Helix AI
SaaS Development202616 weeks

Helix AI

Product Engineering · Motion Design

Overview

Helix needed a productivity workspace that made AI feel like a natural extension of how their users already worked — not a separate tool they had to context-switch into. We designed and built an environment where AI assistance is ambient, contextual, and always one keystroke away.

ClientHelix AI
ServiceSaaS Development
Year2026
Duration16 weeks
RoleProduct Engineering · Motion Design

Project Gallery

AI workspace overview
AI workspace overview
The Challenge

Making AI feel native, not bolted on

Most AI tools feel like a chat interface grafted onto a productivity app. Helix wanted something different: AI that understood the context of what you were working on and offered assistance without interrupting your flow.

The technical challenge was significant — streaming responses, real-time collaboration, and a plugin architecture that let enterprise customers extend the workspace with their own AI models and data sources.

Our Approach

Motion as the interface layer

We treated motion as a first-class design material. Every AI interaction — generating, thinking, completing, erroring — has a distinct motion signature that communicates state without requiring the user to read status text.

The architecture uses a custom streaming layer built on top of the Vercel AI SDK, with optimistic UI updates that make responses feel instant even when the model is still generating. We built a plugin system using a sandboxed iframe architecture that keeps third-party code isolated without sacrificing performance.

The Solution

A workspace that thinks with you

The Helix workspace uses a spatial canvas model — documents, AI threads, and data sources exist as objects in a shared space rather than tabs in a navigation hierarchy. Users can pull context from any object into any AI interaction with a drag gesture.

We built 60 micro-interactions that make the workspace feel alive: cursor trails on AI-generated content, breathing animations on active AI processes, and a custom text rendering system that makes streaming output feel like watching someone type rather than watching a progress bar.

Outcomes

The numbers
that matter.

↑ 3.2×

Session length vs v1

< 80ms

Perceived response latency

60

Custom micro-interactions

↑ 89%

User retention at 30 days

Working with this team felt like having a co-founder who happened to be a world-class engineer and designer. They care about the outcome, not just the deliverable.

James Okafor

Founder, Helix AI

Axiom Finance

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