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 United States teams with Americas overlap (EST/PST-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 (US)

For US teams, we build with auditability in mind: clear access boundaries, least-privilege roles, and reviewable operational controls.

We can align delivery with SOC 2 / ISO-friendly practices (without claiming certification): evidence-ready logs, secure-by-default config, and clear ownership.

  • SOC 2 / ISO-friendly implementation patterns (no certification claims)
  • Least-privilege access and permission boundaries
  • Security review checklists for auth, payments, and data flows
  • PII-safe logging + incident response playbooks (on request)
  • Retention and deletion flows where required
  • NDA + vendor onboarding docs on request

Timezone & Collaboration (Americas)

We support teams across the Americas with meeting windows that work for EST/CST/MST/PST.

We keep delivery predictable with weekly milestones, concise async updates, and written decisions to reduce calendar load.

  • Americas overlap with EST/PST-friendly windows
  • Async-first updates with written decisions
  • Weekly milestone demos + change control
  • Fast turnaround on blockers and clarifications
  • Clear owner per workstream and escalation path

Engagement & Procurement (US)

US-friendly engagement structure: clear SOWs, milestone billing, and invoice cadence that fits typical procurement workflows.

If you need vendor onboarding artefacts, we can provide security posture summaries and delivery process documentation.

  • USD invoicing and milestone-based payment schedules
  • SOW + scope lock options for fixed-scope work
  • Time-and-materials for evolving requirements
  • Procurement-ready documentation on request
  • Optional paid discovery to de-risk delivery

Security & Quality (US)

We ship with a security-first checklist and performance budgets—so releases stay stable under real traffic.

Expect clean PRs, reviewable changes, and production-ready testing from day one.

  • Threat-aware checks for auth, roles, and sensitive data flows
  • CI-friendly testing: unit + integration + critical path smoke tests
  • Performance budgets (Core Web Vitals-minded) and bundle checks
  • Structured logging + error tracking hooks (Sentry-ready)
  • Rollback-safe releases and clear release notes
Ready to start?

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