Softment
AIPrivate deployments, on-prem, custom model workflows

Technology

Llama

Llama implementation for production software delivery with clean architecture, maintainability, and predictable rollout. Built for Canada teams with North America overlap.

Best For

Ideal use cases

Teams needing more control over model hosting and data boundaries

Products with private/VPC deployment requirements

Workflows that benefit from open-source model flexibility

What We Build

Projects we deliver

Self-hosted LLM inference services

Private assistants and copilots with governed access

RAG stacks paired with private model deployments

Ecosystem

Compatible tools & integrations

Seamless Integrations

Works with your existing stack

4+ supported
Model serving and inference setup
GPU sizing and deployment planning
Prompt and safety guardrails
Observability and eval pipelines

Use Cases

Recommended use cases

Enterprise AI in restricted environments

Private knowledge assistants with strict access control

Cost-optimised long-running AI workloads

Delivery

How we deliver

We plan deployment around latency, throughput, and infra constraints.

Safety controls and evals are added to keep behavior stable as you iterate.

We document operations so your team can run and scale the system.

FAQ

Frequently asked questions

Yes. We can deploy in VPC/on-prem environments with monitoring, access controls, and operational runbooks.

Sometimes. Costs shift from API spend to infrastructure. We help evaluate the trade-offs for your usage patterns.

Yes. We pair private model deployments with retrieval pipelines and citations for grounded answers.

Regional

Delivery considerations for your region

Compliance & Data (Canada)

For Canadian teams, we focus on practical privacy and security: least-privilege access, clear boundaries, and reviewable operational controls.

We can align implementation with SOC 2 / ISO-friendly practices (without claiming certification) and support documented data flows.

  • SOC 2 / ISO-friendly patterns (no certification claims)
  • Least-privilege access and secure session handling
  • Retention/deletion and export flows where required
  • PII-safe logging + access boundary documentation
  • NDA and vendor onboarding docs on request

Timezone & Collaboration (North America)

We work with Canadian teams with North America overlap and meeting windows that fit your schedule.

Delivery stays predictable via weekly milestones, async updates, and clearly documented decisions.

  • North America overlap and responsive communication
  • Async-first updates with written scope decisions
  • Weekly milestone demos and progress checkpoints
  • Clear escalation path for blockers
  • Tight change control with clear sign-offs

Engagement & Procurement (Canada)

We support procurement-friendly delivery: clear scope, change control, and billing cadence aligned to milestones when appropriate.

We can invoice in CAD for CAD-based engagements where required.

  • CAD-based engagements and invoicing options
  • Milestone-based billing and scope sign-offs
  • Time-and-materials for evolving requirements
  • Vendor onboarding pack on request
  • Optional paid discovery to de-risk delivery

Security & Quality (North America)

We keep quality visible: clean PRs, reviewable changes, and test coverage that matches the risk of each feature.

Performance budgets and release discipline help maintain stability as the product scales.

  • CI-friendly testing: unit + integration + smoke tests
  • Performance budgets + bundle checks
  • Structured release notes + rollback-safe deployments
  • Security checklist for auth, roles, and data flows
  • Observability hooks (logs + error tracking) ready for production
Ready to start?

Want to scope this properly?

Share your requirements for Canada delivery. CAD-based engagements.

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