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AI Opportunity Assessments
Construction • Education • Estate Management • Data Management
AI product studio
AI that actually works in the real world
We design and build AI products and workflows that solve real problems - not demos, not experiments.
Built for real use cases - classrooms, teams, and high-pressure workflows where AI needs to work the first time.
Product snapshot
Structured teacher communication drafted in minutes with district guidelines baked in.
Policy alignedEditable
System status
Real-world workflows connected to AI tools that teams actually use.
Adoption readySecure
Implementation status
Built, piloted, adopted. We stay through real usage, not just delivery.
Recent Impact
Real-world AI implementation across consulting, coaching, mentorship, and product development.
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Hours of AI Mentorship
Graduate students and early-career AI engineers
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Leadership Coaching
Decision clarity and structured thinking
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AI Products Live
Designed, built, and deployed to production
What we do
From idea to working AI product to real usage
Most AI solutions stop at prototypes. We take them into real environments - where constraints, people, and systems actually matter. We don't just advise. We design, build, and implement.
1
Identify the real workflow problem
We map the friction, inputs, outputs, and decision points that drive real-world work.
2
Build the AI product or system
We design the interface, prompts, and integrations so the tool is usable on day one.
3
Support implementation in real use
We stay through adoption, usage feedback, and iteration so the system sticks.
What we build
Real AI products. Not slides. Not demos.
Every product we build solves a real workflow problem.
Product
Nenoify
Estate management platform that handles important legal and financial data, persisting estate information to a database would be essential for a production application.
Visit nenoify.comProduct
Teacher Communication Tool
Turn notes into structured, policy-aligned parent communication in minutes.
Visit teach.purplespot.inkProduct
Ahavibes
A product for structured thinking that helps users move from emotional reaction to clear reflection.
Visit ahavibes.xyzSystem
Workflow Automation Systems
Reduce repetitive work across reporting, planning, and communication.
Live Build
Labs
See the AI products and experiments we are actively building.
Explore labs.purplespot.inkBack Office
Finance UNSPSC Classification
Classified procurement items automatically for finance teams, saving over 100 hours of manual sorting.
Back Office
Conversational Analytics
Integrated Redshift with a Gemini agent so executives get insights fast and analysts can run deeper analysis for better decisions.
Back Office
Teacher Report Drafting
Pulled state and school system data to auto-assemble assessment reports and polish final write-ups, saving 70,000 hours.
How we help
We embed AI into how work actually happens
AI Workflow Design
We map your real processes and identify where AI fits - not where it only looks impressive.
Product Development
We build usable AI tools tailored to your workflows.
Implementation & Adoption
We help teams use what gets built so the solution works in practice, not just in theory.
Who this is for
Built for environments where AI can't fail
K-12 schools and educators
Instructional teams that need AI to be policy-aware, safe, and ready for classrooms.
High-pressure workflow teams
Teams handling repetitive, high-stakes tasks that need speed without errors.
Organizations ready to implement
Leaders tired of AI experiments that go nowhere and want adoption that lasts.
Why Purplespot
Most people talk about AI. Some advise on AI. We build it into real systems.
We design the full path from real workflow to working AI system, and stay through implementation so it actually gets used.
No generic solutions
No prompt libraries without workflow context
No AI-for-everything hype
Practical systems designed to be used
Ready to move beyond AI experiments?
Let's design something your team will actually use.