Softmax Data vs TTT Studios
An AI specialist vs a full-service digital studio. How to choose between depth in AI and breadth across product design, mobile, web, and emerging technologies.
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Head-to-head comparison
Both Vancouver-based, different approaches to solving technology challenges.
| Attribute | Softmax Data | TTT Studios |
|---|---|---|
| Founded | 2019 | 2010 |
| Headquarters | Vancouver, BC | Vancouver, BC |
| Core Focus | AI engineering exclusively | Full-stack digital product studio |
| AI Depth | 150+ production AI systems shipped. Fine-tuning, RAG, agents, prompt engineering, MLOps, model evaluation | AI as one offering among mobile, web, 3D, AR/VR, and IoT |
| Team Composition | Senior ML engineers, data engineers, ML ops specialists | Full-stack developers, designers, product managers, engineers across disciplines |
| Engagement Style | 4-8 week AI delivery sprints. Focused, intensive, results-driven | Agile product development. Full team embedded with client |
| Open Source | Engram — context database for AI agents. Active development | No public AI open-source projects |
| Best For | Enterprise AI systems in regulated industries. Custom document pipelines, agents, fine-tuned models | Custom digital products. Mobile apps, web platforms, AR/VR experiences, complete product design and delivery |
Specialist vs generalist
TTT Studios is a respected digital studio with broad capabilities across mobile, web, AR/VR, and IoT. If you need a team that can design and build a complete digital product from UX to deployment, they're excellent at that. They bring 15+ years of experience across dozens of technologies.
Softmax does one thing — AI engineering — and has done it 150+ times in production. When your challenge is specifically about making AI work reliably at scale, a specialist shop is the faster path. We've built fine-tuned models in mortgage, document pipelines in insurance, RAG systems in legal tech, and autonomous agents across multiple industries. The deep knowledge compounds.
AI as a feature vs AI as the product
If AI is one feature in your larger product — for example, adding a recommendation engine to your mobile app, or natural language search to your web platform — a full-service studio like TTT can handle the whole thing. They can design the UX, build the mobile or web app, integrate the AI component, and ship it all together.
If AI is the core of what you're building — document processing pipelines that need to handle thousands of documents daily, autonomous agents that interact with users or systems, fine-tuned models trained on your proprietary data — that's a fundamentally different engineering challenge. That's an AI infrastructure problem. It requires a team that does that every day, understands MLOps, knows how to evaluate model performance, can navigate regulatory constraints, and has patterns for shipping AI to production reliably.
When TTT Studios is the better fit
TTT Studios brings capabilities that go beyond AI. If you need a consumer-facing mobile app, an augmented reality experience, a complete digital product with world-class UX design, or a team that can handle the full product lifecycle from conception to launch and beyond — that's where they have deep expertise Softmax doesn't offer.
They've built real products at scale. They understand product strategy, design thinking, user research, and how to ship something people actually want to use. If that's your challenge — not just the AI, but the product around it — they're worth the conversation.
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