Softment
AIRAG stacks, semantic search, custom retrieval systems

Technology

Weaviate

Weaviate 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 wanting open-source flexibility for retrieval systems

Products needing custom indexing and retrieval pipelines

Workflows requiring schema design with metadata filters

What We Build

Projects we deliver

Weaviate deployment and schema setup

Ingestion pipelines for documents and entities

Retrieval tuning with hybrid and reranking options

Ecosystem

Compatible tools & integrations

Seamless Integrations

Works with your existing stack

4+ supported
Weaviate schema design
Hybrid retrieval configuration
Operational monitoring and backups
Connector and ingestion tooling

Use Cases

Recommended use cases

Enterprise knowledge bases

Semantic search for content platforms

RAG assistants with citations and filters

Delivery

How we deliver

We design Weaviate schemas around query patterns and access rules.

Ingestion pipelines support updates and re-indexing safely.

Retrieval quality is validated with evals and diagnostics.

FAQ

Frequently asked questions

It depends. Weaviate offers open-source flexibility; managed options reduce ops overhead. We recommend based on requirements.

Yes. We can deploy Weaviate with network controls, monitoring, backups, and runbooks for production use.

Yes. We can implement hybrid retrieval and reranking patterns on top of Weaviate where it improves relevance.

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?

Want to scope this properly?

Book a page call with United States timezone overlap (Americas overlap (EST/PST-friendly)). USD-based engagements.

Reply within 2 hours. No-pressure consultation.