Softmax Data vs AltaML
Two Canadian AI engineering firms. Choose the approach that fits your team and strategy.
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How we compare
Two approaches to applied AI
Both Softmax Data and AltaML ship real AI that works. The difference is in how we work and what you own when we're done.
Softmax embeds senior ML engineers directly in your codebase. We deliver production systems you own, maintain, and control. You're not locked into a platform. Our code lives alongside your code. We've shipped 150+ production AI systems this way, building the muscle memory that comes from 5+ years of hands-on delivery.
AltaML offers a structured program model through their Agentic AI Lab. This works well if you want a managed process with clear milestones and guardrails. The tradeoff is platform dependency — your AI lives within AltaForge and depends on their ecosystem. It's a different operating model, suited to teams that value a defined journey over raw flexibility.
Industry specialization matters
AltaML has deep roots in public sector and healthcare. If you're a Canadian government agency or health authority looking to scale AI responsibly within your constraints, they're a strong fit. They understand the regulatory and operational rhythms of those sectors.
Softmax is deep in enterprise SaaS. We're specialists in document processing, workflow automation, and AI agents for companies wrestling with complex legacy systems. If you're a SaaS company with 15 years of technical debt and a customer base demanding AI features, we've solved that problem 150+ times. We know the constraints of scaling production AI inside SaaS architecture. We know how to ship fast without breaking your product.
Pick the partner that knows your world.
Ownership and vendor independence
At Softmax, we believe you should own what we build. We work in your codebase using open-source tools and frameworks. No proprietary platform. No equity arrangements. No vendor lock-in. When we're done, your team can maintain the code, modify it, and evolve it independently. We're not a dependency — we're a delivery partner.
That's why we open-sourced Engram. It's the context management system we built for AI agents, and we gave it to the community. We believe strong tools should be public goods, not locked behind SaaS walls. Your AI should run on stable, auditable, open infrastructure.
Find the right AI partner for your team
Whether you choose Softmax or AltaML, the important thing is that you move. AI is the default now. The question isn't if, it's who helps you do it well.