Observation feedback that helps teachers thrive.
Trellis helps schools grow great teaching through continues feedback loos with district-wide frameworks and institutional memory..

Parallax Partners is an AI innovation lab focused on memory-first system design.
Powerful AI without memory becomes dangerous; organizations without continuity become fragile.
We design tools that help people and AI remember together.
Our story
Parallax emerged from a persistent problem: organizations lose context continuously. Knowledge disappears during transitions, AI tools reset between sessions, and institutional intelligence fragments across incompatible systems.
We developed CIEL (Collaborative Intelligence Execution Layer)—a memory architecture framework that structures organizational knowledge so AI systems can maintain context, track decisions, and build on previous work rather than starting from zero.
2023
Founded
4
Industries Served
85%
Context Retention
Milestones
2023
Parallax Partners Founded
Began by sharing our expertise in ethical AI solutions with colleagues and clients.
2024
CIEL Framework
Developed core memory architecture methodology for AI systems that maintain institutional context.
2024
First Implementations
Deployed intelligence systems for nonprofit organizations, validating continuity infrastructure approach.
2025
Cross-Industry Validation
Expanded to education and enterprise applications, proving framework adaptability across contexts.
Testimonials
Products
Trellis helps schools grow great teaching through continues feedback loos with district-wide frameworks and institutional memory..
MG+ brings brand strategy into interactive collaboration with your company's data, priorities, and insights at your fingertips.
VOCA AiSD helps working professionals integrate their values into key business decisions through multimodal chat.
Case studies
Modernized their compliance stack with real-time risk memory, removing 1.8M manual checks per quarter.
Deployed encrypted memory capsules, auto-summarized for regulators. Latency dropped from minutes to milliseconds.
Built a clinician copilot that remembers every patient nuance, boosting care-team confidence scores by 41%.
Integrated RAG pipelines across 12 legacy systems with privacy-safe embeddings and full audit logs.
CONTACT US
We believe that intelligence is collaborative.
The future belongs to systems that can learn, remember, and act with context. Our mission is to build technologies that extend human understanding without replacing it.
Prefer an intro email? admin@parallaxpartners.co