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 Germany teams with EU overlap (CET/CEST-friendly).

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 (EU)

For Germany/EU delivery, we keep GDPR-first patterns: data minimisation, purpose-limited storage, and explicit access boundaries.

We can work under a DPA (template available on request) and implement pragmatic retention/deletion flows when needed.

  • GDPR-first architecture patterns (generic, no legal claims)
  • DPA template available on request
  • Retention/deletion and export flows where required
  • Least-privilege access and safe logging defaults
  • Documented data flows and access boundaries

Timezone & Collaboration (EU)

We align to EU working hours with CET-friendly collaboration windows and async progress updates.

We keep delivery predictable: weekly milestones, documented decisions, and clear scope control.

  • EU overlap with CET-friendly windows
  • Async-first delivery with written decisions
  • Weekly milestone demos and progress checkpoints
  • Clear change control to avoid surprises
  • Escalation path for blockers and risks

Engagement & Procurement (EU)

We support procurement-friendly engagements with clear scopes, milestone plans, and documentation that stakeholders can review.

For EU teams, we can structure invoices and milestones for EUR-based engagements where appropriate.

  • EUR-based engagements and invoicing options
  • Discovery-first option to reduce delivery risk
  • Milestone-based billing and scope sign-offs
  • Vendor onboarding documentation on request
  • Transparent change control and approvals

Security & Quality (EU)

We prioritise reliability: reviewable PRs, predictable releases, and tests that protect critical paths.

Performance budgets and clear release discipline keep the product stable as it grows.

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

Want to scope this properly?

Book a page call with Germany timezone overlap (EU overlap (CET/CEST-friendly)). EUR-based engagements.

Reply within 2 hours. No-pressure consultation.