AI that actually works in the real world
We design and build AI products and workflows that solve real problems - not demos, not experiments.
Structured teacher communication drafted in minutes with district guidelines baked in.
Real-world workflows connected to AI tools that teams actually use.
Built, piloted, adopted. We stay through real usage, not just delivery.
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.
Identify the real workflow problem
We map the friction, inputs, outputs, and decision points that drive real-world work.
Build the AI product or system
We design the interface, prompts, and integrations so the tool is usable on day one.
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.
Teacher Communication Tool
Turn notes into structured, policy-aligned parent communication in minutes.
Visit teach.purplespot.inkAhavibes
A product for structured thinking that helps users move from emotional reaction to clear reflection.
Visit ahavibes.xyzWorkflow Automation Systems
Reduce repetitive work across reporting, planning, and communication.
Labs
See the AI products and experiments we are actively building.
Explore labs.purplespot.inkFinance UNSPSC Classification
Classified procurement items automatically for finance teams, saving over 100 hours of manual sorting.
Conversational Analytics
Integrated Redshift with a Gemini agent so executives get insights fast and analysts can run deeper analysis for better decisions.
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
We map your real processes and identify where AI fits - not where it only looks impressive.
We build usable AI tools tailored to your workflows.
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.
Ready to move beyond AI experiments?
Let's design something your team will actually use.