EduRise is an AI-driven platform that combines eLearning, productivity tools, and community — built for B2B Stakeholders ready to scale with confidence.
SMEs are natural networkers. They love to help others and tend to trust their peers. They ask candid questions and find that others need the same answers, thus creating belonging and validation that feeds community engagement. With customer intimacy as our top value discipline, EduRise offers this connection free of charge, while layering in premium tools and content for those ready to level up.
Mary Layman is the founder of EduRise, LLC and President of TriMedia, a B2B consulting firm she has operated for 25 years serving growth-minded SMEs across marketing, automation, and training.
Her work with SME founders, some relationships spanning two decades, gave her firsthand insight into a persistent gap: SMEs lack affordable, trusted resources and a safe space to navigate uncertainty alongside peers who understand their challenges.
EduRise is her answer to that gap. Drawing on a Master of Science in Marketing from William & Mary (2024), Google AI credentials — Analyze and Reason on Multimodal Data with Gemini, Enhance Gemini Model Capabilities, and Build Real World AI Applications with Gemini and Imagen Skill Badge — and deep experience designing scalable systems for lean organizations, Mary brings both the domain expertise and technical foundation to build a platform SMEs will actually use.
EduRise, LLC was founded in April 2024 to deliver that vision through an AI-first, multi-sided SaaS platform built for the way SMEs learn and grow.
The effort is currently self-funded, yet she sees the potential of AI as a means to "flip the script" and leverage agility.
"For SMEs who wish to grow with confidence amidst uncertainty, EduRise is the brand of communities who share expertise while tapping into affordable, AI-driven, state-of-the-art resources.EduRise Mission Statement — Entity ID: 11681965
Inspired by MEGA Mentors, our community outreach program called Future Business Owners partners with mentor-based organizations to provide training to underserved teens and young adults who wish to find their purpose and start a business."
EduRise validates platform hypotheses through in-house micro-service delivery using real client engagements to test, iterate, and generate revenue before scaling each validated feature into the multi-sided platform. This approach is supported by McKinsey, PwC, and Lean Startup research showing that micro-first validation dramatically reduces failure risk and accelerates product-market fit.
Members contribute educational material and digital assets. Structured co-creation teams deliver high-quality modules based on Design Thinking. Then we help optimize workflows and encourage learning by doing with data.

Peer-to-peer connection, forum, chat, and curated peer groups. Members find and join communities aligned with their industry, goals, and growth stage.
Free short-form "How-To" videos, premium long-form courses (e.g. lean systems), and integrated productivity tools. Gamified with rewards, simulations, and certificates.
Business templates (financial, legal, HR, operational), flowcharts, calculators, data visualizations, and custom videography — all created by community SMEs.
Upload first-party data and analyze it. Run analytics, change criteria, save results. Connect to external data sources for benchmarking and competitive intelligence.
Connect GIS data, GovData, Google Business reviews, BI data, market data, and social media through Google BigQuery Studio.
Track interactions and feed new data into AI models. Create courses about AI use cases. Connected data powers productivity throughout. Anticipate customers' next moves.

From free community access to premium subscriptions and marketplace transactions, EduRise monetizes at every level of member maturity.
KPI: User Penetration Rate
This KPI helps us gauge marketing messaging/channels with ad spend, and whether itβs easy for users to identify the value to them on the platform enough to subscribe.7 Our multi-sided platform needs to attract users to achieve the network effect.
KPI: Monthly Recurring Revenue (MRR)
This KPI relates to paying customers and is best tracked over time. So, you plan accordingly. When cross-referenced with active users6 over time and areas of activity on the platform, you get an indication of customer satisfaction and content value.
KPI: Revenue New Sources
This KPI assumes we launch the platform. Through a new client project that will use Python/Flask for modern web development, we will be able to duplicate, thus reducing the cost of development for the platform.
KPI: # of Courses Launched
This KPI sets the goal for the number of courses needed for potential users to consider it valuable. Potential co-creators will be limited while the product has a low volume of content.
KPI: # of Productivity Tools Launched
Productivity tools launch as stand-alone products as well as integrations with course material.
KPI: CAC:CLV
It accounts for variable costs (i.e. support, transaction fees, refunds), helps determine the success of our customer retention efforts, and aids in predicting future revenue and profit. We must have a minimum amount of content to consider the platform viable.
EduRise's innovation strategy spans customer engagement, product systems, network effects, structural data, and AI — mapped against four competitive business model scenarios. Based on the pace of technology and competition, EduRise is prepared to adjust.
EduRise's innovation strategy spans customer engagement, product systems, network effects, structural data, and AI — mapped against four competitive business model scenarios.
Four SWOT analyses mapped to each competitive scenario, alongside the full platform content type matrix — from free how-to videos to premium LFC with integrated productivity tools.
As a founder-led startup with no investors, every success factor is owned end-to-end. Here is what we are optimizing for in Phase 1.
External data source connections have been active since August 2023. Completing the first action item — visualizations that surface trends and pain points — is the seed to the entire platform architecture.
A critical SaaS metric. New members must reach an "aha moment" quickly after signing up. The free community provides initial value, but a curated onboarding journey must meet them at a pain point and guide them to a personalized dashboard.
Leverage TriMedia's existing client relationships to ignite participation. Send personalized content directing clients to sign in and see their own project work — bootstrapping the community with real engagement from day one.
Micro-service fulfillment continues in the short term but has limits. The platform must sustain itself through paid subscriptions and marketplace transactions for the long-term vision to be realized.
Offers consistency between the MVP and full production, with Cloud Scheduler triggering a Google Cloud Workflow. Demonstrates the framework's suitability for production-grade automation pipelines: a core EduRise use case.
Workflow ModelRapid application development framework with built-in security, RBAC, auto CRUD generation, and Google Charts. The backbone of EduRise's admin and data interface layer.
Core FrameworkData exploration and visualization platform, also built on Flask-AppBuilder. Validates the framework's ability to power enterprise-scale data SaaS products used globally.
Proof of ScaleEnd-to-end service design covering physical evidence, customer actions, visible and invisible team interactions, support processes, and technology-driven back-end operations — powered by Big Query Studio, Google Cloud Workflow, Python, Apache Superset, and Tableau.