow-ups, tracks next actions, and keeps opportunities from going stale.
Planning
Executive AI Readiness Audit
Finds high-ROI automation opportunities, data gaps, risk points, and practical first projects.
Who we help
Built for mid-market B2B distributors and manufacturers.
Admin-Heavy Teams
Stop paying skilled people to do manual entry, chase status updates, and shuffle documents. We automate the repetitive work so your team can focus on what actually moves the business.
IT Executives
Reduce the risk of failed AI projects, protect your delivery budget, and get measurable wins before leadership starts asking questions.
Engineering and Technical Teams
Work with someone who earns credibility with your team, not just your VP. We engage on architecture, challenge bad assumptions, and contribute directly to delivery.
Distributors and Manufacturing
Recover the margin lost to pricing errors, slow order support, and poor inventory visibility. We target the operational gaps that are quietly costing you the most.
Use cases
Where AI pays off fastest for distributors and manufacturers.
These are the highest-return starting points we see across distribution and manufacturing operations.
Inbox to action
Cut the cost of handling customer requests. Classify, summarize, and route incoming messages without manual triage.
Documents to reports
Stop paying staff to read through long files and build reports by hand. Turn documents into structured outputs in minutes, not hours. Then make your entire document library searchable and queryable through an AI agent.
Data to decisions
Replace the gut-feel decisions that cost margin with dashboards, alerts, and AI-assisted planning built from your actual operational data.
Process
A clear path from idea to working tool.
01
Discover
Map the workflow, pain points, data sources, and success metrics.
02
Prioritize
Rank use cases by value, effort, risk, and speed to first result.
03
Build
Prototype the tool, connect systems, and create the operating workflow.
04
Train
Document usage, train the team, and define human review points.
05
Improve
Measure adoption, tune outputs, and expand the workflow where it pays off.
References and proof
Over 20 years of delivery across pricing, data infrastructure, cloud, and AI — with named clients and measurable outcomes.
TMS South
Data cleanup and pricing support
- Built AI tools to clean web data, standardize product images, and classify inventory — surfacing the right 18,000 items from a catalog of 80,000+ products.
- Extracting and structuring product data from supplier PDFs at scale to support catalog accuracy and data completeness.
- Delivered a consistent pricing and markup structure across customer segments and product categories.
- Advised on technology, AI, and ecommerce strategy, and mentored staff.
Electrum Corporation
Cloud and AI modernization
- Migrated platform infrastructure to Azure, cutting hosting costs by 50%.
- Provided technical leadership across project planning, modernization strategy, and growth initiatives.
Enterprise chatbot strategy
- Designed the solution architecture for an enterprise AI chatbot serving a major national MRO distributor, including AI-driven PDF extraction to surface product and technical data.
- Solution design supported a $5M implementation commitment.
Agulus
Agribusiness software solutions
- Provided AI strategy, performance advisory, and technical guidance for a risk management and contracting platform serving agribusiness teams.
About
Senior technical leadership with hands-on delivery.
Reflexa Insights works directly with business leaders, internal software teams, and outside vendors, bringing the hands-on technical depth to earn engineering trust quickly while keeping delivery aligned with business priorities.
Andrew Bates
Principal Consultant and Owner
Andrew brings over 20 years of experience in data systems and technical leadership, with recent hands-on delivery across AI agents, semantic matching, computer vision, and workflow automation. He spent a decade at a B2B pricing and optimization software company, progressing from database and DevOps roles to leading a 39-person global data, integration, and QA organization. A Clemson CS graduate, he has delivered scalable solutions in pricing optimization, data architecture, cloud infrastructure, and B2B ecommerce. He works directly on every engagement.
Caroline Bates
Business Operations
Caroline supports day-to-day operations and helps keep client delivery, scheduling, and business follow-up organized.
Contact
Get a free AI opportunity review.
Tell us where your team is losing time. We will look for practical automation opportunities and recommend a first project that can create measurable value.
Good fit if you need help with:
Manual admin work, document review, reporting, data cleanup, technical project rescue, development team oversight, workflow automation, catalog intelligence, or AI product planning.