Softment
AIRAG workflows, tool-calling assistants, AI pipelines

Technology

LangChain

LangChain 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 building multi-step LLM workflows

Products orchestrating retrieval + generation logic

Applications integrating tools with AI assistants

What We Build

Projects we deliver

Composable LLM chains and agent workflows

RAG orchestration with retrieval control

Tool-enabled assistant execution pipelines

Ecosystem

Compatible tools & integrations

Seamless Integrations

Works with your existing stack

4+ supported
LangChain chains/agents
Vector database integrations
Prompt templates and memory patterns
Tracing and evaluation tooling

Use Cases

Recommended use cases

Knowledge assistants and copilots

Document-grounded enterprise chat

AI workflow automation systems

Delivery

How we deliver

Workflow architecture is designed for observability and testability.

Fallback behavior and guardrails are integrated for reliability.

Prompt and retrieval configurations are versioned and documented.

FAQ

Frequently asked questions

Not always. We use LangChain when orchestration complexity justifies it; simpler workflows may not need it.

Yes. It supports model-provider abstraction and multi-provider workflows.

We add tracing, logs, and evaluation metrics for quality and performance monitoring.

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.